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PV_References.bib

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+@article{10_1038_s41597-025-06437-z,
+  title = {Microstructure & physicochemical properties dataset of NaCl-based salt mixtures for concentrating solar power},
+  journal = {Scientific Data},
+  year = {2026},
+  author = {Feng, Y.; Wu, Y.; Wang, W.},
+  doi = {10.1038/s41597-025-06437-z},
+  url = {https://doi.org/10.1038/s41597-025-06437-z}
+}
+
+@article{10_1038_s41560-025-01904-8,
+  title = {Co-crystal engineering unlocks high-stability perovskite solar modules},
+  journal = {Nature Energy},
+  year = {2026},
+  author = {},
+  doi = {10.1038/s41560-025-01904-8},
+  url = {https://doi.org/10.1038/s41560-025-01904-8}
+}
+
+@article{10_1038_s41560-025-01947-x,
+  title = {Mapping Europe’s rooftop photovoltaic potential with a building-level database},
+  journal = {Nature Energy},
+  year = {2026},
+  author = {Kakoulaki, G.; Kenny, R.; Taylor, N.; Gracia-Amillo, A.; Szabo, S.},
+  doi = {10.1038/s41560-025-01947-x},
+  url = {https://doi.org/10.1038/s41560-025-01947-x}
+}
+
+@article{10_1038_s41560-026-01991-1,
+  title = {Author Correction: Mapping Europe’s rooftop photovoltaic potential with a building-level database},
+  journal = {Nature Energy},
+  year = {2026},
+  author = {Kakoulaki, G.; Kenny, R.; Taylor, N.; Gracia-Amillo, A.; Szabo, S.},
+  doi = {10.1038/s41560-026-01991-1},
+  url = {https://doi.org/10.1038/s41560-026-01991-1}
+}
+
+@article{10_1038_s41467-026-69171-z,
+  title = {Toward traceable global systems for end-of-life photovoltaic waste},
+  journal = {Nature Communications},
+  year = {2026},
+  author = {Huang, B.; Long, Y.},
+  doi = {10.1038/s41467-026-69171-z},
+  url = {https://doi.org/10.1038/s41467-026-69171-z}
+}
+
+@article{10_1038_s41598-025-34717-6,
+  title = {Hourglass-shaped GaAs0.99Bi0.01 nanowire solar cells with CuI-PEDOT:PSS double hole transport layers for enhanced photovoltaic performance},
+  journal = {Scientific Reports},
+  year = {2026},
+  author = {Rautela, M.; Sagar, S.; Kumar, J.},
+  doi = {10.1038/s41598-025-34717-6},
+  url = {https://doi.org/10.1038/s41598-025-34717-6}
+}
+
+@article{10_1038_s41598-025-32437-5,
+  title = {A sport inspired kabaddi game optimizer for accurate parameter estimation of solar photovoltaic models},
+  journal = {Scientific Reports},
+  year = {2026},
+  author = {Ayyarao, T.; Kishore, G.; Dev, A.; Siddaraj, U.},
+  doi = {10.1038/s41598-025-32437-5},
+  url = {https://doi.org/10.1038/s41598-025-32437-5}
+}
+
+@article{10_1016_j_joule_2025_102240,
+  title = {State-of-play of contending silicon photovoltaic technologies},
+  journal = {Joule},
+  year = {2026},
+  author = {Green, M.; Zhou, Z.; Song, N.; Qiu, K.; Xu, X.},
+  doi = {10.1016/j.joule.2025.102240},
+  url = {https://doi.org/10.1016/j.joule.2025.102240}
+}
+
+@article{10_1016_j_joule_2025_102218,
+  title = {Climate change will increase high-temperature risks, degradation, and costs of rooftop photovoltaics globally},
+  journal = {Joule},
+  year = {2026},
+  author = {Wu, H.; Kong, Q.; Huber, M.; Sun, M.; Craig, M.},
+  doi = {10.1016/j.joule.2025.102218},
+  url = {https://doi.org/10.1016/j.joule.2025.102218}
+}
+
+@article{10_1016_j_crsus_2025_100576,
+  title = {Comparative evaluation of the material consumption and carbon footprint of silicon PV modules},
+  journal = {Cell Reports Sustainability},
+  year = {2026},
+  author = {Kim, M.; Chan, C.; Wang, S.; Wang, L.; Chang, N.},
+  doi = {10.1016/j.crsus.2025.100576},
+  url = {https://doi.org/10.1016/j.crsus.2025.100576}
+}
+
+@article{10_1126_sciadv_adw9796,
+  title = {Large terahertz photovoltaic effect enhanced by phonon excitations in ferroelectric semiconductor SbSI},
+  journal = {Science Advances},
+  year = {2026},
+  author = {Okamura, Y.; Guo, G.; Kaneko, Y.; Nakamura, M.; Sotome, M.},
+  doi = {10.1126/sciadv.adw9796},
+  url = {https://doi.org/10.1126/sciadv.adw9796}
+}
+
+@article{10_1126_sciadv_aed4703,
+  title = {Bulk and interface engineering of 1.7 eV–bandgap chalcogenide solar cells enabling record efficiency},
+  journal = {Science Advances},
+  year = {2026},
+  author = {Ishizuka, S.; Taguchi, N.},
+  doi = {10.1126/sciadv.aed4703},
+  url = {https://doi.org/10.1126/sciadv.aed4703}
+}
+
+@article{10_1038_s41597-025-04985-y,
+  title = {Global photovoltaic solar panel dataset from 2019 to 2022},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Li, A.; Liu, L.; Li, S.; Cui, X.; Chen, X.},
+  doi = {10.1038/s41597-025-04985-y},
+  url = {https://doi.org/10.1038/s41597-025-04985-y}
+}
+
+@article{10_1038_s41597-025-05891-z,
+  title = {CPVPD-2024: A Chinese photovoltaic plant dataset derived via a topography-enhanced deep learning framework},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Yang, Y.; Lin, S.; Lu, R.; Liu, X.},
+  doi = {10.1038/s41597-025-05891-z},
+  url = {https://doi.org/10.1038/s41597-025-05891-z}
+}
+
+@article{10_1038_s41597-025-04747-w,
+  title = {Solar PV Generation and Consumption Dataset of an Estonian Residential Dwelling},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Hasan, S.; Blinov, A.; Chub, A.; Vinnikov, D.},
+  doi = {10.1038/s41597-025-04747-w},
+  url = {https://doi.org/10.1038/s41597-025-04747-w}
+}
+
+@article{10_1038_s41597-025-06118-x,
