[
  {
    "title": "Microstructure & physicochemical properties dataset of NaCl-based salt mixtures for concentrating solar power",
    "doi": "10.1038/s41597-025-06437-z",
    "url": "https://doi.org/10.1038/s41597-025-06437-z",
    "journal": "Scientific Data",
    "year": 2026,
    "authors": "Feng, Y.; Wu, Y.; Wang, W.",
    "abstract": "Abstract\n                  Concentrating solar power is a pivotal technology in global transition toward renewable energy, providing a viable pathway for dispatchable and base-load electricity generation. An important component of the concentrating solar power system is molten salts, particularly NaCl-based mixtures, which serve as both efficient heat transfer fluids and high-capacity thermal energy storage media. The influence mechanisms of micro-ionic interactions and microstructure on physico",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Co-crystal engineering unlocks high-stability perovskite solar modules",
    "doi": "10.1038/s41560-025-01904-8",
    "url": "https://doi.org/10.1038/s41560-025-01904-8",
    "journal": "Nature Energy",
    "year": 2026,
    "authors": "",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Mapping Europe’s rooftop photovoltaic potential with a building-level database",
    "doi": "10.1038/s41560-025-01947-x",
    "url": "https://doi.org/10.1038/s41560-025-01947-x",
    "journal": "Nature Energy",
    "year": 2026,
    "authors": "Kakoulaki, G.; Kenny, R.; Taylor, N.; Gracia-Amillo, A.; Szabo, S.",
    "abstract": "Abstract\n                  \n                    Individual building-level approaches are needed to understand the full potential of rooftop photovoltaics (PV) at national and regional scale. Here we use the European Digital Building Stock Model R2025, an open-access building-level database, to assess rooftop solar potential for each of the 271 million buildings in the European Union. The results show that potential capacity could reach 2.3 TWp (1,822 GWp residential, 519 GWp non-residential), wi",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Author Correction: Mapping Europe’s rooftop photovoltaic potential with a building-level database",
    "doi": "10.1038/s41560-026-01991-1",
    "url": "https://doi.org/10.1038/s41560-026-01991-1",
    "journal": "Nature Energy",
    "year": 2026,
    "authors": "Kakoulaki, G.; Kenny, R.; Taylor, N.; Gracia-Amillo, A.; Szabo, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Toward traceable global systems for end-of-life photovoltaic waste",
    "doi": "10.1038/s41467-026-69171-z",
    "url": "https://doi.org/10.1038/s41467-026-69171-z",
    "journal": "Nature Communications",
    "year": 2026,
    "authors": "Huang, B.; Long, Y.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Hourglass-shaped GaAs0.99Bi0.01 nanowire solar cells with CuI-PEDOT:PSS double hole transport layers for enhanced photovoltaic performance",
    "doi": "10.1038/s41598-025-34717-6",
    "url": "https://doi.org/10.1038/s41598-025-34717-6",
    "journal": "Scientific Reports",
    "year": 2026,
    "authors": "Rautela, M.; Sagar, S.; Kumar, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "A sport inspired kabaddi game optimizer for accurate parameter estimation of solar photovoltaic models",
    "doi": "10.1038/s41598-025-32437-5",
    "url": "https://doi.org/10.1038/s41598-025-32437-5",
    "journal": "Scientific Reports",
    "year": 2026,
    "authors": "Ayyarao, T.; Kishore, G.; Dev, A.; Siddaraj, U.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "State-of-play of contending silicon photovoltaic technologies",
    "doi": "10.1016/j.joule.2025.102240",
    "url": "https://doi.org/10.1016/j.joule.2025.102240",
    "journal": "Joule",
    "year": 2026,
    "authors": "Green, M.; Zhou, Z.; Song, N.; Qiu, K.; Xu, X.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Climate change will increase high-temperature risks, degradation, and costs of rooftop photovoltaics globally",
    "doi": "10.1016/j.joule.2025.102218",
    "url": "https://doi.org/10.1016/j.joule.2025.102218",
    "journal": "Joule",
    "year": 2026,
    "authors": "Wu, H.; Kong, Q.; Huber, M.; Sun, M.; Craig, M.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Comparative evaluation of the material consumption and carbon footprint of silicon PV modules",
    "doi": "10.1016/j.crsus.2025.100576",
    "url": "https://doi.org/10.1016/j.crsus.2025.100576",
    "journal": "Cell Reports Sustainability",
    "year": 2026,
    "authors": "Kim, M.; Chan, C.; Wang, S.; Wang, L.; Chang, N.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Carbon Trading & New Business Models",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Large terahertz photovoltaic effect enhanced by phonon excitations in ferroelectric semiconductor SbSI",
    "doi": "10.1126/sciadv.adw9796",
    "url": "https://doi.org/10.1126/sciadv.adw9796",
    "journal": "Science Advances",
    "year": 2026,
    "authors": "Okamura, Y.; Guo, G.; Kaneko, Y.; Nakamura, M.; Sotome, M.",
    "abstract": "Quantum geometry of Bloch electron in crystalline solids produces various exotic quantum phenomena. The shift current photovoltaic effect driven by the photo creation of quasiparticle is one such emerging example that enables the conversion from terahertz photon into dc charge current with absence of dissipative photocarrier. Despite wide-ranging potential applications, however, the fundamental nature of terahertz photovoltaic response has remained elusive. Here, we show the large photocurrent g",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Bulk and interface engineering of 1.7 eV–bandgap chalcogenide solar cells enabling record efficiency",
    "doi": "10.1126/sciadv.aed4703",
    "url": "https://doi.org/10.1126/sciadv.aed4703",
    "journal": "Science Advances",
    "year": 2026,
    "authors": "Ishizuka, S.; Taguchi, N.",
    "abstract": "\n                    Wide-bandgap chalcogenide photovoltaics offer strong potential for tandem solar cells and solar-driven hydrogen generation via water splitting, yet their performance remains limited by persistent interfacial and bulk defects. Here, we demonstrate enhanced efficiency in 1.7–electron volt CuGaSe\n                    2\n                    thin-film solar cells through aluminum (Al) alloying and rubidium (Rb) incorporation. The Al- and Rb-modified CuGaSe\n                    2\n   ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Global photovoltaic solar panel dataset from 2019 to 2022",
    "doi": "10.1038/s41597-025-04985-y",
    "url": "https://doi.org/10.1038/s41597-025-04985-y",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Li, A.; Liu, L.; Li, S.; Cui, X.; Chen, X.",
    "abstract": "Abstract\n          Solar photovoltaic (PV) power generation, known for its affordability and environmental benefits, is a key component of the global energy supply. However, the lack of comprehensive, timely, and precise global PV datasets has limited spatial analysis of PV potential. We developed a new method to identify PV panels globally, producing an annual 20-meter resolution dataset for 2019–2022. This dataset offers unprecedented detail and accuracy for future research and policy-making. ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "CPVPD-2024: A Chinese photovoltaic plant dataset derived via a topography-enhanced deep learning framework",
    "doi": "10.1038/s41597-025-05891-z",
    "url": "https://doi.org/10.1038/s41597-025-05891-z",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Yang, Y.; Lin, S.; Lu, R.; Liu, X.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Solar PV Generation and Consumption Dataset of an Estonian Residential Dwelling",
    "doi": "10.1038/s41597-025-04747-w",
    "url": "https://doi.org/10.1038/s41597-025-04747-w",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Hasan, S.; Blinov, A.; Chub, A.; Vinnikov, D.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Longitudinal Dataset of Net-load, PV Production and Solar Irradiation from Madeira Island, Portugal",
    "doi": "10.1038/s41597-025-06118-x",
    "url": "https://doi.org/10.1038/s41597-025-06118-x",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Pereira, L.; Monteiro, D.; Apina, F.; Scuri, S.; Barreto, M.",
    "abstract": "Abstract\n                  This paper presents the PTProsumer dataset, a high-resolution dataset of photovoltaic (PV) production and net-load measurements collected from 24 prosumers - entities that both produce and consume electricity, including households and small commercial buildings - on Madeira Island, Portugal. The dataset covers monitoring periods ranging from 3 months to 5 years, with measurements sampled at a 1-second resolution, resulting in approximately 3.89 billion data points. PV ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "A harmonized dataset of ground-mounted solar energy in the US with enhanced metadata",
    "doi": "10.1038/s41597-025-05862-4",
    "url": "https://doi.org/10.1038/s41597-025-05862-4",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Stid, J.; Kendall, A.; Anctil, A.; Rapp, J.; Bingaman, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "A hierarchical dataset on multiple energy consumption and PV generation with emissions and weather information",
    "doi": "10.1038/s41597-025-06010-8",
    "url": "https://doi.org/10.1038/s41597-025-06010-8",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Dong, H.; Zhu, J.; Chung, C.; Liang, Z.; Yang, H.",
    "abstract": "Abstract\n                  This study constructs a multi-source and hierarchical dataset of energy consumption, photovoltaic (PV) power generation, greenhouse gas (GHG) emissions, and weather information, dubbed Hierarchical Energy, Emissions, and Weather (HEEW). This dataset contains 11,987,328 records for 147 individual buildings, four aggregated communities, and the entire region, which is structured as time-series tables indexed by building ID and timestamps from 1 January 2014 to 31 Decembe",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "A global dataset of the cost of capital for renewable energy projects",
    "doi": "10.1038/s41597-025-05912-x",
    "url": "https://doi.org/10.1038/s41597-025-05912-x",
    "journal": "Scientific Data",
    "year": 2025,
    "authors": "Steffen, B.; Egli, F.; Gumber, A.; Ðukan, M.; Waidelich, P.",
    "abstract": "Abstract\n          The cost of capital (CoC) critically influences the levelized cost of renewable energy and, by extension, the global low-carbon transition. However, reliable and consistent CoC data remain scarce, limiting an appropriate reflection of CoC differences in energy system and integrated assessment models. We present a global dataset of CoC for renewable energy projects, covering 68 countries from 2010 to 2022 and focusing on three key technologies: utility-scale solar photovoltaics",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Unequal solar photovoltaic performance by race and income partly reflects financing models and installer choices",
    "doi": "10.1038/s41560-025-01743-7",
    "url": "https://doi.org/10.1038/s41560-025-01743-7",
    "journal": "Nature Energy",
    "year": 2025,
    "authors": "Gherghina, M.; Dokshin, F.; Leffel, B.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Deploying photovoltaic systems in global open-pit mines for a clean energy transition",
    "doi": "10.1038/s41893-025-01594-w",
    "url": "https://doi.org/10.1038/s41893-025-01594-w",
    "journal": "Nature Sustainability",
    "year": 2025,
    "authors": "Wang, K.; Zhou, J.; Yang, R.; Xu, S.; Hu, Z.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Quantifying the pyroelectric and photovoltaic coupling series of ferroelectric films",
    "doi": "10.1038/s41467-025-56233-x",
    "url": "https://doi.org/10.1038/s41467-025-56233-x",
    "journal": "Nature Communications",
    "year": 2025,
    "authors": "Hu, C.; Liu, X.; Dan, H.; Guo, C.; Zhang, M.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "A pathway to coexistence of electroluminescence and photovoltaic conversion in organic devices",
    "doi": "10.1038/s41467-025-67332-0",
    "url": "https://doi.org/10.1038/s41467-025-67332-0",
    "journal": "Nature Communications",
    "year": 2025,
    "authors": "Oono, T.; Aoki, Y.; Sasaki, T.; Shoji, H.; Okada, T.",
    "abstract": "Abstract\n                  Achieving both high electroluminescence (EL) efficiency and power conversion efficiency (PCE) in a single organic device has long been considered difficult, since the design principles optimising one often compromise the other. In this study, we present a strategy employing multiple-resonance thermally activated delayed fluorescence materials with strong absorption and high emission efficiency, enabling coexistence of high EL and photovoltaic (PV) efficiencies. By prec",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Nonlinear photovoltaic effects in monolayer semiconductor and layered magnetic material hetero-interface with P- and T-symmetry broken system",
    "doi": "10.1038/s41467-025-58918-9",
    "url": "https://doi.org/10.1038/s41467-025-58918-9",
    "journal": "Nature Communications",
    "year": 2025,
    "authors": "Asada, S.; Shinokita, K.; Watanabe, K.; Taniguchi, T.; Matsuda, K.",
    "abstract": "Abstract\n          Stacking two non-polar materials with different inversion- and rotational-symmetries shows unique nonlinear photovoltaic properties, with potential applications such as in next generation solar-cells. These nonlinear photocurrent properties could be further extended with broken time reversal symmetry present in magnetic materials, however, the combination of time reversal and rotation symmetry breaking has not been fully explored. Herein, we investigate the nonlinear photovolt",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Global potential of sustainable single-cell protein based on variable renewable electricity",