+  title = {Longitudinal Dataset of Net-load, PV Production and Solar Irradiation from Madeira Island, Portugal},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Pereira, L.; Monteiro, D.; Apina, F.; Scuri, S.; Barreto, M.},
+  doi = {10.1038/s41597-025-06118-x},
+  url = {https://doi.org/10.1038/s41597-025-06118-x}
+}
+
+@article{10_1038_s41597-025-05862-4,
+  title = {A harmonized dataset of ground-mounted solar energy in the US with enhanced metadata},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Stid, J.; Kendall, A.; Anctil, A.; Rapp, J.; Bingaman, J.},
+  doi = {10.1038/s41597-025-05862-4},
+  url = {https://doi.org/10.1038/s41597-025-05862-4}
+}
+
+@article{10_1038_s41597-025-06010-8,
+  title = {A hierarchical dataset on multiple energy consumption and PV generation with emissions and weather information},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Dong, H.; Zhu, J.; Chung, C.; Liang, Z.; Yang, H.},
+  doi = {10.1038/s41597-025-06010-8},
+  url = {https://doi.org/10.1038/s41597-025-06010-8}
+}
+
+@article{10_1038_s41597-025-05912-x,
+  title = {A global dataset of the cost of capital for renewable energy projects},
+  journal = {Scientific Data},
+  year = {2025},
+  author = {Steffen, B.; Egli, F.; Gumber, A.; Ðukan, M.; Waidelich, P.},
+  doi = {10.1038/s41597-025-05912-x},
+  url = {https://doi.org/10.1038/s41597-025-05912-x}
+}
+
+@article{10_1038_s41560-025-01743-7,
+  title = {Unequal solar photovoltaic performance by race and income partly reflects financing models and installer choices},
+  journal = {Nature Energy},
+  year = {2025},
+  author = {Gherghina, M.; Dokshin, F.; Leffel, B.},
+  doi = {10.1038/s41560-025-01743-7},
+  url = {https://doi.org/10.1038/s41560-025-01743-7}
+}
+
+@article{10_1038_s41893-025-01594-w,
+  title = {Deploying photovoltaic systems in global open-pit mines for a clean energy transition},
+  journal = {Nature Sustainability},
+  year = {2025},
+  author = {Wang, K.; Zhou, J.; Yang, R.; Xu, S.; Hu, Z.},
+  doi = {10.1038/s41893-025-01594-w},
+  url = {https://doi.org/10.1038/s41893-025-01594-w}
+}
+
+@article{10_1038_s41467-025-56233-x,
+  title = {Quantifying the pyroelectric and photovoltaic coupling series of ferroelectric films},
+  journal = {Nature Communications},
+  year = {2025},
+  author = {Hu, C.; Liu, X.; Dan, H.; Guo, C.; Zhang, M.},
+  doi = {10.1038/s41467-025-56233-x},
+  url = {https://doi.org/10.1038/s41467-025-56233-x}
+}
+
+@article{10_1038_s41467-025-67332-0,
+  title = {A pathway to coexistence of electroluminescence and photovoltaic conversion in organic devices},
+  journal = {Nature Communications},
+  year = {2025},
+  author = {Oono, T.; Aoki, Y.; Sasaki, T.; Shoji, H.; Okada, T.},
+  doi = {10.1038/s41467-025-67332-0},
+  url = {https://doi.org/10.1038/s41467-025-67332-0}
+}
+
+@article{10_1038_s41467-025-58918-9,
+  title = {Nonlinear photovoltaic effects in monolayer semiconductor and layered magnetic material hetero-interface with P- and T-symmetry broken system},
+  journal = {Nature Communications},
+  year = {2025},
+  author = {Asada, S.; Shinokita, K.; Watanabe, K.; Taniguchi, T.; Matsuda, K.},
+  doi = {10.1038/s41467-025-58918-9},
+  url = {https://doi.org/10.1038/s41467-025-58918-9}
+}
+
+@article{10_1038_s41467-025-56364-1,
+  title = {Global potential of sustainable single-cell protein based on variable renewable electricity},
+  journal = {Nature Communications},
+  year = {2025},
+  author = {Fasihi, M.; Jouzi, F.; Tervasmäki, P.; Vainikka, P.; Breyer, C.},
+  doi = {10.1038/s41467-025-56364-1},
+  url = {https://doi.org/10.1038/s41467-025-56364-1}
+}
+
+@article{10_1038_s41558-025-02276-3,
+  title = {Worldwide rooftop photovoltaic electricity generation may mitigate global warming},
+  journal = {Nature Climate Change},
+  year = {2025},
+  author = {Zhang, Z.; Qian, Z.; Chen, M.; Zhu, R.; Zhang, F.},
+  doi = {10.1038/s41558-025-02276-3},
+  url = {https://doi.org/10.1038/s41558-025-02276-3}
+}
+
+@article{10_1093_pnasnexus_pgaf356,
+  title = {The equity implications of pecuniary externalities on an electric grid},
+  journal = {npj Clean Energy},
+  year = {2025},
+  author = {Sims, C.; Ali, G.; Holladay, J.; Roberson, T.; Chen, C.},
+  doi = {10.1093/pnasnexus/pgaf356},
+  url = {https://doi.org/10.1093/pnasnexus/pgaf356}
+}
+
+@article{10_1038_s41598-025-08918-y,
+  title = {Control strategy evaluation for reactive power management in grid-connected photovoltaic systems under varying solar conditions},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Adak, S.},
+  doi = {10.1038/s41598-025-08918-y},
+  url = {https://doi.org/10.1038/s41598-025-08918-y}
+}
+
+@article{10_1038_s41598-025-85161-5,
+  title = {Development of a new solar system integrating photovoltaic and thermoelectric modules with paraffin-based nanomaterials},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Alinia, A.; Sheikholeslami, M.},
+  doi = {10.1038/s41598-025-85161-5},
+  url = {https://doi.org/10.1038/s41598-025-85161-5}
+}
+
+@article{10_1038_s41598-025-00664-5,
+  title = {Design and performance analysis of a solar photovoltaic system for a rural community in rivers state, Nigeria},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Ukoima, K.},
+  doi = {10.1038/s41598-025-00664-5},
+  url = {https://doi.org/10.1038/s41598-025-00664-5}
+}
+
+@article{10_1038_s41598-025-15120-7,
+  title = {Quadrant swapping technique for partial shaded solar photovoltaic system},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Thangaraj, H.; Chokkalingam, B.; Aruchamy, S.; David, P.; Padmanaban, S.},
+  doi = {10.1038/s41598-025-15120-7},
+  url = {https://doi.org/10.1038/s41598-025-15120-7}
+}
+
+@article{10_1038_s41598-025-87625-0,
+  title = {Photovoltaic solar energy prediction using the seasonal-trend decomposition layer and ASOA optimized LSTM neural network model},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Mohanasundaram, V.; Rangaswamy, B.},
+  doi = {10.1038/s41598-025-87625-0},
+  url = {https://doi.org/10.1038/s41598-025-87625-0}
+}
+
+@article{10_1038_s41598-024-80424-z,
+  title = {Optimizing photovoltaic power plant forecasting with dynamic neural network structure refinement},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Díaz-Bello, D.; Vargas-Salgado, C.; Alcazar-Ortega, M.; Alfonso-Solar, D.},
+  doi = {10.1038/s41598-024-80424-z},
+  url = {https://doi.org/10.1038/s41598-024-80424-z}
+}
+
+@article{10_1038_s41598-025-86230-5,
+  title = {MXene-based multilayered and ultrawideband absorber for solar cell and photovoltaic applications},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Ngobeh, J.; Sorathiya, V.; Alwabli, A.; Jaffar, A.; Faragallah, O.},
+  doi = {10.1038/s41598-025-86230-5},
+  url = {https://doi.org/10.1038/s41598-025-86230-5}
+}
+
+@article{10_1038_s41598-025-32105-8,
+  title = {Solar photovoltaic feed-in tariffs: viability analysis and policy recommendations},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Mekonnen, T.; Tsegaye, S.; Belete, B.; Selvaraj, J.; Negewo, A.},
+  doi = {10.1038/s41598-025-32105-8},
+  url = {https://doi.org/10.1038/s41598-025-32105-8}
+}
+
+@article{10_1038_s41598-025-85243-4,
+  title = {Enhancing photovoltaic efficiency in Half-Tandem MAPbI3/ MASnI3 Perovskite solar cells with triple core-shell plasmonic nanoparticles},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Ivriq, S.; Mohammadi, M.; Davidsen, R.},
+  doi = {10.1038/s41598-025-85243-4},
+  url = {https://doi.org/10.1038/s41598-025-85243-4}
+}
+
+@article{10_1038_s41598-025-12797-8,
+  title = {Seasonal quantile forecasting of solar photovoltaic power using Q-CNN-GRU},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Ait Mouloud, L.; Kheldoun, A.; Oussidhoum, S.; Alharbi, H.; Alotaibi, S.},
+  doi = {10.1038/s41598-025-12797-8},
+  url = {https://doi.org/10.1038/s41598-025-12797-8}
+}
+
+@article{10_1038_s41598-025-10404-4,
+  title = {Optimal energy management of multi-carrier energy system considering uncertainty in renewable generation},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Garg, A.; Niazi, K.; Tiwari, S.; Sharma, S.; Rawat, T.},
+  doi = {10.1038/s41598-025-10404-4},
+  url = {https://doi.org/10.1038/s41598-025-10404-4}
+}
+
+@article{10_1038_s41598-024-84605-8,
+  title = {A bi-level optimization strategy of electricity-hydrogen-carbon integrated energy system considering photovoltaic and wind power uncertainty and demand response},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Lu, M.; Teng, Y.; Chen, Z.; Song, Y.},
+  doi = {10.1038/s41598-024-84605-8},
+  url = {https://doi.org/10.1038/s41598-024-84605-8}
+}
+
+@article{10_1038_s41598-025-23661-0,
+  title = {Solar potential assessment using machine learning and climate change projections for long-term energy planning},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Reddy, B.; Gautam, K.; Pachauri, N.},
+  doi = {10.1038/s41598-025-23661-0},
+  url = {https://doi.org/10.1038/s41598-025-23661-0}
+}
+
+@article{10_1038_s41598-025-09626-3,
+  title = {Grid tied hybrid PV fuel cell system with energy storage and ANFIS based MPPT for smart EV charging},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {vendoti, S.; Tulasi, N.; Jalli, R.; Ponnuru, S.; Jin, Z.},
+  doi = {10.1038/s41598-025-09626-3},
+  url = {https://doi.org/10.1038/s41598-025-09626-3}
+}
+
+@article{10_1038_s41598-025-31865-7,
+  title = {Location allocation and capacity optimization for a PV and battery integrated hybrid community electric vehicle charging station},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Kayal, P.; Braciník, P.},
+  doi = {10.1038/s41598-025-31865-7},
+  url = {https://doi.org/10.1038/s41598-025-31865-7}
+}
+
+@article{10_1038_s41598-025-19818-6,
+  title = {DDPG algorithm for power optimization and control of solar PV-integrated DFIG wind energy systems},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Pandey, R.; Bose, S.; Dwivedi, P.},
+  doi = {10.1038/s41598-025-19818-6},
+  url = {https://doi.org/10.1038/s41598-025-19818-6}
+}
+
+@article{10_1038_s41598-025-29604-z,
+  title = {Design of a distributed power system using solar PV and micro turbine-based wind energy system with a flywheel energy storage},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Bhavani, T.; Rajababu, D.; Irfan, M.; Rakesh, T.; Sekhar, P.},
+  doi = {10.1038/s41598-025-29604-z},
+  url = {https://doi.org/10.1038/s41598-025-29604-z}
+}
+
+@article{10_1038_s41598-024-82379-7,
+  title = {Multiobjective distribution system operation with demand response to optimize solar hosting capacity, voltage deviation index and network loss},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Loji, K.; Sharma, S.; Sharma, G.; Rawat, T.},
+  doi = {10.1038/s41598-024-82379-7},
+  url = {https://doi.org/10.1038/s41598-024-82379-7}