    "doi": "10.1038/s41467-025-56364-1",
    "url": "https://doi.org/10.1038/s41467-025-56364-1",
    "journal": "Nature Communications",
    "year": 2025,
    "authors": "Fasihi, M.; Jouzi, F.; Tervasmäki, P.; Vainikka, P.; Breyer, C.",
    "abstract": "Abstract\n          The environmental impacts of the food system exceed several planetary boundaries, with protein production being a major contributor. Single-Cell Protein (SCP) is a protein-rich microbial biomass that offers a sustainable alternative when derived from renewable energy and sustainable feedstocks. We evaluate the global potential for SCP production utilising electrolytic hydrogen and oxygen, atmospheric carbon dioxide and nitrogen, and hourly-optimised hybrid PV-wind power plants",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "AI & Data Science for Urban Energy Systems",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Worldwide rooftop photovoltaic electricity generation may mitigate global warming",
    "doi": "10.1038/s41558-025-02276-3",
    "url": "https://doi.org/10.1038/s41558-025-02276-3",
    "journal": "Nature Climate Change",
    "year": 2025,
    "authors": "Zhang, Z.; Qian, Z.; Chen, M.; Zhu, R.; Zhang, F.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "The equity implications of pecuniary externalities on an electric grid",
    "doi": "10.1093/pnasnexus/pgaf356",
    "url": "https://doi.org/10.1093/pnasnexus/pgaf356",
    "journal": "npj Clean Energy",
    "year": 2025,
    "authors": "Sims, C.; Ali, G.; Holladay, J.; Roberson, T.; Chen, C.",
    "abstract": "Abstract\n                  The adoption of rooftop photovoltaic (PV) systems can create upward pressure on retail electricity rates as utilities are forced to spread their fixed costs of generation and transmission across a smaller customer base. Since high-income households are more likely to purchase PV systems, low-income households may be disproportionately impacted by these rate increases. Using a novel combination of agent-based computational economic modeling and a choice experiment of ro",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Control strategy evaluation for reactive power management in grid-connected photovoltaic systems under varying solar conditions",
    "doi": "10.1038/s41598-025-08918-y",
    "url": "https://doi.org/10.1038/s41598-025-08918-y",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Adak, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Development of a new solar system integrating photovoltaic and thermoelectric modules with paraffin-based nanomaterials",
    "doi": "10.1038/s41598-025-85161-5",
    "url": "https://doi.org/10.1038/s41598-025-85161-5",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Alinia, A.; Sheikholeslami, M.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Design and performance analysis of a solar photovoltaic system for a rural community in rivers state, Nigeria",
    "doi": "10.1038/s41598-025-00664-5",
    "url": "https://doi.org/10.1038/s41598-025-00664-5",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Ukoima, K.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Land Use (土地利用)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Quadrant swapping technique for partial shaded solar photovoltaic system",
    "doi": "10.1038/s41598-025-15120-7",
    "url": "https://doi.org/10.1038/s41598-025-15120-7",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Thangaraj, H.; Chokkalingam, B.; Aruchamy, S.; David, P.; Padmanaban, S.",
    "abstract": "Abstract\n          Solar energy is one among the most essential renewable sources, and its use is vital to the long-term progress in environmental and energy development. Partial shadowing issues are frequently encountered for solar photovoltaic (PV) systems, and they always influence the PV array’s output power production. There are numerous methods used to reconfigure the PV arrays to extract the possible maximum power. However, those methods have sub-optimal performance in addressing certain ",
    "data_url": "",
    "source": "CrossRef",
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    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Photovoltaic solar energy prediction using the seasonal-trend decomposition layer and ASOA optimized LSTM neural network model",
    "doi": "10.1038/s41598-025-87625-0",
    "url": "https://doi.org/10.1038/s41598-025-87625-0",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Mohanasundaram, V.; Rangaswamy, B.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Optimizing photovoltaic power plant forecasting with dynamic neural network structure refinement",
    "doi": "10.1038/s41598-024-80424-z",
    "url": "https://doi.org/10.1038/s41598-024-80424-z",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Díaz-Bello, D.; Vargas-Salgado, C.; Alcazar-Ortega, M.; Alfonso-Solar, D.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "MXene-based multilayered and ultrawideband absorber for solar cell and photovoltaic applications",
    "doi": "10.1038/s41598-025-86230-5",
    "url": "https://doi.org/10.1038/s41598-025-86230-5",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Ngobeh, J.; Sorathiya, V.; Alwabli, A.; Jaffar, A.; Faragallah, O.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Solar photovoltaic feed-in tariffs: viability analysis and policy recommendations",
    "doi": "10.1038/s41598-025-32105-8",
    "url": "https://doi.org/10.1038/s41598-025-32105-8",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Mekonnen, T.; Tsegaye, S.; Belete, B.; Selvaraj, J.; Negewo, A.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Enhancing photovoltaic efficiency in Half-Tandem MAPbI3/ MASnI3 Perovskite solar cells with triple core-shell plasmonic nanoparticles",
    "doi": "10.1038/s41598-025-85243-4",
    "url": "https://doi.org/10.1038/s41598-025-85243-4",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Ivriq, S.; Mohammadi, M.; Davidsen, R.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Seasonal quantile forecasting of solar photovoltaic power using Q-CNN-GRU",
    "doi": "10.1038/s41598-025-12797-8",
    "url": "https://doi.org/10.1038/s41598-025-12797-8",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Ait Mouloud, L.; Kheldoun, A.; Oussidhoum, S.; Alharbi, H.; Alotaibi, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Optimal energy management of multi-carrier energy system considering uncertainty in renewable generation",
    "doi": "10.1038/s41598-025-10404-4",
    "url": "https://doi.org/10.1038/s41598-025-10404-4",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Garg, A.; Niazi, K.; Tiwari, S.; Sharma, S.; Rawat, T.",
    "abstract": "Abstract\n          This paper presents a structured approach for the efficient operation of multi-carrier energy systems under the uncertainty of renewable energy sources. As the penetration of wind and solar energy increases, managing the resulting variability becomes critical to maintaining both economic efficiency and operational flexibility. To address this, a two-stage multi objective optimization framework is proposed. In the first stage, the objective is to minimize daily operational cost",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "A bi-level optimization strategy of electricity-hydrogen-carbon integrated energy system considering photovoltaic and wind power uncertainty and demand response",
    "doi": "10.1038/s41598-024-84605-8",
    "url": "https://doi.org/10.1038/s41598-024-84605-8",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Lu, M.; Teng, Y.; Chen, Z.; Song, Y.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Solar potential assessment using machine learning and climate change projections for long-term energy planning",
    "doi": "10.1038/s41598-025-23661-0",
    "url": "https://doi.org/10.1038/s41598-025-23661-0",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Reddy, B.; Gautam, K.; Pachauri, N.",
    "abstract": "Abstract\n                  This work proposes a novel method for evaluating solar potential, essential for the development, installation, and operation of solar power systems. The approach forecasts solar energy potential for specific sites by utilizing integrated geospatial, meteorological, and infrastructural multidimensional data. A new application has been released to assess the solar capacity globally. The study evaluated various machine learning methods, ultimately selecting an XGBoost mod",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Grid tied hybrid PV fuel cell system with energy storage and ANFIS based MPPT for smart EV charging",
    "doi": "10.1038/s41598-025-09626-3",
    "url": "https://doi.org/10.1038/s41598-025-09626-3",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "vendoti, S.; Tulasi, N.; Jalli, R.; Ponnuru, S.; Jin, Z.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "FLEXERGY",
    "subcategory": "Electric Vehicles & Mobility",
    "direction_label": "Demand Response & New Mobilities & Urban Planning",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Location allocation and capacity optimization for a PV and battery integrated hybrid community electric vehicle charging station",
    "doi": "10.1038/s41598-025-31865-7",
    "url": "https://doi.org/10.1038/s41598-025-31865-7",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Kayal, P.; Braciník, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "FLEXERGY",
    "subcategory": "Electric Vehicles & Mobility",
    "direction_label": "Demand Response & New Mobilities & Urban Planning",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "DDPG algorithm for power optimization and control of solar PV-integrated DFIG wind energy systems",
    "doi": "10.1038/s41598-025-19818-6",
    "url": "https://doi.org/10.1038/s41598-025-19818-6",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Pandey, R.; Bose, S.; Dwivedi, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Design of a distributed power system using solar PV and micro turbine-based wind energy system with a flywheel energy storage",
    "doi": "10.1038/s41598-025-29604-z",
    "url": "https://doi.org/10.1038/s41598-025-29604-z",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Bhavani, T.; Rajababu, D.; Irfan, M.; Rakesh, T.; Sekhar, P.",
    "abstract": "Abstract\n                  As renewable energy sources gain distinction in distributed power generation, micro-grid systems integrating solar photovoltaic (PV), micro-turbine-based wind energy, and flywheel energy storage have developed as sustainable solutions. This paper presents a novel design methodology for a hybrid micro-grid system that optimally integrates these components, ensuring enhanced efficiency, resilience, and stability. In a grid outage or weak-grid scenario, a flywheel provide",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Multiobjective distribution system operation with demand response to optimize solar hosting capacity, voltage deviation index and network loss",
    "doi": "10.1038/s41598-024-82379-7",
    "url": "https://doi.org/10.1038/s41598-024-82379-7",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Loji, K.; Sharma, S.; Sharma, G.; Rawat, T.",
    "abstract": "AbstractIn this research, demand response impact on the hosting capacity of solar photovoltaic for distribution system is investigated. The suggested solution model is formulated and presented as a tri-objective optimization that consider maximization of solar PV hosting capacity (HC), minimization of network losses (Loss) and maintaining node voltage deviation (VDev) within acceptable limits. These crucial objectives are optimized simultaneously as well as individually. To assess the efficacy o",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Multi-objective optimization of gamified demand response for PV-integrated microgrids: a novel NSGA-III framework with behavioral adaptation modeling",
    "doi": "10.1038/s41598-025-13904-5",
    "url": "https://doi.org/10.1038/s41598-025-13904-5",
    "journal": "Scientific Reports",
    "year": 2025,
    "authors": "Duan, Y.; Gao, C.; Zhang, J.; Wu, Y.; Zhou, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "FLEXERGY",
    "subcategory": "Demand Response",
    "direction_label": "Demand Response & New Mobilities & Urban Planning",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Mine photovoltaic systems for a sustainable energy transition",
    "doi": "10.1016/j.joule.2025.102097",
    "url": "https://doi.org/10.1016/j.joule.2025.102097",
    "journal": "Joule",
    "year": 2025,
    "authors": "Zhang, Y.; Lu, Y.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Surveying the potential of flexible and high-specific-power photovoltaic assemblies and arrays for space applications",
    "doi": "10.1016/j.joule.2025.102194",
    "url": "https://doi.org/10.1016/j.joule.2025.102194",
    "journal": "Joule",
    "year": 2025,
    "authors": "Mejía Escobar, M.; Algora, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Imported solar photovoltaics contributed to health and climate benefits in the United States",
    "doi": "10.1016/j.oneear.2025.101467",
    "url": "https://doi.org/10.1016/j.oneear.2025.101467",
    "journal": "One Earth",
    "year": 2025,
    "authors": "Qiu, M.; He, G.; Marcotullio, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Quantifying the accelerated diffusion and cost savings of global solar photovoltaic supply chains",
    "doi": "10.1016/j.isci.2024.111610",
    "url": "https://doi.org/10.1016/j.isci.2024.111610",
    "journal": "iScience",
    "year": 2025,
    "authors": "Chen, Z.; Gu, B.; Yu, D.; Wang, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Diversifying the solar photovoltaic supply chain to secure Europe’s energy and climate roadmap and sovereignty",
    "doi": "10.1016/j.isci.2025.112751",