+}
+
+@article{10_1038_s41598-025-13904-5,
+  title = {Multi-objective optimization of gamified demand response for PV-integrated microgrids: a novel NSGA-III framework with behavioral adaptation modeling},
+  journal = {Scientific Reports},
+  year = {2025},
+  author = {Duan, Y.; Gao, C.; Zhang, J.; Wu, Y.; Zhou, S.},
+  doi = {10.1038/s41598-025-13904-5},
+  url = {https://doi.org/10.1038/s41598-025-13904-5}
+}
+
+@article{10_1016_j_joule_2025_102097,
+  title = {Mine photovoltaic systems for a sustainable energy transition},
+  journal = {Joule},
+  year = {2025},
+  author = {Zhang, Y.; Lu, Y.},
+  doi = {10.1016/j.joule.2025.102097},
+  url = {https://doi.org/10.1016/j.joule.2025.102097}
+}
+
+@article{10_1016_j_joule_2025_102194,
+  title = {Surveying the potential of flexible and high-specific-power photovoltaic assemblies and arrays for space applications},
+  journal = {Joule},
+  year = {2025},
+  author = {Mejía Escobar, M.; Algora, C.},
+  doi = {10.1016/j.joule.2025.102194},
+  url = {https://doi.org/10.1016/j.joule.2025.102194}
+}
+
+@article{10_1016_j_oneear_2025_101467,
+  title = {Imported solar photovoltaics contributed to health and climate benefits in the United States},
+  journal = {One Earth},
+  year = {2025},
+  author = {Qiu, M.; He, G.; Marcotullio, P.},
+  doi = {10.1016/j.oneear.2025.101467},
+  url = {https://doi.org/10.1016/j.oneear.2025.101467}
+}
+
+@article{10_1016_j_isci_2024_111610,
+  title = {Quantifying the accelerated diffusion and cost savings of global solar photovoltaic supply chains},
+  journal = {iScience},
+  year = {2025},
+  author = {Chen, Z.; Gu, B.; Yu, D.; Wang, C.},
+  doi = {10.1016/j.isci.2024.111610},
+  url = {https://doi.org/10.1016/j.isci.2024.111610}
+}
+
+@article{10_1016_j_isci_2025_112751,
+  title = {Diversifying the solar photovoltaic supply chain to secure Europe’s energy and climate roadmap and sovereignty},
+  journal = {iScience},
+  year = {2025},
+  author = {Evans, M.; Grand, P.; Dupuis, J.},
+  doi = {10.1016/j.isci.2025.112751},
+  url = {https://doi.org/10.1016/j.isci.2025.112751}
+}
+
+@article{10_1016_j_isci_2024_111604,
+  title = {Optimal bandgap of a single-junction photovoltaic cell for the mobile Internet-of-Things},
+  journal = {iScience},
+  year = {2025},
+  author = {Jarosz, G.; Signerski, R.},
+  doi = {10.1016/j.isci.2024.111604},
+  url = {https://doi.org/10.1016/j.isci.2024.111604}
+}
+
+@article{10_1126_sciadv_ads0836,
+  title = {A photovoltaic-electrolysis system with high solar-to-hydrogen efficiency under practical current densities},
+  journal = {Science Advances},
+  year = {2025},
+  author = {Zhang, Q.; Shan, Y.; Pan, J.; Kumar, P.; Keevers, M.},
+  doi = {10.1126/sciadv.ads0836},
+  url = {https://doi.org/10.1126/sciadv.ads0836}
+}
+
+@article{10_1126_sciadv_adr5973,
+  title = {Ultrafast energy transfer beyond the Förster approximation in organic photovoltaic blends with non-fullerene acceptors},
+  journal = {Science Advances},
+  year = {2025},
+  author = {Ouyang, Y.; Wang, R.; Wang, X.; Xiao, M.; Zhang, C.},
+  doi = {10.1126/sciadv.adr5973},
+  url = {https://doi.org/10.1126/sciadv.adr5973}
+}
+
+@article{10_1126_sciadv_adx5580,
+  title = {The role of offshore wind and solar PV resources in global low-carbon transition},
+  journal = {Science Advances},
+  year = {2025},
+  author = {Wen, Y.; Wu, J.; Lin, P.; Low, Y.},
+  doi = {10.1126/sciadv.adx5580},
+  url = {https://doi.org/10.1126/sciadv.adx5580}
+}
+
+@article{10_1126_sciadv_adq5660,
+  title = {Quantifying effects of solar power adoption on CO
+            <sub>2</sub>
+            emissions reduction},
+  journal = {Science Advances},
+  year = {2025},
+  author = {Biswas, A.; Qiu, M.; Braun, D.; Dominici, F.; Mork, D.},
+  doi = {10.1126/sciadv.adq5660},
+  url = {https://doi.org/10.1126/sciadv.adq5660}
+}
+
+@article{10_1038_s41597-024-04356-z,
+  title = {Vectorized solar photovoltaic installation dataset across China in 2015 and 2020},
+  journal = {Scientific Data},
+  year = {2024},
+  author = {Liu, J.; Wang, J.; Li, L.},
+  doi = {10.1038/s41597-024-04356-z},
+  url = {https://doi.org/10.1038/s41597-024-04356-z}
+}
+
+@article{10_1038_s41597-024-03894-w,
+  title = {A Multi-Decadal Hourly Coincident Wind and Solar Power Production Dataset for the Contiguous United States},
+  journal = {Scientific Data},
+  year = {2024},
+  author = {Campbell, A.; Bracken, C.; Underwood, S.; Voisin, N.},
+  doi = {10.1038/s41597-024-03894-w},
+  url = {https://doi.org/10.1038/s41597-024-03894-w}
+}
+
+@article{10_1038_s41597-024-03454-2,
+  title = {Comprehensive Dataset on Electrical Load Profiles for Energy Community in Ireland},
+  journal = {Scientific Data},
+  year = {2024},
+  author = {Trivedi, R.; Bahloul, M.; Saif, A.; Patra, S.; Khadem, S.},
+  doi = {10.1038/s41597-024-03454-2},
+  url = {https://doi.org/10.1038/s41597-024-03454-2}
+}
+
+@article{10_1038_s41560-024-01647-y,
+  title = {Combining photovoltaic elements},
+  journal = {Nature Energy},
+  year = {2024},
+  author = {Tregnago, G.},
+  doi = {10.1038/s41560-024-01647-y},
+  url = {https://doi.org/10.1038/s41560-024-01647-y}
+}
+
+@article{10_1038_s41560-024-01542-6,
+  title = {A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks},
+  journal = {Nature Energy},
+  year = {2024},
+  author = {Few, S.; Djapic, P.; Strbac, G.; Nelson, J.; Candelise, C.},