    "url": "https://doi.org/10.1016/j.isci.2025.112751",
    "journal": "iScience",
    "year": 2025,
    "authors": "Evans, M.; Grand, P.; Dupuis, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Optimal bandgap of a single-junction photovoltaic cell for the mobile Internet-of-Things",
    "doi": "10.1016/j.isci.2024.111604",
    "url": "https://doi.org/10.1016/j.isci.2024.111604",
    "journal": "iScience",
    "year": 2025,
    "authors": "Jarosz, G.; Signerski, R.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "A photovoltaic-electrolysis system with high solar-to-hydrogen efficiency under practical current densities",
    "doi": "10.1126/sciadv.ads0836",
    "url": "https://doi.org/10.1126/sciadv.ads0836",
    "journal": "Science Advances",
    "year": 2025,
    "authors": "Zhang, Q.; Shan, Y.; Pan, J.; Kumar, P.; Keevers, M.",
    "abstract": "\n            The photovoltaic-alkaline water (PV-AW) electrolysis system offers an appealing approach for large-scale green hydrogen generation. However, current PV-AW systems suffer from low solar-to-hydrogen (STH) conversion efficiencies (e.g., <20%) at practical current densities (e.g., >100 mA cm\n            −2\n            ), rendering the produced H\n            2\n            not economical. Here, we designed and developed a highly efficient PV-AW system that mainly consists of a custo",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Ultrafast energy transfer beyond the Förster approximation in organic photovoltaic blends with non-fullerene acceptors",
    "doi": "10.1126/sciadv.adr5973",
    "url": "https://doi.org/10.1126/sciadv.adr5973",
    "journal": "Science Advances",
    "year": 2025,
    "authors": "Ouyang, Y.; Wang, R.; Wang, X.; Xiao, M.; Zhang, C.",
    "abstract": "Recent studies on organic photovoltaic (OPV) systems have highlighted the critical role of energy transfer in excited-state dynamics. This process has traditionally been explained through the model of long-range Förster resonance energy transfer (FRET). In this study, we demonstrate a donor-to-acceptor short-range energy transfer (SRET) mechanism in OPV blends with non-fullerene acceptors, extending beyond the Förster approximation. This SRET occurs as a two-step process mediated by interfacial ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "The role of offshore wind and solar PV resources in global low-carbon transition",
    "doi": "10.1126/sciadv.adx5580",
    "url": "https://doi.org/10.1126/sciadv.adx5580",
    "journal": "Science Advances",
    "year": 2025,
    "authors": "Wen, Y.; Wu, J.; Lin, P.; Low, Y.",
    "abstract": "\n                    With challenges such as land availability and regulatory constraints, offshore renewable energy sector is poised to play a pivotal role in the transition to a low-carbon future. Among offshore technologies, wind and solar photovoltaic (PV) have emerged as the most promising solutions. However, a global assessment of offshore resources, particularly solar PV, remains lacking. Hence, we identify suitable areas for offshore wind and solar PV development on the basis of economic",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Quantifying effects of solar power adoption on CO\n            <sub>2</sub>\n            emissions reduction",
    "doi": "10.1126/sciadv.adq5660",
    "url": "https://doi.org/10.1126/sciadv.adq5660",
    "journal": "Science Advances",
    "year": 2025,
    "authors": "Biswas, A.; Qiu, M.; Braun, D.; Dominici, F.; Mork, D.",
    "abstract": "\n            We quantify the effect of solar power adoption in reducing carbon dioxide (CO\n            2\n            ) emissions from the US electricity sector using 5 years of Energy Information Administration data, starting 1 July 2018. By tailoring a distributed lag statistical model, we estimate the immediate and time-lagged effects of increased solar generation on reducing CO\n            2\n            emissions within a region. Our analysis highlights how solar adoption in one region affect",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Vectorized solar photovoltaic installation dataset across China in 2015 and 2020",
    "doi": "10.1038/s41597-024-04356-z",
    "url": "https://doi.org/10.1038/s41597-024-04356-z",
    "journal": "Scientific Data",
    "year": 2024,
    "authors": "Liu, J.; Wang, J.; Li, L.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Regional dataset (China)",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "A Multi-Decadal Hourly Coincident Wind and Solar Power Production Dataset for the Contiguous United States",
    "doi": "10.1038/s41597-024-03894-w",
    "url": "https://doi.org/10.1038/s41597-024-03894-w",
    "journal": "Scientific Data",
    "year": 2024,
    "authors": "Campbell, A.; Bracken, C.; Underwood, S.; Voisin, N.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Comprehensive Dataset on Electrical Load Profiles for Energy Community in Ireland",
    "doi": "10.1038/s41597-024-03454-2",
    "url": "https://doi.org/10.1038/s41597-024-03454-2",
    "journal": "Scientific Data",
    "year": 2024,
    "authors": "Trivedi, R.; Bahloul, M.; Saif, A.; Patra, S.; Khadem, S.",
    "abstract": "AbstractThis paper describes a comprehensive energy-related dataset, collected from residential electricity households within an energy community in Ireland, as part of StoreNet project. The data includes local weather parameters and per household power (W) and energy (Wh) components for various aspects such as active power consumption, PV generation, grid import and export, charging and discharging, and the state of charge of energy storage. Additionally, it provides weather data for the locati",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "AI & Data Science for Urban Energy Systems",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Combining photovoltaic elements",
    "doi": "10.1038/s41560-024-01647-y",
    "url": "https://doi.org/10.1038/s41560-024-01647-y",
    "journal": "Nature Energy",
    "year": 2024,
    "authors": "Tregnago, G.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks",
    "doi": "10.1038/s41560-024-01542-6",
    "url": "https://doi.org/10.1038/s41560-024-01542-6",
    "journal": "Nature Energy",
    "year": 2024,
    "authors": "Few, S.; Djapic, P.; Strbac, G.; Nelson, J.; Candelise, C.",
    "abstract": "Abstract\n                  Meeting climate targets requires widespread deployment of low-carbon technologies such as distributed photovoltaics, heat pumps and electric vehicles. Without mitigating actions, changing power flows associated with these technologies would adversely impact some local networks. The extent of these impacts, and the optimal means of avoiding them, remains unclear. Here we use local-level data and network simulation to estimate variation in future network upgrade costs in",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Wind power and solar photovoltaics found to have higher energy returns than fossil fuels",
    "doi": "10.1038/s41560-024-01520-y",
    "url": "https://doi.org/10.1038/s41560-024-01520-y",
    "journal": "Nature Energy",
    "year": 2024,
    "authors": "",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Large-scale green grabbing for wind and solar photovoltaic development in Brazil",
    "doi": "10.1038/s41893-024-01346-2",
    "url": "https://doi.org/10.1038/s41893-024-01346-2",
    "journal": "Nature Sustainability",
    "year": 2024,
    "authors": "Klingler, M.; Ameli, N.; Rickman, J.; Schmidt, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Offsetting the greenhouse gas footprint of hydropower with floating solar photovoltaics",
    "doi": "10.1038/s41893-024-01384-w",
    "url": "https://doi.org/10.1038/s41893-024-01384-w",
    "journal": "Nature Sustainability",
    "year": 2024,
    "authors": "Almeida, R.; Chowdhury, A.; Rodrigo, H.; Li, M.; Schmitt, R.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Accurate nowcasting of cloud cover at solar photovoltaic plants using geostationary satellite images",
    "doi": "10.1038/s41467-023-44666-1",
    "url": "https://doi.org/10.1038/s41467-023-44666-1",
    "journal": "Nature Communications",
    "year": 2024,
    "authors": "Xia, P.; Zhang, L.; Min, M.; Li, J.; Wang, Y.",
    "abstract": "Abstract\n                  Accurate nowcasting for cloud fraction is still intractable challenge for stable solar photovoltaic electricity generation. By combining continuous radiance images measured by geostationary satellite and an advanced recurrent neural network, we develop a nowcasting algorithm for predicting cloud fraction at the leading time of 0–4 h at photovoltaic plants. Based on this algorithm, a cyclically updated prediction system is also established and tested at five photovoltai",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Transparent integrated pyroelectric-photovoltaic structure for photo-thermo hybrid power generation",
    "doi": "10.1038/s41467-024-47483-2",
    "url": "https://doi.org/10.1038/s41467-024-47483-2",
    "journal": "Nature Communications",
    "year": 2024,
    "authors": "Patel, M.; Park, H.; Bhatnagar, P.; Kumar, N.; Lee, J.",
    "abstract": "AbstractThermal losses in photoelectric devices limit their energy conversion efficiency, and cyclic input of energy coupled with pyroelectricity can overcome this limit. Here, incorporating a pyroelectric absorber into a photovoltaic heterostructure device enables efficient electricity generation by leveraging spontaneous polarization based on pulsed light-induced thermal changes. The proposed pyroelectric-photovoltaic device outperforms traditional photovoltaic devices by 2.5 times due to the ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Giant intrinsic photovoltaic effect in one-dimensional van der Waals grain boundaries",
    "doi": "10.1038/s41467-024-44792-4",
    "url": "https://doi.org/10.1038/s41467-024-44792-4",
    "journal": "Nature Communications",
    "year": 2024,
    "authors": "Zhou, Y.; Zhou, X.; Yu, X.; Liang, Z.; Zhao, X.",
    "abstract": "AbstractThe photovoltaic effect lies at the heart of eco-friendly energy harvesting. However, the conversion efficiency of traditional photovoltaic effect utilizing the built-in electric effect in p-n junctions is restricted by the Shockley-Queisser limit. Alternatively, intrinsic/bulk photovoltaic effect (IPVE/BPVE), a second-order nonlinear optoelectronic effect arising from the broken inversion symmetry of crystalline structure, can overcome this theoretical limit. Here, we uncover giant and ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Quantifying benefits of renewable investments for German residential Prosumers in times of volatile energy markets",
    "doi": "10.1038/s41467-024-51967-6",
    "url": "https://doi.org/10.1038/s41467-024-51967-6",
    "journal": "Nature Communications",
    "year": 2024,
    "authors": "van Ouwerkerk, J.; Celi Cortés, M.; Nsir, N.; Gong, J.; Figgener, J.",
    "abstract": "Abstract\n                  \n                    The COVID-19 pandemic and the Russian invasion of Ukraine have led to unseen disruptions in the global energy markets since the end of 2021. Residential renewable investments like photovoltaic systems, battery home storage systems, and heat pumps are therefore gaining traction. However, the benefits of those technologies during the energy crisis and beyond have not been fully quantified yet. Therefore, in this study, we benchmark renewable investme",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Future hydrogen economies imply environmental trade-offs and a supply-demand mismatch",
    "doi": "10.1038/s41467-024-51251-7",
    "url": "https://doi.org/10.1038/s41467-024-51251-7",
    "journal": "Nature Communications",
    "year": 2024,
    "authors": "Terlouw, T.; Rosa, L.; Bauer, C.; McKenna, R.",
    "abstract": "AbstractHydrogen will play a key role in decarbonizing economies. Here, we quantify the costs and environmental impacts of possible large-scale hydrogen economies, using four prospective hydrogen demand scenarios for 2050 ranging from 111–614 megatonne H2 year−1. Our findings confirm that renewable (solar photovoltaic and wind) electrolytic hydrogen production generates at least 50–90% fewer greenhouse gas emissions than fossil-fuel-based counterparts without carbon capture and storage. However,",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Rooftop photovoltaic solar panels warm up and cool down cities",
    "doi": "10.1038/s44284-024-00137-2",
    "url": "https://doi.org/10.1038/s44284-024-00137-2",
    "journal": "Nature Cities",
    "year": 2024,
    "authors": "Khan, A.; Anand, P.; Garshasbi, S.; Khatun, R.; Khorat, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "A quick comparison model on optimizing the efficiency of photovoltaic panels in collecting solar radiation",
    "doi": "10.1038/s41598-024-69240-7",
    "url": "https://doi.org/10.1038/s41598-024-69240-7",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Bao, Y.; Bao, H.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Numerical study on solar photovoltaic/thermal system with tesla valve",
    "doi": "10.1038/s41598-024-61785-x",
    "url": "https://doi.org/10.1038/s41598-024-61785-x",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Du, S.; Zou, J.; Zheng, X.; Ye, X.; Yang, H.",
    "abstract": "AbstractIn recent years, photovoltaic/thermal (PV/T) systems have played a crucial role in reducing energy consumption and environmental degradation, nonetheless, the low energy conversion efficiency presents a considerable obstacle for PV/T systems. Therefore, improving heat conversion efficiency is essential to enhance energy efficiency. In this paper, the PV/T system with the Tesla valve is proposed to solve this problem. Firstly, the cooling effect is simulated and analyzed in the system wit",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Leveraging opposition-based learning for solar photovoltaic model parameter estimation with exponential distribution optimization algorithm",
    "doi": "10.1038/s41598-023-50890-y",
    "url": "https://doi.org/10.1038/s41598-023-50890-y",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Kullampalayam Murugaiyan, N.; Chandrasekaran, K.; Manoharan, P.; Derebew, B.",
    "abstract": "AbstractGiven the multi-model and nonlinear characteristics of photovoltaic (PV) models, parameter extraction presents a challenging problem. This challenge is exacerbated by the propensity of conventional algorithms to get trapped in local optima due to the complex nature of the problem. Accurate parameter estimation, nonetheless, is crucial due to its significant impact on the PV system’s performance, influencing both current and energy production. While traditional methods have provided reaso",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "MPPT control of photovoltaic array based on improved marine predator algorithm under complex solar irradiance conditions",
    "doi": "10.1038/s41598-024-70811-x",
    "url": "https://doi.org/10.1038/s41598-024-70811-x",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Zhang, H.; Wang, X.; Zhang, J.; Ge, Y.; Wang, L.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Long-term path planning with optimal deployment of a charging station for monitoring photovoltaic solar farms",
    "doi": "10.1038/s41598-024-68160-w",
    "url": "https://doi.org/10.1038/s41598-024-68160-w",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Huang, Y.; Chen, Z.; Chu, J.; Wang, H.; Sun, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Enhanced Whale optimization algorithms for parameter identification of solar photovoltaic cell models: a comparative study",
    "doi": "10.1038/s41598-024-67600-x",
    "url": "https://doi.org/10.1038/s41598-024-67600-x",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Yang, S.; Xiong, G.; Fu, X.; Mirjalili, S.; Mohamed, A.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Achieving bifacial photovoltaic performance in PTB7-based organic solar cell by integrating transparent contact for emerging semi-transparent applications",
    "doi": "10.1038/s41598-024-76366-1",
    "url": "https://doi.org/10.1038/s41598-024-76366-1",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Çokduygulular, E.; Çetinkaya, Ç.; Emik, S.; Kınacı, B.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Optimization of building integrated energy scheduling using an improved genetic whale algorithm",
    "doi": "10.1038/s41598-024-52995-4",
    "url": "https://doi.org/10.1038/s41598-024-52995-4",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Wei, L.; An, G.",
    "abstract": "AbstractRenewable energy generation has become the general trend with increasing environmental problems. However, the instability of renewable energy generation and the diversification of user demand are highlighted and the optimization of energy scheduling has become the key to solve the problem. This study introduces an energy scheduling optimization model tailored for building integrated energy systems, encompassing elements like gas turbines, wind and solar modules, ground source heat pumps,",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Comparative analysis of direct coupling and MPPT control in standalone PV systems for solar energy optimization to meet sustainable building energy demands",
    "doi": "10.1038/s41598-024-72606-6",
    "url": "https://doi.org/10.1038/s41598-024-72606-6",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Nataraj, C.; Karthikeyan, G.; Bharathi, G.; Duraikannan, S.",
    "abstract": "Abstract\n                  Solar energy, a prominent renewable source, has reached an installed capacity of 71.78 GW in India. This research explored the load demands of the computer center at an engineering college in Tanjore, Tamil Nadu, India. The computer center at the engineering college has an annual energy requirement of 260,552 kWh/Year. Consequently, the research focused on the planning and implementation of a standalone photovoltaic (SAPV) system, assessing it against the institution's",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "A rule-based energy management system for hybrid renewable energy sources with battery bank optimized by genetic algorithm optimization",
    "doi": "10.1038/s41598-024-54333-0",
    "url": "https://doi.org/10.1038/s41598-024-54333-0",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Jamal, S.; Pasupuleti, J.; Ekanayake, J.",
    "abstract": "AbstractA Nanogrid (NG) model is described as a power distribution system that integrates Hybrid Renewable Energy Sources (HRESs) and Energy Storage Systems (ESSs) into the primary grid. However, this process is affected by several factors, like load variability, market pricing, and the intermittent nature of Wind Turbines (WTs) and Photovoltaic (PV) systems. Hence, other researchers in the past have used a few optimization-based processes to improve the development of Energy Management Systems ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Research and analysis of energy consumption and energy saving in buildings based on photovoltaic photothermal integration",
    "doi": "10.1038/s41598-024-51209-1",
    "url": "https://doi.org/10.1038/s41598-024-51209-1",
    "journal": "Scientific Reports",
    "year": 2024,
    "authors": "Cui, Y.; Zhang, X.",
    "abstract": "AbstractIn order to reduce the energy consumption of buildings, an air source heat pump assisted rooftop photovoltaic-thermal integration system is designed. The installation area of photovoltaic modules and collectors will not only affect the power side, but also affect the thermal side. Therefore, the basic architecture of the photovoltaic photothermal integration system is first established, and then the improved whale algorithm is used to optimize the photovoltaic photothermal integration sy",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Hybrid solar energy device for simultaneous electric power generation and molecular solar thermal energy storage",
    "doi": "10.1016/j.joule.2024.06.012",
    "url": "https://doi.org/10.1016/j.joule.2024.06.012",
    "journal": "Joule",
    "year": 2024,
    "authors": "Wang, Z.; Hölzel, H.; Fernandez, L.; Aslam, A.; Baronas, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Wavelength-selective solar photovoltaic systems to enhance spectral sharing of sunlight in agrivoltaics",
    "doi": "10.1016/j.joule.2024.08.006",
    "url": "https://doi.org/10.1016/j.joule.2024.08.006",
    "journal": "Joule",
    "year": 2024,
    "authors": "Ma Lu, S.; Amaducci, S.; Gorjian, S.; Haworth, M.; Hägglund, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Photovoltaic-sorbent system for water and electricity generation",
    "doi": "10.1016/j.joule.2024.01.006",
    "url": "https://doi.org/10.1016/j.joule.2024.01.006",
    "journal": "Joule",
    "year": 2024,
    "authors": "Shao, Z.; Poredoš, P.; Wang, R.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Cost-efficient recycling of organic photovoltaic devices",
    "doi": "10.1016/j.joule.2024.06.006",
    "url": "https://doi.org/10.1016/j.joule.2024.06.006",
    "journal": "Joule",
    "year": 2024,
    "authors": "Sun, R.; Yuan, X.; Yang, X.; Wu, Y.; Shao, Y.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Design of low-cost non-fused ultranarrow-band-gap acceptors for versatile photovoltaic applications",
    "doi": "10.1016/j.joule.2024.05.011",
    "url": "https://doi.org/10.1016/j.joule.2024.05.011",
    "journal": "Joule",
    "year": 2024,
    "authors": "Ma, L.; Zhang, S.; Zhu, J.; Chen, Z.; Zhang, T.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Synergizing radiative cooling and solar power generation",
    "doi": "10.1016/j.joule.2024.04.011",
    "url": "https://doi.org/10.1016/j.joule.2024.04.011",
    "journal": "Joule",
    "year": 2024,
    "authors": "Gan, Q.; Zhou, L.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Design changes for improved circularity of silicon solar modules",
    "doi": "10.1016/j.oneear.2024.01.020",
    "url": "https://doi.org/10.1016/j.oneear.2024.01.020",
    "journal": "One Earth",
    "year": 2024,
    "authors": "Tao, M.; Druffel, T.; Farag, A.; McLoughlin, K.; Leu, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Quantifying the impact of wildfire smoke on solar photovoltaic generation in Australia",
    "doi": "10.1016/j.isci.2023.108611",
    "url": "https://doi.org/10.1016/j.isci.2023.108611",
    "journal": "iScience",
    "year": 2024,
    "authors": "Ford, E.; Peters, I.; Hoex, B.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Potential and climate effects of large-scale rooftop photovoltaic energy deployment in northwest China’s capital cities",
    "doi": "10.1016/j.isci.2024.110871",
    "url": "https://doi.org/10.1016/j.isci.2024.110871",
    "journal": "iScience",
    "year": 2024,
    "authors": "Jia, D.; Yang, L.; Gao, X.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Regional dataset (China)",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "On the optimization of the interconnection of photovoltaic modules integrated in vehicles",
    "doi": "10.1016/j.isci.2024.110089",
    "url": "https://doi.org/10.1016/j.isci.2024.110089",
    "journal": "iScience",
    "year": 2024,
    "authors": "Macías, J.; Herrero, R.; San José, L.; Núñez, R.; Antón, I.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Comprehensive overview of heat management methods for enhancing photovoltaic thermal systems",
    "doi": "10.1016/j.isci.2024.110950",
    "url": "https://doi.org/10.1016/j.isci.2024.110950",
    "journal": "iScience",
    "year": 2024,
    "authors": "Rahman, M.; Gupta, S.; Akylbekov, N.; Zhapparbergenov, R.; Hasnain, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Wind and solar energy in Small Island Developing States for mitigating global climate change",
    "doi": "10.1016/j.isci.2024.111062",
    "url": "https://doi.org/10.1016/j.isci.2024.111062",
    "journal": "iScience",
    "year": 2024,
    "authors": "Havea, P.; Su, B.; Liu, C.; Kundzewicz, Z.; Wang, Y.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Chemically tuned intermediate band states in atomically thin Cu\n            <i>\n              <sub>x</sub>\n            </i>\n            GeSe/SnS quantum material for photovoltaic applications",
    "doi": "10.1126/sciadv.adl6752",
    "url": "https://doi.org/10.1126/sciadv.adl6752",
    "journal": "Science Advances",
    "year": 2024,
    "authors": "Kastuar, S.; Ekuma, C.",
    "abstract": "A new generation of quantum material derived from intercalating zerovalent atoms such as Cu into the intrinsic van der Waals gap at the interface of atomically thin two-dimensional GeSe/SnS heterostructure is designed, and their optoelectronic features are explored for next-generation photovoltaic applications. Advanced ab initio modeling reveals that many-body effects induce intermediate band (IB) states, with subband gaps (~0.78 and 1.26 electron volts) ideal for next-generation solar devices,",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Potential climate predictability of renewable energy supply and demand for Texas given the ENSO hidden state",
    "doi": "10.1126/sciadv.ado3517",
    "url": "https://doi.org/10.1126/sciadv.ado3517",
    "journal": "Science Advances",
    "year": 2024,
    "authors": "Zhang, M.; Yan, L.; Amonkar, Y.; Nayak, A.; Lall, U.",
    "abstract": "Climate variability influences renewable electricity supply and demand and hence system reliability. Using the hidden states of the sea surface temperature of tropical Pacific Ocean that reflect El Niño–Southern Oscillation (ENSO) dynamics that is objectively identified by a nonhomogeneous hidden Markov model, we provide a first example of the potential predictability of monthly wind and solar energy and heating and cooling energy demand for 1 to 6 months ahead for Texas, United States, a region",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "A crowdsourced dataset of aerial images with annotated solar photovoltaic arrays and installation metadata",
    "doi": "10.1038/s41597-023-01951-4",
    "url": "https://doi.org/10.1038/s41597-023-01951-4",
    "journal": "Scientific Data",
    "year": 2023,
    "authors": "Kasmi, G.; Saint-Drenan, Y.; Trebosc, D.; Jolivet, R.; Leloux, J.",
    "abstract": "AbstractPhotovoltaic (PV) energy generation plays a crucial role in the energy transition. Small-scale, rooftop PV installations are deployed at an unprecedented pace, and their safe integration into the grid requires up-to-date, high-quality information. Overhead imagery is increasingly being used to improve the knowledge of rooftop PV installations with machine learning models capable of automatically mapping these installations. However, these models cannot be reliably transferred from one re",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "A solar panel dataset of very high resolution satellite imagery to support the Sustainable Development Goals",
    "doi": "10.1038/s41597-023-02539-8",
    "url": "https://doi.org/10.1038/s41597-023-02539-8",
    "journal": "Scientific Data",
    "year": 2023,
    "authors": "Clark, C.; Pacifici, F.",
    "abstract": "AbstractEffectively supporting the United Nations’ Sustainable Development Goals requires reliable, substantial, and timely data. For solar panel installation monitoring, where accurate reporting is crucial in tracking green energy production and sustainable energy access, official and regulated documentation remains inconsistent. Reports of solar panel installations have been supplemented with object detection models developed and used on openly available aerial imagery, a type of imagery colle",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States",