+  doi = {10.1038/s41560-024-01542-6},
+  url = {https://doi.org/10.1038/s41560-024-01542-6}
+}
+
+@article{10_1038_s41560-024-01520-y,
+  title = {Wind power and solar photovoltaics found to have higher energy returns than fossil fuels},
+  journal = {Nature Energy},
+  year = {2024},
+  author = {},
+  doi = {10.1038/s41560-024-01520-y},
+  url = {https://doi.org/10.1038/s41560-024-01520-y}
+}
+
+@article{10_1038_s41893-024-01346-2,
+  title = {Large-scale green grabbing for wind and solar photovoltaic development in Brazil},
+  journal = {Nature Sustainability},
+  year = {2024},
+  author = {Klingler, M.; Ameli, N.; Rickman, J.; Schmidt, J.},
+  doi = {10.1038/s41893-024-01346-2},
+  url = {https://doi.org/10.1038/s41893-024-01346-2}
+}
+
+@article{10_1038_s41893-024-01384-w,
+  title = {Offsetting the greenhouse gas footprint of hydropower with floating solar photovoltaics},
+  journal = {Nature Sustainability},
+  year = {2024},
+  author = {Almeida, R.; Chowdhury, A.; Rodrigo, H.; Li, M.; Schmitt, R.},
+  doi = {10.1038/s41893-024-01384-w},
+  url = {https://doi.org/10.1038/s41893-024-01384-w}
+}
+
+@article{10_1038_s41467-023-44666-1,
+  title = {Accurate nowcasting of cloud cover at solar photovoltaic plants using geostationary satellite images},
+  journal = {Nature Communications},
+  year = {2024},
+  author = {Xia, P.; Zhang, L.; Min, M.; Li, J.; Wang, Y.},
+  doi = {10.1038/s41467-023-44666-1},
+  url = {https://doi.org/10.1038/s41467-023-44666-1}
+}
+
+@article{10_1038_s41467-024-47483-2,
+  title = {Transparent integrated pyroelectric-photovoltaic structure for photo-thermo hybrid power generation},
+  journal = {Nature Communications},
+  year = {2024},
+  author = {Patel, M.; Park, H.; Bhatnagar, P.; Kumar, N.; Lee, J.},
+  doi = {10.1038/s41467-024-47483-2},
+  url = {https://doi.org/10.1038/s41467-024-47483-2}
+}
+
+@article{10_1038_s41467-024-44792-4,
+  title = {Giant intrinsic photovoltaic effect in one-dimensional van der Waals grain boundaries},
+  journal = {Nature Communications},
+  year = {2024},
+  author = {Zhou, Y.; Zhou, X.; Yu, X.; Liang, Z.; Zhao, X.},
+  doi = {10.1038/s41467-024-44792-4},
+  url = {https://doi.org/10.1038/s41467-024-44792-4}
+}
+
+@article{10_1038_s41467-024-51967-6,
+  title = {Quantifying benefits of renewable investments for German residential Prosumers in times of volatile energy markets},
+  journal = {Nature Communications},
+  year = {2024},
+  author = {van Ouwerkerk, J.; Celi Cortés, M.; Nsir, N.; Gong, J.; Figgener, J.},
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+  url = {https://doi.org/10.1038/s41467-024-51967-6}
+}
+
+@article{10_1038_s41467-024-51251-7,
+  title = {Future hydrogen economies imply environmental trade-offs and a supply-demand mismatch},
+  journal = {Nature Communications},
+  year = {2024},
+  author = {Terlouw, T.; Rosa, L.; Bauer, C.; McKenna, R.},
+  doi = {10.1038/s41467-024-51251-7},
+  url = {https://doi.org/10.1038/s41467-024-51251-7}
+}
+
+@article{10_1038_s44284-024-00137-2,
+  title = {Rooftop photovoltaic solar panels warm up and cool down cities},
+  journal = {Nature Cities},
+  year = {2024},
+  author = {Khan, A.; Anand, P.; Garshasbi, S.; Khatun, R.; Khorat, S.},
+  doi = {10.1038/s44284-024-00137-2},
+  url = {https://doi.org/10.1038/s44284-024-00137-2}
+}
+
+@article{10_1038_s41598-024-69240-7,
+  title = {A quick comparison model on optimizing the efficiency of photovoltaic panels in collecting solar radiation},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Bao, Y.; Bao, H.},
+  doi = {10.1038/s41598-024-69240-7},
+  url = {https://doi.org/10.1038/s41598-024-69240-7}
+}
+
+@article{10_1038_s41598-024-61785-x,
+  title = {Numerical study on solar photovoltaic/thermal system with tesla valve},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Du, S.; Zou, J.; Zheng, X.; Ye, X.; Yang, H.},
+  doi = {10.1038/s41598-024-61785-x},
+  url = {https://doi.org/10.1038/s41598-024-61785-x}
+}
+
+@article{10_1038_s41598-023-50890-y,
+  title = {Leveraging opposition-based learning for solar photovoltaic model parameter estimation with exponential distribution optimization algorithm},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Kullampalayam Murugaiyan, N.; Chandrasekaran, K.; Manoharan, P.; Derebew, B.},
+  doi = {10.1038/s41598-023-50890-y},
+  url = {https://doi.org/10.1038/s41598-023-50890-y}
+}
+
+@article{10_1038_s41598-024-70811-x,
+  title = {MPPT control of photovoltaic array based on improved marine predator algorithm under complex solar irradiance conditions},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Zhang, H.; Wang, X.; Zhang, J.; Ge, Y.; Wang, L.},
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+  url = {https://doi.org/10.1038/s41598-024-70811-x}
+}
+
+@article{10_1038_s41598-024-68160-w,
+  title = {Long-term path planning with optimal deployment of a charging station for monitoring photovoltaic solar farms},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Huang, Y.; Chen, Z.; Chu, J.; Wang, H.; Sun, S.},
+  doi = {10.1038/s41598-024-68160-w},
+  url = {https://doi.org/10.1038/s41598-024-68160-w}
+}
+
+@article{10_1038_s41598-024-67600-x,
+  title = {Enhanced Whale optimization algorithms for parameter identification of solar photovoltaic cell models: a comparative study},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Yang, S.; Xiong, G.; Fu, X.; Mirjalili, S.; Mohamed, A.},