    "doi": "10.1038/s41597-023-02644-8",
    "url": "https://doi.org/10.1038/s41597-023-02644-8",
    "journal": "Scientific Data",
    "year": 2023,
    "authors": "Fujita, K.; Ancona, Z.; Kramer, L.; Straka, M.; Gautreau, T.",
    "abstract": "AbstractOver 4,400 large-scale solar photovoltaic (LSPV) facilities operate in the United States as of December 2021, representing more than 60 gigawatts of electric energy capacity. Of these, over 3,900 are ground-mounted LSPV facilities with capacities of 1 megawatt direct current (MWdc) or more. Ground-mounted LSPV installations continue increasing, with more than 400 projects appearing online in 2021 alone; however, a comprehensive, publicly available georectified dataset including spatial f",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Climate change impacts on planned supply–demand match in global wind and solar energy systems",
    "doi": "10.1038/s41560-023-01304-w",
    "url": "https://doi.org/10.1038/s41560-023-01304-w",
    "journal": "Nature Energy",
    "year": 2023,
    "authors": "Liu, L.; He, G.; Wu, M.; Liu, G.; Zhang, H.",
    "abstract": "AbstractClimate change modulates both energy demand and wind and solar energy supply but a globally synthetic analysis of supply–demand match (SDM) is lacking. Here, we use 12 state-of-the-art climate models to assess climate change impacts on SDM, quantified by the fraction of demand met by local wind or solar supply. For energy systems with varying dependence on wind or solar supply, up to 32% or 44% of non-Antarctic land areas, respectively, are projected to experience robust SDM reductions b",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Renewable Energy Resource Mapping",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Revised estimates of racial and ethnic disparities in rooftop photovoltaic deployment in the United States",
    "doi": "10.1038/s41893-023-01134-4",
    "url": "https://doi.org/10.1038/s41893-023-01134-4",
    "journal": "Nature Sustainability",
    "year": 2023,
    "authors": "Dokshin, F.; Thiede, B.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Reply to: Revised estimates of racial and ethnic disparities in rooftop photovoltaic deployment in the United States",
    "doi": "10.1038/s41893-023-01135-3",
    "url": "https://doi.org/10.1038/s41893-023-01135-3",
    "journal": "Nature Sustainability",
    "year": 2023,
    "authors": "Sunter, D.; Castellanos, S.; Kammen, D.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Using solar farms as a platform for the ecological restoration of arid soils",
    "doi": "10.1038/s41893-023-01108-6",
    "url": "https://doi.org/10.1038/s41893-023-01108-6",
    "journal": "Nature Sustainability",
    "year": 2023,
    "authors": "",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Land Use (土地利用)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Improved photovoltaic performance and robustness of all-polymer solar cells enabled by a polyfullerene guest acceptor",
    "doi": "10.1038/s41467-023-37738-9",
    "url": "https://doi.org/10.1038/s41467-023-37738-9",
    "journal": "Nature Communications",
    "year": 2023,
    "authors": "Yu, H.; Wang, Y.; Zou, X.; Yin, J.; Shi, X.",
    "abstract": "AbstractFullerene acceptors typically possess excellent electron-transporting properties and can work as guest components in ternary organic solar cells to enhance the charge extraction and efficiencies. However, conventional fullerene small molecules typically suffer from undesirable segregation and dimerization, thus limiting their applications in organic solar cells. Herein we report the use of a poly(fullerene-alt-xylene) acceptor (PFBO-C12) as guest component enables a significant efficienc",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "High-efficiency bio-inspired hybrid multi-generation photovoltaic leaf",
    "doi": "10.1038/s41467-023-38984-7",
    "url": "https://doi.org/10.1038/s41467-023-38984-7",
    "journal": "Nature Communications",
    "year": 2023,
    "authors": "Huang, G.; Xu, J.; Markides, C.",
    "abstract": "AbstractMost solar energy incident (&gt;70%) upon commercial photovoltaic panels is dissipated as heat, increasing their operating temperature, and leading to significant deterioration in electrical performance. The solar utilisation efficiency of commercial photovoltaic panels is typically below 25%. Here, we demonstrate a hybrid multi-generation photovoltaic leaf concept that employs a biomimetic transpiration structure made of eco-friendly, low-cost and widely-available materials for effectiv",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Electrical performance of a fully reconfigurable series-parallel photovoltaic module",
    "doi": "10.1038/s41467-023-43927-3",
    "url": "https://doi.org/10.1038/s41467-023-43927-3",
    "journal": "Nature Communications",
    "year": 2023,
    "authors": "Calcabrini, A.; Muttillo, M.; Zeman, M.; Manganiello, P.; Isabella, O.",
    "abstract": "AbstractReconfigurable photovoltaic modules are a promising approach to improve the energy yield of partially shaded systems. So far, the feasibility of this concept has been evaluated through simulations or simplified experiments. In this work, we analyse the outdoor performance of a full-scale prototype of a series-parallel photovoltaic module with six reconfigurable blocks. Over a 4-month-long period, its performance was compared to a reference photovoltaic module with static interconnections",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Prolonged hydrogen production by engineered green algae photovoltaic power stations",
    "doi": "10.1038/s41467-023-42529-3",
    "url": "https://doi.org/10.1038/s41467-023-42529-3",
    "journal": "Nature Communications",
    "year": 2023,
    "authors": "Gwon, H.; Park, G.; Yun, J.; Ryu, W.; Ahn, H.",
    "abstract": "AbstractInterest in securing energy production channels from renewable sources is higher than ever due to the daily observation of the impacts of climate change. A key renewable energy harvesting strategy achieving carbon neutral cycles is artificial photosynthesis. Solar-to-fuel routes thus far relied on elaborately crafted semiconductors, undermining the cost-efficiency of the system. Furthermore, fuels produced required separation prior to utilization. As an artificial photosynthesis design, ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Precise synthesis and photovoltaic properties of giant molecule acceptors",
    "doi": "10.1038/s41467-023-43846-3",
    "url": "https://doi.org/10.1038/s41467-023-43846-3",
    "journal": "Nature Communications",
    "year": 2023,
    "authors": "Zhuo, H.; Li, X.; Zhang, J.; Zhu, C.; He, H.",
    "abstract": "AbstractSeries of giant molecule acceptors DY, TY and QY with two, three and four small molecule acceptor subunits are synthesized by a stepwise synthetic method and used for systematically investigating the influence of subunit numbers on the structure-property relationship from small molecule acceptor YDT to giant molecule acceptors and to polymerized small molecule acceptor PY-IT. Among these acceptors-based devices, the TY-based film shows proper donor/acceptor phase separation, higher charg",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Global land and water limits to electrolytic hydrogen production using wind and solar resources",
    "doi": "10.1038/s41467-023-41107-x",
    "url": "https://doi.org/10.1038/s41467-023-41107-x",
    "journal": "Nature Communications",
    "year": 2023,
    "authors": "Tonelli, D.; Rosa, L.; Gabrielli, P.; Caldeira, K.; Parente, A.",
    "abstract": "Abstract\n                  Proposals for achieving net-zero emissions by 2050 include scaling-up electrolytic hydrogen production, however, this poses technical, economic, and environmental challenges. One such challenge is for policymakers to ensure a sustainable future for the environment including freshwater and land resources while facilitating low-carbon hydrogen production using renewable wind and solar energy. We establish a country-by-country reference scenario for hydrogen demand in 205",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Photovoltaic fields largely outperform afforestation efficiency in global climate change mitigation strategies",
    "doi": "10.1093/pnasnexus/pgad352",
    "url": "https://doi.org/10.1093/pnasnexus/pgad352",
    "journal": "npj Clean Energy",
    "year": 2023,
    "authors": "Stern, R.; Muller, J.; Rotenberg, E.; Amer, M.; Segev, L.",
    "abstract": "Abstract\n               Suppression of carbon emissions through photovoltaic (PV) energy and carbon sequestration through afforestation provides complementary climate change mitigation (CCM) strategies. However, a quantification of the “break-even time” (BET) required to offset the warming impacts of the reduced surface reflectivity of incoming solar radiation (albedo effect) is needed, though seldom accounted for in CCM strategies. Here, we quantify the CCM potential of PV fields and afforestat",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Toward carbon neutrality: Projecting a desert-based photovoltaic power network circumnavigating the globe",
    "doi": "10.1093/pnasnexus/pgad097",
    "url": "https://doi.org/10.1093/pnasnexus/pgad097",
    "journal": "npj Clean Energy",
    "year": 2023,
    "authors": "Zhou, Y.; Liu, J.; Ge, W.; He, C.; Ma, J.",
    "abstract": "Abstract\n               Carbon, the human's most reliable fuel type in the past, must be neutralized in this century toward the Paris Agreement temperature goals. Solar power is widely believed a key fossil fuel substitute but suffers from the needs of large space occupation and huge energy storage for peak shaving. Here, we propose a solar network circumnavigating the globe to connecting large-scale desert photovoltaics among continents. By evaluating the generation potential of desert photovol",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "An all ambient, room temperature–processed solar cell from a bare silicon wafer",
    "doi": "10.1093/pnasnexus/pgad067",
    "url": "https://doi.org/10.1093/pnasnexus/pgad067",
    "journal": "npj Clean Energy",
    "year": 2023,
    "authors": "Okamoto, K.; Fujita, Y.; Nishigaya, K.; Tanabe, K.",
    "abstract": "Abstract\n               Solar cells are a promising optoelectronic device for the simultaneous solution of energy resource and environmental problems. However, their high cost and slow, laborious production process so far severely hinder a sufficient widespread of clean, renewable photovoltaic energy as a major alternative electricity generator. This undesirable situation is mainly attributed to the fact that photovoltaic devices have been manufactured through a series of vacuum and high-tempera",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Hybrid nanofluid flow within cooling tube of photovoltaic-thermoelectric solar unit",
    "doi": "10.1038/s41598-023-35428-6",
    "url": "https://doi.org/10.1038/s41598-023-35428-6",
    "journal": "Scientific Reports",
    "year": 2023,
    "authors": "Khalili, Z.; Sheikholeslami, M.; Momayez, L.",
    "abstract": "AbstractIn this work, the thermoelectric generator (TEG) layer has been combined with conventional layers of photovoltaic-thermal (PVT) modules to use the waste heat and increase the efficiency. To reduce the cell temperature, there exists a cooling duct in the bottom of the PVT-TEG unit. Type of fluid within the duct and structure of duct can change the performance of the system. So, hybrid nanofluid (mixture of Fe3O4 and MWCNT with water) has been replaced instead of pure water and three vario",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "On the local warming potential of urban rooftop photovoltaic solar panels in cities",
    "doi": "10.1038/s41598-023-40280-9",
    "url": "https://doi.org/10.1038/s41598-023-40280-9",
    "journal": "Scientific Reports",
    "year": 2023,
    "authors": "Khan, A.; Santamouris, M.",
    "abstract": "AbstractUnderstanding and evaluating the implications of photovoltaic solar panels (PVSPs) deployment on urban settings, as well as the pessimistic effects of densely populated areas on PVSPs efficiency, is becoming incredibly valuable. Thus, the deployment of low-efficiency, low-cost, and widely available PVSPs may diminish total solar reflectance, raising the risks of PVSPs-based urban heating, particularly during the summertime heatwaves. This study employs and assesses physical parameterizat",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Author Correction: Hybrid nanofluid flow within cooling tube of photovoltaic-thermoelectric solar unit",
    "doi": "10.1038/s41598-023-38125-6",
    "url": "https://doi.org/10.1038/s41598-023-38125-6",
    "journal": "Scientific Reports",
    "year": 2023,
    "authors": "Khalili, Z.; Sheikholeslami, M.; Momayez, L.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Total equivalent energy efficiency metric for building-integrated photovoltaic windows",
    "doi": "10.1016/j.joule.2023.11.010",
    "url": "https://doi.org/10.1016/j.joule.2023.11.010",
    "journal": "Joule",
    "year": 2023,
    "authors": "Bing, J.; McKenzie, D.; Stals, T.; Kypriotis, M.; Zheng, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "A general illumination method to predict bifacial photovoltaic system performance",
    "doi": "10.1016/j.joule.2022.12.005",
    "url": "https://doi.org/10.1016/j.joule.2022.12.005",
    "journal": "Joule",
    "year": 2023,
    "authors": "Tonita, E.; Valdivia, C.; Russell, A.; Martinez-Szewczyk, M.; Bertoni, M.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "The carbon intensity of integrated photovoltaics",
    "doi": "10.1016/j.joule.2023.09.010",
    "url": "https://doi.org/10.1016/j.joule.2023.09.010",
    "journal": "Joule",
    "year": 2023,