+  doi = {10.1038/s41598-024-67600-x},
+  url = {https://doi.org/10.1038/s41598-024-67600-x}
+}
+
+@article{10_1038_s41598-024-76366-1,
+  title = {Achieving bifacial photovoltaic performance in PTB7-based organic solar cell by integrating transparent contact for emerging semi-transparent applications},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Çokduygulular, E.; Çetinkaya, Ç.; Emik, S.; Kınacı, B.},
+  doi = {10.1038/s41598-024-76366-1},
+  url = {https://doi.org/10.1038/s41598-024-76366-1}
+}
+
+@article{10_1038_s41598-024-52995-4,
+  title = {Optimization of building integrated energy scheduling using an improved genetic whale algorithm},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Wei, L.; An, G.},
+  doi = {10.1038/s41598-024-52995-4},
+  url = {https://doi.org/10.1038/s41598-024-52995-4}
+}
+
+@article{10_1038_s41598-024-72606-6,
+  title = {Comparative analysis of direct coupling and MPPT control in standalone PV systems for solar energy optimization to meet sustainable building energy demands},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Nataraj, C.; Karthikeyan, G.; Bharathi, G.; Duraikannan, S.},
+  doi = {10.1038/s41598-024-72606-6},
+  url = {https://doi.org/10.1038/s41598-024-72606-6}
+}
+
+@article{10_1038_s41598-024-54333-0,
+  title = {A rule-based energy management system for hybrid renewable energy sources with battery bank optimized by genetic algorithm optimization},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Jamal, S.; Pasupuleti, J.; Ekanayake, J.},
+  doi = {10.1038/s41598-024-54333-0},
+  url = {https://doi.org/10.1038/s41598-024-54333-0}
+}
+
+@article{10_1038_s41598-024-51209-1,
+  title = {Research and analysis of energy consumption and energy saving in buildings based on photovoltaic photothermal integration},
+  journal = {Scientific Reports},
+  year = {2024},
+  author = {Cui, Y.; Zhang, X.},
+  doi = {10.1038/s41598-024-51209-1},
+  url = {https://doi.org/10.1038/s41598-024-51209-1}
+}
+
+@article{10_1016_j_joule_2024_06_012,
+  title = {Hybrid solar energy device for simultaneous electric power generation and molecular solar thermal energy storage},
+  journal = {Joule},
+  year = {2024},
+  author = {Wang, Z.; Hölzel, H.; Fernandez, L.; Aslam, A.; Baronas, P.},
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+}
+
+@article{10_1016_j_joule_2024_08_006,
+  title = {Wavelength-selective solar photovoltaic systems to enhance spectral sharing of sunlight in agrivoltaics},
+  journal = {Joule},
+  year = {2024},
+  author = {Ma Lu, S.; Amaducci, S.; Gorjian, S.; Haworth, M.; Hägglund, C.},
+  doi = {10.1016/j.joule.2024.08.006},
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+}
+
+@article{10_1016_j_joule_2024_01_006,
+  title = {Photovoltaic-sorbent system for water and electricity generation},
+  journal = {Joule},
+  year = {2024},
+  author = {Shao, Z.; Poredoš, P.; Wang, R.},
+  doi = {10.1016/j.joule.2024.01.006},
+  url = {https://doi.org/10.1016/j.joule.2024.01.006}
+}
+
+@article{10_1016_j_joule_2024_06_006,
+  title = {Cost-efficient recycling of organic photovoltaic devices},
+  journal = {Joule},
+  year = {2024},
+  author = {Sun, R.; Yuan, X.; Yang, X.; Wu, Y.; Shao, Y.},
+  doi = {10.1016/j.joule.2024.06.006},
+  url = {https://doi.org/10.1016/j.joule.2024.06.006}
+}
+
+@article{10_1016_j_joule_2024_05_011,
+  title = {Design of low-cost non-fused ultranarrow-band-gap acceptors for versatile photovoltaic applications},
+  journal = {Joule},
+  year = {2024},
+  author = {Ma, L.; Zhang, S.; Zhu, J.; Chen, Z.; Zhang, T.},
+  doi = {10.1016/j.joule.2024.05.011},
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+}
+
+@article{10_1016_j_joule_2024_04_011,
+  title = {Synergizing radiative cooling and solar power generation},
+  journal = {Joule},
+  year = {2024},
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+  doi = {10.1016/j.joule.2024.04.011},
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+}
+
+@article{10_1016_j_oneear_2024_01_020,
+  title = {Design changes for improved circularity of silicon solar modules},
+  journal = {One Earth},
+  year = {2024},
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+  doi = {10.1016/j.oneear.2024.01.020},
+  url = {https://doi.org/10.1016/j.oneear.2024.01.020}
+}
+
+@article{10_1016_j_isci_2023_108611,
+  title = {Quantifying the impact of wildfire smoke on solar photovoltaic generation in Australia},
+  journal = {iScience},
+  year = {2024},
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+}
+
+@article{10_1016_j_isci_2024_110871,
+  title = {Potential and climate effects of large-scale rooftop photovoltaic energy deployment in northwest China’s capital cities},
+  journal = {iScience},
+  year = {2024},
+  author = {Jia, D.; Yang, L.; Gao, X.},
+  doi = {10.1016/j.isci.2024.110871},
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+}
+
+@article{10_1016_j_isci_2024_110089,
+  title = {On the optimization of the interconnection of photovoltaic modules integrated in vehicles},
+  journal = {iScience},
+  year = {2024},
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+}
+
+@article{10_1016_j_isci_2024_110950,
+  title = {Comprehensive overview of heat management methods for enhancing photovoltaic thermal systems},
+  journal = {iScience},