    "authors": "Virtuani, A.; Borja Block, A.; Wyrsch, N.; Ballif, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Resource potential mapping of bifacial photovoltaic systems in India",
    "doi": "10.1016/j.isci.2023.108017",
    "url": "https://doi.org/10.1016/j.isci.2023.108017",
    "journal": "iScience",
    "year": 2023,
    "authors": "Johnson, J.; Manikandan, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "India’s photovoltaic potential amidst air pollution and land constraints",
    "doi": "10.1016/j.isci.2023.107856",
    "url": "https://doi.org/10.1016/j.isci.2023.107856",
    "journal": "iScience",
    "year": 2023,
    "authors": "Ghosh, S.; Kumar, A.; Ganguly, D.; Dey, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Techno-economic assessment of implementing photovoltaic water villas in Maldives",
    "doi": "10.1016/j.isci.2023.106658",
    "url": "https://doi.org/10.1016/j.isci.2023.106658",
    "journal": "iScience",
    "year": 2023,
    "authors": "Qi, L.; Wang, Y.; Song, J.; Yin, C.; Yan, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Small area high voltage photovoltaic module for high tolerance to partial shading",
    "doi": "10.1016/j.isci.2023.106745",
    "url": "https://doi.org/10.1016/j.isci.2023.106745",
    "journal": "iScience",
    "year": 2023,
    "authors": "Fauzan, L.; Yun, M.; Sim, Y.; Lee, D.; Cha, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Solar-powered simultaneous highly efficient seawater desalination and highly specific target extraction with smart DNA hydrogels",
    "doi": "10.1126/sciadv.adj1677",
    "url": "https://doi.org/10.1126/sciadv.adj1677",
    "journal": "Science Advances",
    "year": 2023,
    "authors": "Liang, H.; Mu, Y.; Yin, M.; He, P.; Guo, W.",
    "abstract": "Obtaining freshwater and important minerals from seawater with solar power facilitates the sustainable development of human society. Hydrogels have demonstrated great solar-powered water evaporation potential, but highly efficient and specific target extraction remains to be expanded. Here, we report the simultaneous highly efficient seawater desalination and specific extraction of uranium with smart DNA hydrogels. The DNA hydrogel greatly promoted the evaporation of water, with the water evapor",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "An all-Africa dataset of energy model “supply regions” for solar photovoltaic and wind power",
    "doi": "10.1038/s41597-022-01786-5",
    "url": "https://doi.org/10.1038/s41597-022-01786-5",
    "journal": "Scientific Data",
    "year": 2022,
    "authors": "Sterl, S.; Hussain, B.; Miketa, A.; Li, Y.; Merven, B.",
    "abstract": "AbstractWith solar and wind power generation reaching unprecedented growth rates globally, much research effort has recently gone into a comprehensive mapping of the worldwide potential of these variable renewable electricity (VRE) sources. From a perspective of energy systems analysis, the locations with the strongest resources may not necessarily be the best candidates for investment in new power plants, since the distance from existing grid and road infrastructures and the temporal variabilit",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "An Artificial Intelligence Dataset for Solar Energy Locations in India",
    "doi": "10.1038/s41597-022-01499-9",
    "url": "https://doi.org/10.1038/s41597-022-01499-9",
    "journal": "Scientific Data",
    "year": 2022,
    "authors": "Ortiz, A.; Negandhi, D.; Mysorekar, S.; Nagaraju, S.; Kiesecker, J.",
    "abstract": "AbstractRapid development of renewable energy sources, particularly solar photovoltaics (PV), is critical to mitigate climate change. As a result, India has set ambitious goals to install 500 gigawatts of solar energy capacity by 2030. Given the large footprint projected to meet renewables energy targets, the potential for land use conflicts over environmental values is high. To expedite development of solar energy, land use planners will need access to up-to-date and accurate geo-spatial inform",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Land Use (土地利用)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Outdoor performance evaluation of a 2D materials-based perovskite solar farm",
    "doi": "10.1038/s41560-022-01037-2",
    "url": "https://doi.org/10.1038/s41560-022-01037-2",
    "journal": "Nature Energy",
    "year": 2022,
    "authors": "",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Harnessing infrared solar energy with plasmonic energy upconversion",
    "doi": "10.1038/s41893-022-00975-9",
    "url": "https://doi.org/10.1038/s41893-022-00975-9",
    "journal": "Nature Sustainability",
    "year": 2022,
    "authors": "Lian, Z.; Kobayashi, Y.; Vequizo, J.; Ranasinghe, C.; Yamakata, A.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Publisher Correction: Harnessing infrared solar energy with plasmonic energy upconversion",
    "doi": "10.1038/s41893-022-01015-2",
    "url": "https://doi.org/10.1038/s41893-022-01015-2",
    "journal": "Nature Sustainability",
    "year": 2022,
    "authors": "Lian, Z.; Kobayashi, Y.; Vequizo, J.; Ranasinghe, C.; Yamakata, A.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Solar power challenges",
    "doi": "10.1038/s41893-021-00845-w",
    "url": "https://doi.org/10.1038/s41893-021-00845-w",
    "journal": "Nature Sustainability",
    "year": 2022,
    "authors": "Laing, T.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "The aluminium demand risk of terawatt photovoltaics for net zero emissions by 2050",
    "doi": "10.1038/s41893-021-00838-9",
    "url": "https://doi.org/10.1038/s41893-021-00838-9",
    "journal": "Nature Sustainability",
    "year": 2022,
    "authors": "Lennon, A.; Lunardi, M.; Hallam, B.; Dias, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Giant bulk photovoltaic effect driven by the wall-to-wall charge shift in WS2 nanotubes",
    "doi": "10.1038/s41467-022-31018-8",
    "url": "https://doi.org/10.1038/s41467-022-31018-8",
    "journal": "Nature Communications",
    "year": 2022,
    "authors": "Kim, B.; Park, N.; Kim, J.",
    "abstract": "AbstractThe intrinsic light–matter characteristics of transition-metal dichalcogenides have not only been of great scientific interest but have also provided novel opportunities for the development of advanced optoelectronic devices. Among the family of transition-metal dichalcogenide structures, the one-dimensional nanotube is particularly attractive because it produces a spontaneous photocurrent that is prohibited in its higher-dimensional counterparts. Here, we show that WS2 nanotubes exhibit",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Coupling aqueous zinc batteries and perovskite solar cells for simultaneous energy harvest, conversion and storage",
    "doi": "10.1038/s41467-021-27791-7",
    "url": "https://doi.org/10.1038/s41467-021-27791-7",
    "journal": "Nature Communications",
    "year": 2022,
    "authors": "Chen, P.; Li, T.; Yang, Y.; Li, G.; Gao, X.",
    "abstract": "AbstractSimultaneously harvesting, converting and storing solar energy in a single device represents an ideal technological approach for the next generation of power sources. Herein, we propose a device consisting of an integrated carbon-based perovskite solar cell module capable of harvesting solar energy (and converting it into electricity) and a rechargeable aqueous zinc metal cell. The electrochemical energy storage cell utilizes heterostructural Co2P-CoP-NiCoO2 nanometric arrays and zinc me",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Feasibility of hybrid in-stream generator–photovoltaic systems for Amazonian off-grid communities",
    "doi": "10.1093/pnasnexus/pgac077",
    "url": "https://doi.org/10.1093/pnasnexus/pgac077",
    "journal": "npj Clean Energy",
    "year": 2022,
    "authors": "Brown, E.; Johansen, I.; Bortoleto, A.; Pokhrel, Y.; Chaudhari, S.",
    "abstract": "Abstract\n               While there have been efforts to supply off-grid energy in the Amazon, these attempts have focused on low upfront costs and deployment rates. These “get-energy-quick” methods have almost solely adopted diesel generators, ignoring the environmental and social risks associated with the known noise and pollution of combustion engines. Alternatively, it is recommended, herein, to supply off-grid needs with renewable, distributed microgrids comprised of photovoltaics (PV) and ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Exploring the operational potential of the forest-photovoltaic utilizing the simulated solar tree",
    "doi": "10.1038/s41598-022-17102-5",
    "url": "https://doi.org/10.1038/s41598-022-17102-5",
    "journal": "Scientific Reports",
    "year": 2022,
    "authors": "Um, D.",
    "abstract": "AbstractThe aim of this study was to explore the operational potential of forest-photovoltaic by simulating solar tree installation. The forest-photovoltaic concept is to maintain carbon absorption activities in the lower part while acquiring solar energy by installing a photovoltaic structure on the upper part of forest land. This study was conducted by simulating solar tree installation using Google Earth satellite imagery in a mountainous area where an agrophotovoltaic system was already inst",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Diverse cloud and aerosol impacts on solar photovoltaic potential in southern China and northern India",
    "doi": "10.1038/s41598-022-24208-3",
    "url": "https://doi.org/10.1038/s41598-022-24208-3",
    "journal": "Scientific Reports",
    "year": 2022,
    "authors": "Yang, J.; Yi, B.; Wang, S.; Liu, Y.; Li, Y.",
    "abstract": "AbstractCloud and aerosol are two important modulators that influence the solar radiation reaching the earth’s surface. It is intriguing to find diverse impacts of clouds and aerosols over Southern China (SC) and Northern India (NI) which result in remarkable differences in the plane-of-array irradiance (POAI) that signifies the maximum available solar photovoltaic potential by combining the latest satellite retrieval results and modeling tools. By separating the impacts of cloud and aerosol on ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Regional dataset (China)",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Solar energy storage as salt for cooling?",
    "doi": "10.1016/j.joule.2022.02.012",
    "url": "https://doi.org/10.1016/j.joule.2022.02.012",
    "journal": "Joule",
    "year": 2022,
    "authors": "Swaminathan, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Nexus of solar and thermal photovoltaic technology could help solve the energy storage problem",
    "doi": "10.1016/j.joule.2022.05.015",
    "url": "https://doi.org/10.1016/j.joule.2022.05.015",
    "journal": "Joule",
    "year": 2022,
    "authors": "Lenert, A.; Forrest, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Multilevel peel-off patterning of a prototype semitransparent organic photovoltaic module",
    "doi": "10.1016/j.joule.2022.06.015",
    "url": "https://doi.org/10.1016/j.joule.2022.06.015",
    "journal": "Joule",
    "year": 2022,
    "authors": "Huang, X.; Fan, D.; Li, Y.; Forrest, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Beaming power: Photovoltaic laser power converters for power-by-light",
    "doi": "10.1016/j.joule.2021.11.014",
    "url": "https://doi.org/10.1016/j.joule.2021.11.014",
    "journal": "Joule",
    "year": 2022,
    "authors": "Algora, C.; García, I.; Delgado, M.; Peña, R.; Vázquez, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Perovskite solar cells for building integrated photovoltaics⁠—glazing applications",
    "doi": "10.1016/j.joule.2022.06.003",
    "url": "https://doi.org/10.1016/j.joule.2022.06.003",
    "journal": "Joule",
    "year": 2022,
    "authors": "Bing, J.; Caro, L.; Talathi, H.; Chang, N.; Mckenzie, D.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Photovoltaic windows cut energy use and CO2 emissions by 40% in highly glazed buildings",
    "doi": "10.1016/j.oneear.2022.10.014",
    "url": "https://doi.org/10.1016/j.oneear.2022.10.014",
    "journal": "One Earth",
    "year": 2022,
    "authors": "Wheeler, V.; Kim, J.; Daligault, T.; Rosales, B.; Engtrakul, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Into a cooler future with electricity generated from solar photovoltaic",
    "doi": "10.1016/j.isci.2022.104208",
    "url": "https://doi.org/10.1016/j.isci.2022.104208",
    "journal": "iScience",
    "year": 2022,
    "authors": "Kan, X.; Hedenus, F.; Reichenberg, L.; Hohmeyer, O.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Opportunity of rooftop solar photovoltaic as a cost-effective and environment-friendly power source in megacities",
    "doi": "10.1016/j.isci.2022.104890",
    "url": "https://doi.org/10.1016/j.isci.2022.104890",
    "journal": "iScience",
    "year": 2022,
    "authors": "Shi, M.; Lu, X.; Jiang, H.; Mu, Q.; Chen, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Construction and performance analysis of a solar thermophotovoltaic system targeting on the efficient utilization of AM0 space solar radiation",
    "doi": "10.1016/j.isci.2022.105373",
    "url": "https://doi.org/10.1016/j.isci.2022.105373",
    "journal": "iScience",
    "year": 2022,
    "authors": "Chen, B.; Shan, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "The role of innovation for economy and sustainability of photovoltaic modules",
    "doi": "10.1016/j.isci.2022.105208",
    "url": "https://doi.org/10.1016/j.isci.2022.105208",
    "journal": "iScience",
    "year": 2022,
    "authors": "Peters, I.; Hauch, J.; Brabec, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Printable high-efficiency organic ionic photovoltaic materials discovered by high-throughput first-principle calculations",
    "doi": "10.1016/j.isci.2022.105639",
    "url": "https://doi.org/10.1016/j.isci.2022.105639",
    "journal": "iScience",
    "year": 2022,