+  year = {2024},
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+}
+
+@article{10_1016_j_isci_2024_111062,
+  title = {Wind and solar energy in Small Island Developing States for mitigating global climate change},
+  journal = {iScience},
+  year = {2024},
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+}
+
+@article{10_1126_sciadv_adl6752,
+  title = {Chemically tuned intermediate band states in atomically thin Cu
+            <i>
+              <sub>x</sub>
+            </i>
+            GeSe/SnS quantum material for photovoltaic applications},
+  journal = {Science Advances},
+  year = {2024},
+  author = {Kastuar, S.; Ekuma, C.},
+  doi = {10.1126/sciadv.adl6752},
+  url = {https://doi.org/10.1126/sciadv.adl6752}
+}
+
+@article{10_1126_sciadv_ado3517,
+  title = {Potential climate predictability of renewable energy supply and demand for Texas given the ENSO hidden state},
+  journal = {Science Advances},
+  year = {2024},
+  author = {Zhang, M.; Yan, L.; Amonkar, Y.; Nayak, A.; Lall, U.},
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+  url = {https://doi.org/10.1126/sciadv.ado3517}
+}
+
+@article{10_1038_s41597-023-01951-4,
+  title = {A crowdsourced dataset of aerial images with annotated solar photovoltaic arrays and installation metadata},
+  journal = {Scientific Data},
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+}
+
+@article{10_1038_s41597-023-02539-8,
+  title = {A solar panel dataset of very high resolution satellite imagery to support the Sustainable Development Goals},
+  journal = {Scientific Data},
+  year = {2023},
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+  url = {https://doi.org/10.1038/s41597-023-02539-8}
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+
+@article{10_1038_s41597-023-02644-8,
+  title = {Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States},
+  journal = {Scientific Data},
+  year = {2023},
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+  url = {https://doi.org/10.1038/s41597-023-02644-8}
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+
+@article{10_1038_s41560-023-01304-w,
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+}
+
+@article{10_1038_s41893-023-01134-4,
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+  journal = {Nature Sustainability},
+  year = {2023},
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+
+@article{10_1038_s41893-023-01135-3,
+  title = {Reply to: Revised estimates of racial and ethnic disparities in rooftop photovoltaic deployment in the United States},
+  journal = {Nature Sustainability},
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+}
+
+@article{10_1038_s41893-023-01108-6,
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+  journal = {Nature Sustainability},
+  year = {2023},
+  author = {},
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+  url = {https://doi.org/10.1038/s41893-023-01108-6}
+}
+
+@article{10_1038_s41467-023-37738-9,
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+  journal = {Nature Communications},
+  year = {2023},
+  author = {Yu, H.; Wang, Y.; Zou, X.; Yin, J.; Shi, X.},
+  doi = {10.1038/s41467-023-37738-9},
+  url = {https://doi.org/10.1038/s41467-023-37738-9}
+}
+
+@article{10_1038_s41467-023-38984-7,
+  title = {High-efficiency bio-inspired hybrid multi-generation photovoltaic leaf},
+  journal = {Nature Communications},
+  year = {2023},
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+  url = {https://doi.org/10.1038/s41467-023-38984-7}
+}
+
+@article{10_1038_s41467-023-43927-3,
+  title = {Electrical performance of a fully reconfigurable series-parallel photovoltaic module},
+  journal = {Nature Communications},
+  year = {2023},
+  author = {Calcabrini, A.; Muttillo, M.; Zeman, M.; Manganiello, P.; Isabella, O.},
+  doi = {10.1038/s41467-023-43927-3},
+  url = {https://doi.org/10.1038/s41467-023-43927-3}
+}
+
+@article{10_1038_s41467-023-42529-3,
+  title = {Prolonged hydrogen production by engineered green algae photovoltaic power stations},
+  journal = {Nature Communications},
+  year = {2023},
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+  url = {https://doi.org/10.1038/s41467-023-42529-3}
+}
+
+@article{10_1038_s41467-023-43846-3,
+  title = {Precise synthesis and photovoltaic properties of giant molecule acceptors},
+  journal = {Nature Communications},
+  year = {2023},
+  author = {Zhuo, H.; Li, X.; Zhang, J.; Zhu, C.; He, H.},
+  doi = {10.1038/s41467-023-43846-3},
+  url = {https://doi.org/10.1038/s41467-023-43846-3}
+}
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+@article{10_1038_s41467-023-41107-x,
+  title = {Global land and water limits to electrolytic hydrogen production using wind and solar resources},
+  journal = {Nature Communications},
+  year = {2023},
+  author = {Tonelli, D.; Rosa, L.; Gabrielli, P.; Caldeira, K.; Parente, A.},
+  doi = {10.1038/s41467-023-41107-x},
+  url = {https://doi.org/10.1038/s41467-023-41107-x}
+}
+
+@article{10_1093_pnasnexus_pgad352,
+  title = {Photovoltaic fields largely outperform afforestation efficiency in global climate change mitigation strategies},
+  journal = {npj Clean Energy},
+  year = {2023},
+  author = {Stern, R.; Muller, J.; Rotenberg, E.; Amer, M.; Segev, L.},
+  doi = {10.1093/pnasnexus/pgad352},
+  url = {https://doi.org/10.1093/pnasnexus/pgad352}
+}
+
+@article{10_1093_pnasnexus_pgad097,