    "authors": "Huang, P.; Yang, J.; Han, D.; Lu, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Accelerating the simulation of annual bifacial illumination of real photovoltaic systems with ray tracing",
    "doi": "10.1016/j.isci.2021.103698",
    "url": "https://doi.org/10.1016/j.isci.2021.103698",
    "journal": "iScience",
    "year": 2022,
    "authors": "Ernst, M.; Conechado, G.; Asselineau, C.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Hybrid thermionic-photovoltaic converter with graphene-on-semiconductor heterojunction anode for efficient electricity generation",
    "doi": "10.1016/j.isci.2022.105051",
    "url": "https://doi.org/10.1016/j.isci.2022.105051",
    "journal": "iScience",
    "year": 2022,
    "authors": "Qiu, H.; Lin, S.; Xu, H.; Hao, G.; Xiao, G.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Environmental and technical impacts of floating photovoltaic plants as an emerging clean energy technology",
    "doi": "10.1016/j.isci.2022.105253",
    "url": "https://doi.org/10.1016/j.isci.2022.105253",
    "journal": "iScience",
    "year": 2022,
    "authors": "Pouran, H.; Padilha Campos Lopes, M.; Nogueira, T.; Alves Castelo Branco, D.; Sheng, Y.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "High-resolution electricity generation model demonstrates suitability of high-altitude floating solar power",
    "doi": "10.1016/j.isci.2022.104394",
    "url": "https://doi.org/10.1016/j.isci.2022.104394",
    "journal": "iScience",
    "year": 2022,
    "authors": "Eyring, N.; Kittner, N.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "High-resolution imagery/data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Electricity systems in the limit of free solar photovoltaics and continent-scale transmission",
    "doi": "10.1016/j.isci.2022.104108",
    "url": "https://doi.org/10.1016/j.isci.2022.104108",
    "journal": "iScience",
    "year": 2022,
    "authors": "Duan, L.; Ruggles, T.; Caldeira, K.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Magnetic zinc-air batteries for storing wind and solar energy",
    "doi": "10.1016/j.isci.2022.103837",
    "url": "https://doi.org/10.1016/j.isci.2022.103837",
    "journal": "iScience",
    "year": 2022,
    "authors": "Wang, K.; Pei, P.; Zuo, Y.; Wei, M.; Wang, H.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "The quantity-quality transition in the value of expanding wind and solar power generation",
    "doi": "10.1016/j.isci.2022.104140",
    "url": "https://doi.org/10.1016/j.isci.2022.104140",
    "journal": "iScience",
    "year": 2022,
    "authors": "Antonini, E.; Ruggles, T.; Farnham, D.; Caldeira, K.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Addressing gain-bandwidth trade-off by a monolithically integrated photovoltaic transistor",
    "doi": "10.1126/sciadv.abq0187",
    "url": "https://doi.org/10.1126/sciadv.abq0187",
    "journal": "Science Advances",
    "year": 2022,
    "authors": "Li, Y.; Chen, G.; Zhao, S.; Liu, C.; Zhao, N.",
    "abstract": "\n            The gain-bandwidth trade-off limits the development of high-performance photodetectors; i.e., the mutual restraint between the response speed and gain has intrinsically limited performance optimization of photomultiplication phototransistors and photodiodes. Here, we show that a monolithically integrated photovoltaic transistor can solve this dilemma. In this structure, the photovoltage generated by the superimposed perovskite solar cell, acting as a float gate, is amplified by the ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Ultrafast response of spontaneous photovoltaic effect in 3R-MoS\n            <sub>2</sub>\n            –based heterostructures",
    "doi": "10.1126/sciadv.ade3759",
    "url": "https://doi.org/10.1126/sciadv.ade3759",
    "journal": "Science Advances",
    "year": 2022,
    "authors": "Wu, J.; Yang, D.; Liang, J.; Werner, M.; Ostroumov, E.",
    "abstract": "\n            Rhombohedrally stacked MoS\n            2\n            has been shown to exhibit spontaneous polarization down to the bilayer limit and can sustain a strong depolarization field when sandwiched between graphene. Such a field gives rise to a spontaneous photovoltaic effect without needing any p-n junction. In this work, we show that the photovoltaic effect has an external quantum efficiency of 10% for devices with only two atomic layers of MoS\n            2\n            at low temperatu",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Electrostatic dust removal using adsorbed moisture–assisted charge induction for sustainable operation of solar panels",
    "doi": "10.1126/sciadv.abm0078",
    "url": "https://doi.org/10.1126/sciadv.abm0078",
    "journal": "Science Advances",
    "year": 2022,
    "authors": "Panat, S.; Varanasi, K.",
    "abstract": "Dust accumulation on solar panels is a major challenge, as it blocks a large portion of sunlight. Solar panels are therefore cleaned regularly using large quantities of pure water. Consumption of water for cleaning, especially in deserts, poses a substantial sustainability challenge. Here, we present a waterless approach for dust removal from solar panels using electrostatic induction. We find that dust particles, despite primarily consisting of insulating silica, can be electrostatically repell",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "A measured energy use, solar production, and building air leakage dataset for a zero energy commercial building",
    "doi": "10.1038/s41597-021-01082-8",
    "url": "https://doi.org/10.1038/s41597-021-01082-8",
    "journal": "Scientific Data",
    "year": 2021,
    "authors": "Agee, P.; Nikdel, L.; Roberts, S.",
    "abstract": "AbstractThis paper provides an open dataset of measured energy use, solar energy production, and building air leakage data from a 328 m2 (3,531 ft2) all-electric, zero energy commercial building in Virginia, USA. Over two years of energy use data were collected at 1-hour intervals using circuit-level energy monitors. Over six years of solar energy production data were measured at 1-hour resolution by 56 microinverters (presented as daily and monthly data in this dataset). The building air leakag",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "Role of the social factors in success of solar photovoltaic reuse and recycle programmes",
    "doi": "10.1038/s41560-021-00888-5",
    "url": "https://doi.org/10.1038/s41560-021-00888-5",
    "journal": "Nature Energy",
    "year": 2021,
    "authors": "Walzberg, J.; Carpenter, A.; Heath, G.",
    "abstract": "Abstract\n                  By 2050, the cumulative mass of end-of-life photovoltaic (PV) modules may reach 80 Mt globally. The impacts could be mitigated by module recycling, repair and reuse; however, previous studies of PV circularity omit the consideration of critical social factors. Here we used an agent-based model to integrate social aspects with techno-economic factors, which provides a more realistic assessment of the circularity potential for previously studied interventions that assess",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Feedbacks among electric vehicle adoption, charging, and the cost and installation of rooftop solar photovoltaics",
    "doi": "10.1038/s41560-020-00746-w",
    "url": "https://doi.org/10.1038/s41560-020-00746-w",
    "journal": "Nature Energy",
    "year": 2021,
    "authors": "Kaufmann, R.; Newberry, D.; Xin, C.; Gopal, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Buildings (建筑物)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Urban & Building Integrated (城市与建筑集成)"
  },
  {
    "title": "National growth dynamics of wind and solar power compared to the growth required for global climate targets",
    "doi": "10.1038/s41560-021-00863-0",
    "url": "https://doi.org/10.1038/s41560-021-00863-0",
    "journal": "Nature Energy",
    "year": 2021,
    "authors": "Cherp, A.; Vinichenko, V.; Tosun, J.; Gordon, J.; Jewell, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Life cycle assessment of recycling strategies for perovskite photovoltaic modules",
    "doi": "10.1038/s41893-021-00737-z",
    "url": "https://doi.org/10.1038/s41893-021-00737-z",
    "journal": "Nature Sustainability",
    "year": 2021,
    "authors": "Tian, X.; Stranks, S.; You, F.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Resource & Potential (资源与潜力)"
  },
  {
    "title": "Closing the loop for perovskite solar modules",
    "doi": "10.1038/s41893-021-00735-1",
    "url": "https://doi.org/10.1038/s41893-021-00735-1",
    "journal": "Nature Sustainability",
    "year": 2021,
    "authors": "Parisi, M.; Sinicropi, A.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Energy harvesting optical modulators with sub-attojoule per bit electrical energy consumption",
    "doi": "10.1038/s41467-021-22460-1",
    "url": "https://doi.org/10.1038/s41467-021-22460-1",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "de Cea, M.; Atabaki, A.; Ram, R.",
    "abstract": "AbstractThe light input to a semiconductor optical modulator can constitute an electrical energy supply through the photovoltaic effect, which is unexploited in conventional modulators. In this work, we leverage this effect to demonstrate a silicon modulator with sub-aJ/bit electrical energy consumption at sub-GHz speeds, relevant for massively parallel input/output systems such as neural interfaces. We use the parasitic photovoltaic current to self-charge the modulator and a single transistor t",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Novel symmetrical bifacial flexible CZTSSe thin film solar cells for indoor photovoltaic applications",
    "doi": "10.1038/s41467-021-23343-1",
    "url": "https://doi.org/10.1038/s41467-021-23343-1",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "Deng, H.; Sun, Q.; Yang, Z.; Li, W.; Yan, Q.",
    "abstract": "AbstractEnvironment-friendly flexible Cu2ZnSn(S,Se)4 (CZTSSe) solar cells show great potentials for indoor photovoltaic market. Indoor lighting is weak and multi-directional, thus the researches of photovoltaic device structures, techniques and performances face new challenges. Here, we design symmetrical bifacial CZTSSe solar cells on flexible Mo-foil substrate to efficiently harvest the indoor energy. Such devices are fabricated by double-sided deposition techniques to ensure bifacial consiste",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Potential (潜力评估)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Pure spin photocurrent in non-centrosymmetric crystals: bulk spin photovoltaic effect",
    "doi": "10.1038/s41467-021-24541-7",
    "url": "https://doi.org/10.1038/s41467-021-24541-7",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "Xu, H.; Wang, H.; Zhou, J.; Li, J.",
    "abstract": "AbstractSpin current generators are critical components for spintronics-based information processing. In this work, we theoretically and computationally investigate the bulk spin photovoltaic (BSPV) effect for creating DC spin current under light illumination. The only requirement for BSPV is inversion symmetry breaking, thus it applies to a broad range of materials and can be readily integrated with existing semiconductor technologies. The BSPV effect is a cousin of the bulk photovoltaic (BPV) ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Enhanced bulk photovoltaic effect in two-dimensional ferroelectric CuInP2S6",
    "doi": "10.1038/s41467-021-26200-3",
    "url": "https://doi.org/10.1038/s41467-021-26200-3",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "Li, Y.; Fu, J.; Mao, X.; Chen, C.; Liu, H.",
    "abstract": "Abstract\n                  \n                    The photocurrent generation in photovoltaics relies essentially on the interface of p-n junction or Schottky barrier with the photoelectric efficiency constrained by the Shockley-Queisser limit. The recent progress has shown a promising route to surpass this limit via the bulk photovoltaic effect for crystals without inversion symmetry. Here we report the bulk photovoltaic effect in two-dimensional ferroelectric CuInP\n                    2\n        ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Direct observation of trap-assisted recombination in organic photovoltaic devices",
    "doi": "10.1038/s41467-021-23870-x",
    "url": "https://doi.org/10.1038/s41467-021-23870-x",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "Zeiske, S.; Sandberg, O.; Zarrabi, N.; Li, W.; Meredith, P.",
    "abstract": "AbstractTrap-assisted recombination caused by localised sub-gap states is one of the most important first-order loss mechanism limiting the power-conversion efficiency of all solar cells. The presence and relevance of trap-assisted recombination in organic photovoltaic devices is still a matter of some considerable ambiguity and debate, hindering the field as it seeks to deliver ever higher efficiencies and ultimately a viable new solar photovoltaic technology. In this work, we show that trap-as",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Anomalous circular bulk photovoltaic effect in BiFeO3 thin films with stripe-domain pattern",
    "doi": "10.1038/s41467-020-20446-z",
    "url": "https://doi.org/10.1038/s41467-020-20446-z",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "Knoche, D.; Steimecke, M.; Yun, Y.; Mühlenbein, L.; Bhatnagar, A.",
    "abstract": "AbstractMultiferroic bismuth ferrite, BiFeO3, offers a vast landscape to study the interplay between different ferrroic orders. Another aspect which is equally exciting, and yet underutilized, is the possibility of large-scale ordering of domains. Along with symmetry-driven bulk photovoltaic effect, BiFeO3 presents opportunities to conceptualize novel light-based devices. In this work, we investigate the evolution of the bulk photovoltaic effect in BiFeO3 thin films with stripe-domain pattern as",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "High resolution global spatiotemporal assessment of rooftop solar photovoltaics potential for renewable electricity generation",
    "doi": "10.1038/s41467-021-25720-2",
    "url": "https://doi.org/10.1038/s41467-021-25720-2",
    "journal": "Nature Communications",
    "year": 2021,
    "authors": "Joshi, S.; Mittal, S.; Holloway, P.; Shukla, P.; Ó Gallachóir, B.",
    "abstract": "AbstractRooftop solar photovoltaics currently account for 40% of the global solar photovoltaics installed capacity and one-fourth of the total renewable capacity additions in 2018. Yet, only limited information is available on its global potential and associated costs at a high spatiotemporal resolution. Here, we present a high-resolution global assessment of rooftop solar photovoltaics potential using big data, machine learning and geospatial analysis. We analyse 130 million km2of global land s",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Sources of uncertainty in long-term global scenarios of solar photovoltaic technology",
    "doi": "10.1038/s41558-021-00998-8",
    "url": "https://doi.org/10.1038/s41558-021-00998-8",
    "journal": "Nature Climate Change",
    "year": 2021,
    "authors": "Jaxa-Rozen, M.; Trutnevyte, E.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Drivers of photovoltaic uncertainty",
    "doi": "10.1038/s41558-021-01002-z",
    "url": "https://doi.org/10.1038/s41558-021-01002-z",
    "journal": "Nature Climate Change",
    "year": 2021,
    "authors": "Eker, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Application of large-scale grid-connected solar photovoltaic system for voltage stability improvement of weak national grids",
    "doi": "10.1038/s41598-021-04300-w",
    "url": "https://doi.org/10.1038/s41598-021-04300-w",
    "journal": "Scientific Reports",
    "year": 2021,
    "authors": "Adetokun, B.; Ojo, J.; Muriithi, C.",
    "abstract": "AbstractThis paper investigates the application of large-scale solar photovoltaic (SPV) system for voltage stability improvement of weak national grids. Large-scale SPV integration has been investigated on the Nigerian power system to enhance voltage stability and as a viable alternative to the aged shunt reactors currently being used in the Nigerian national grid to mitigate overvoltage issues in Northern Nigeria. Two scenarios of increasing SPV penetration level (PL) are investigated in this w",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Monitoring of Photovoltaic System Performance Using Outdoor Suns-VOC",
    "doi": "10.1016/j.joule.2020.11.007",
    "url": "https://doi.org/10.1016/j.joule.2020.11.007",
    "journal": "Joule",
    "year": 2021,
    "authors": "Killam, A.; Karas, J.; Augusto, A.; Bowden, S.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Accurate photovoltaic measurement of organic cells for indoor applications",
    "doi": "10.1016/j.joule.2021.03.029",
    "url": "https://doi.org/10.1016/j.joule.2021.03.029",
    "journal": "Joule",
    "year": 2021,
    "authors": "Cui, Y.; Hong, L.; Zhang, T.; Meng, H.; Yan, H.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "All-polymer indoor photovoltaic modules",
    "doi": "10.1016/j.isci.2021.103104",
    "url": "https://doi.org/10.1016/j.isci.2021.103104",
    "journal": "iScience",
    "year": 2021,
    "authors": "Zhang, Y.; Wang, N.; Wang, Y.; Zhang, J.; Liu, J.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Monitoring photovoltaic soiling: assessment, challenges, and perspectives of current and potential strategies",
    "doi": "10.1016/j.isci.2021.102165",
    "url": "https://doi.org/10.1016/j.isci.2021.102165",
    "journal": "iScience",
    "year": 2021,
    "authors": "Bessa, J.; Micheli, L.; Almonacid, F.; Fernández, E.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Land Use (土地利用)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Strongly enhanced and tunable photovoltaic effect in ferroelectric-paraelectric superlattices",
    "doi": "10.1126/sciadv.abe4206",
    "url": "https://doi.org/10.1126/sciadv.abe4206",
    "journal": "Science Advances",
    "year": 2021,
    "authors": "Yun, Y.; Mühlenbein, L.; Knoche, D.; Lotnyk, A.; Bhatnagar, A.",
    "abstract": "Sandwiching a ferroelectric between two paraelectrics squeezes out larger photovoltaic current.",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Revealing generation, migration, and dissociation of electron-hole pairs and current emergence in an organic photovoltaic cell",
    "doi": "10.1126/sciadv.abf7672",
    "url": "https://doi.org/10.1126/sciadv.abf7672",
    "journal": "Science Advances",
    "year": 2021,
    "authors": "Xu, Z.; Zhou, Y.; Yam, C.; Groß, L.; De Sio, A.",
    "abstract": "Photoexcitation, electron-hole pair migration, charge separation, and current generation are simulated quantum mechanically.",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Spin photovoltaic effect in magnetic van der Waals heterostructures",
    "doi": "10.1126/sciadv.abg8094",
    "url": "https://doi.org/10.1126/sciadv.abg8094",
    "journal": "Science Advances",
    "year": 2021,
    "authors": "Song, T.; Anderson, E.; Tu, M.; Seyler, K.; Taniguchi, T.",
    "abstract": "\n            Spin-photovoltaic effect in 2D magnet CrI\n            3\n            exhibits interplay between magneto-excitons, photon energy, and light helicity.\n          ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK",
    "doi": "10.1038/s41597-020-00739-0",
    "url": "https://doi.org/10.1038/s41597-020-00739-0",
    "journal": "Scientific Data",
    "year": 2020,
    "authors": "Stowell, D.; Kelly, J.; Tanner, D.; Taylor, J.; Jones, E.",
    "abstract": "AbstractSolar photovoltaic (PV) is an increasingly significant fraction of electricity generation. Efficient management, and innovations such as short-term forecasting and machine vision, demand high-resolution geographic datasets of PV installations. However, official and public sources have notable deficiencies: spatial imprecision, gaps in coverage and lack of crucial meta data, especially for small-scale solar panel installations. We present the results of a major crowd-sourcing campaign to ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Figshare / Dryad / Zenodo",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Reduced ecosystem services of desert plants from ground-mounted solar energy development",
    "doi": "10.1038/s41893-020-0574-x",
    "url": "https://doi.org/10.1038/s41893-020-0574-x",
    "journal": "Nature Sustainability",
    "year": 2020,
    "authors": "Grodsky, S.; Hernandez, R.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "DigiEnergy",
    "subcategory": "Load Forecasting & Demand Management",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Climate change extremes and photovoltaic power output",
    "doi": "10.1038/s41893-020-00643-w",
    "url": "https://doi.org/10.1038/s41893-020-00643-w",
    "journal": "Nature Sustainability",
    "year": 2020,
    "authors": "Feron, S.; Cordero, R.; Damiani, A.; Jackson, R.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Photovoltaic panel cooling by atmospheric water sorption–evaporation cycle",
    "doi": "10.1038/s41893-020-0535-4",
    "url": "https://doi.org/10.1038/s41893-020-0535-4",
    "journal": "Nature Sustainability",
    "year": 2020,
    "authors": "Li, R.; Shi, Y.; Wu, M.; Hong, S.; Wang, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Global reduction of solar power generation efficiency due to aerosols and panel soiling",
    "doi": "10.1038/s41893-020-0553-2",
    "url": "https://doi.org/10.1038/s41893-020-0553-2",
    "journal": "Nature Sustainability",
    "year": 2020,
    "authors": "Li, X.; Mauzerall, D.; Bergin, M.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Global scale dataset",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Impacts of solar intermittency on future photovoltaic reliability",
    "doi": "10.1038/s41467-020-18602-6",
    "url": "https://doi.org/10.1038/s41467-020-18602-6",
    "journal": "Nature Communications",
    "year": 2020,
    "authors": "Yin, J.; Molini, A.; Porporato, A.",
    "abstract": "AbstractAs photovoltaic power is expanding rapidly worldwide, it is imperative to assess its promise under future climate scenarios. While a great deal of research has been devoted to trends in mean solar radiation, less attention has been paid to its intermittent character, a key challenge when compounded with uncertainties related to climate variability. Using both satellite data and climate model outputs, we characterize solar radiation intermittency to assess future photovoltaic reliability.",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Remote Sensing (遥感图像)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Remote Sensing & Computer Vision (遥感与计算机视觉)"
  },
  {
    "title": "Solar photovoltaic interventions have reduced rural poverty in China",
    "doi": "10.1038/s41467-020-15826-4",
    "url": "https://doi.org/10.1038/s41467-020-15826-4",
    "journal": "Nature Communications",
    "year": 2020,
    "authors": "Zhang, H.; Wu, K.; Qiu, Y.; Chan, G.; Wang, S.",
    "abstract": "AbstractSince 2013, China has implemented a large-scale initiative to systematically deploy solar photovoltaic (PV) projects to alleviate poverty in rural areas. To provide new understanding of China’s targeted poverty alleviation strategy, we use a panel dataset of 211 pilot counties that received targeted PV investments from 2013 to 2016, and find that the PV poverty alleviation pilot policy increases per-capita disposable income in a county by approximately 7%-8%. The effect of PV investment ",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Land Use (土地利用)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Regional dataset (China)",
    "pv_category_refined": "Grid, Management & Sustainability (电网、管理与可持续性)"
  },
  {
    "title": "Unraveling the influence of non-fullerene acceptor molecular packing on photovoltaic performance of organic solar cells",
    "doi": "10.1038/s41467-020-19853-z",
    "url": "https://doi.org/10.1038/s41467-020-19853-z",
    "journal": "Nature Communications",
    "year": 2020,
    "authors": "Ye, L.; Weng, K.; Xu, J.; Du, X.; Chandrabose, S.",
    "abstract": "AbstractIn non-fullerene organic solar cells, the long-range structure ordering induced by end-group π–π stacking of fused-ring non-fullerene acceptors is considered as the critical factor in realizing efficient charge transport and high power conversion efficiency. Here, we demonstrate that side-chain engineering of non-fullerene acceptors could drive the fused-ring backbone assembly from a π–π stacking mode to an intermixed packing mode, and to a non-stacking mode to refine its solid-state pro",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Predicted Power Output of Silicon-Based Bifacial Tandem Photovoltaic Systems",
    "doi": "10.1016/j.joule.2019.12.017",
    "url": "https://doi.org/10.1016/j.joule.2019.12.017",
    "journal": "Joule",
    "year": 2020,
    "authors": "Onno, A.; Rodkey, N.; Asgharzadeh, A.; Manzoor, S.; Yu, Z.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Reverse Manufacturing Enables Perovskite Photovoltaics to Reach the Carbon Footprint Limit of a Glass Substrate",
    "doi": "10.1016/j.joule.2020.02.001",
    "url": "https://doi.org/10.1016/j.joule.2020.02.001",
    "journal": "Joule",
    "year": 2020,
    "authors": "Wagner, L.; Mastroianni, S.; Hinsch, A.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Mendeley Data",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Location-Specific Spectral and Thermal Effects in Tracking and Fixed Tilt Photovoltaic Systems",
    "doi": "10.1016/j.isci.2020.101634",
    "url": "https://doi.org/10.1016/j.isci.2020.101634",
    "journal": "iScience",
    "year": 2020,
    "authors": "Ripalda, J.; Chemisana, D.; Llorens, J.; García, I.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Other Specialized PV Research (其他光伏专项研究)"
  },
  {
    "title": "Using Existing Infrastructure to Realize Low-Cost and Flexible Photovoltaic Power Generation in Areas with High-Power Demand in China",
    "doi": "10.1016/j.isci.2020.101867",
    "url": "https://doi.org/10.1016/j.isci.2020.101867",
    "journal": "iScience",
    "year": 2020,
    "authors": "Jiang, M.; Li, J.; Wei, W.; Miao, J.; Zhang, P.",
    "abstract": "",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Generation (发电量)",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Regional dataset (China)",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  },
  {
    "title": "Black phosphorus quantum dots in inorganic perovskite thin films for efficient photovoltaic application",
    "doi": "10.1126/sciadv.aay5661",
    "url": "https://doi.org/10.1126/sciadv.aay5661",
    "journal": "Science Advances",
    "year": 2020,
    "authors": "Gong, X.; Guan, L.; Li, Q.; Li, Y.; Zhang, T.",
    "abstract": "Black phosphorus quantum dots for efficient photovoltaic application.",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Materials & Device Physics (材料与器件物理)"
  },
  {
    "title": "Life cycle energy use and environmental implications of high-performance perovskite tandem solar cells",
    "doi": "10.1126/sciadv.abb0055",
    "url": "https://doi.org/10.1126/sciadv.abb0055",
    "journal": "Science Advances",
    "year": 2020,
    "authors": "Tian, X.; Stranks, S.; You, F.",
    "abstract": "Scalable and high-efficiency perovskite tandem solar cells with long lifetime pave the way for sustainable photovoltaics.",
    "data_url": "",
    "source": "CrossRef",
    "direction": "CleanTech",
    "subcategory": "Solar PV & Storage",
    "direction_label": "Novel Low/Zero Carbon Technologies",
    "pv_category": "Other PV Data",
    "data_source": "Check Article",
    "data_size": "Varies",
    "features": "Open-access PV research data",
    "pv_category_refined": "Performance & Generation (性能与发电量)"
  }
]