+  title = {Toward carbon neutrality: Projecting a desert-based photovoltaic power network circumnavigating the globe},
+  journal = {npj Clean Energy},
+  year = {2023},
+  author = {Zhou, Y.; Liu, J.; Ge, W.; He, C.; Ma, J.},
+  doi = {10.1093/pnasnexus/pgad097},
+  url = {https://doi.org/10.1093/pnasnexus/pgad097}
+}
+
+@article{10_1093_pnasnexus_pgad067,
+  title = {An all ambient, room temperature–processed solar cell from a bare silicon wafer},
+  journal = {npj Clean Energy},
+  year = {2023},
+  author = {Okamoto, K.; Fujita, Y.; Nishigaya, K.; Tanabe, K.},
+  doi = {10.1093/pnasnexus/pgad067},
+  url = {https://doi.org/10.1093/pnasnexus/pgad067}
+}
+
+@article{10_1038_s41598-023-35428-6,
+  title = {Hybrid nanofluid flow within cooling tube of photovoltaic-thermoelectric solar unit},
+  journal = {Scientific Reports},
+  year = {2023},
+  author = {Khalili, Z.; Sheikholeslami, M.; Momayez, L.},
+  doi = {10.1038/s41598-023-35428-6},
+  url = {https://doi.org/10.1038/s41598-023-35428-6}
+}
+
+@article{10_1038_s41598-023-40280-9,
+  title = {On the local warming potential of urban rooftop photovoltaic solar panels in cities},
+  journal = {Scientific Reports},
+  year = {2023},
+  author = {Khan, A.; Santamouris, M.},
+  doi = {10.1038/s41598-023-40280-9},
+  url = {https://doi.org/10.1038/s41598-023-40280-9}
+}
+
+@article{10_1038_s41598-023-38125-6,
+  title = {Author Correction: Hybrid nanofluid flow within cooling tube of photovoltaic-thermoelectric solar unit},
+  journal = {Scientific Reports},
+  year = {2023},
+  author = {Khalili, Z.; Sheikholeslami, M.; Momayez, L.},
+  doi = {10.1038/s41598-023-38125-6},
+  url = {https://doi.org/10.1038/s41598-023-38125-6}
+}
+
+@article{10_1016_j_joule_2023_11_010,
+  title = {Total equivalent energy efficiency metric for building-integrated photovoltaic windows},
+  journal = {Joule},
+  year = {2023},
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+  doi = {10.1016/j.joule.2023.11.010},
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+}
+
+@article{10_1016_j_joule_2022_12_005,
+  title = {A general illumination method to predict bifacial photovoltaic system performance},
+  journal = {Joule},
+  year = {2023},
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+}
+
+@article{10_1016_j_joule_2023_09_010,
+  title = {The carbon intensity of integrated photovoltaics},
+  journal = {Joule},
+  year = {2023},
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+  doi = {10.1016/j.joule.2023.09.010},
+  url = {https://doi.org/10.1016/j.joule.2023.09.010}
+}
+
+@article{10_1016_j_isci_2023_108017,
+  title = {Resource potential mapping of bifacial photovoltaic systems in India},
+  journal = {iScience},
+  year = {2023},
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+  doi = {10.1016/j.isci.2023.108017},
+  url = {https://doi.org/10.1016/j.isci.2023.108017}
+}
+
+@article{10_1016_j_isci_2023_107856,
+  title = {India’s photovoltaic potential amidst air pollution and land constraints},
+  journal = {iScience},
+  year = {2023},
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+}
+
+@article{10_1016_j_isci_2023_106658,
+  title = {Techno-economic assessment of implementing photovoltaic water villas in Maldives},
+  journal = {iScience},
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+}
+
+@article{10_1016_j_isci_2023_106745,
+  title = {Small area high voltage photovoltaic module for high tolerance to partial shading},
+  journal = {iScience},
+  year = {2023},
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+}
+
+@article{10_1126_sciadv_adj1677,
+  title = {Solar-powered simultaneous highly efficient seawater desalination and highly specific target extraction with smart DNA hydrogels},
+  journal = {Science Advances},
+  year = {2023},
+  author = {Liang, H.; Mu, Y.; Yin, M.; He, P.; Guo, W.},
+  doi = {10.1126/sciadv.adj1677},
+  url = {https://doi.org/10.1126/sciadv.adj1677}
+}
+
+@article{10_1038_s41597-022-01786-5,
+  title = {An all-Africa dataset of energy model “supply regions” for solar photovoltaic and wind power},
+  journal = {Scientific Data},
+  year = {2022},
+  author = {Sterl, S.; Hussain, B.; Miketa, A.; Li, Y.; Merven, B.},
+  doi = {10.1038/s41597-022-01786-5},
+  url = {https://doi.org/10.1038/s41597-022-01786-5}
+}
+
+@article{10_1038_s41597-022-01499-9,
+  title = {An Artificial Intelligence Dataset for Solar Energy Locations in India},
+  journal = {Scientific Data},
+  year = {2022},
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+  doi = {10.1038/s41597-022-01499-9},
+  url = {https://doi.org/10.1038/s41597-022-01499-9}
+}
+
+@article{10_1038_s41560-022-01037-2,
+  title = {Outdoor performance evaluation of a 2D materials-based perovskite solar farm},
+  journal = {Nature Energy},
+  year = {2022},
+  author = {},
+  doi = {10.1038/s41560-022-01037-2},
+  url = {https://doi.org/10.1038/s41560-022-01037-2}
+}
+
+@article{10_1038_s41893-022-00975-9,
+  title = {Harnessing infrared solar energy with plasmonic energy upconversion},
+  journal = {Nature Sustainability},
+  year = {2022},
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+  doi = {10.1038/s41893-022-00975-9},
+  url = {https://doi.org/10.1038/s41893-022-00975-9}
+}
+
+@article{10_1038_s41893-022-01015-2,
+  title = {Publisher Correction: Harnessing infrared solar energy with plasmonic energy upconversion},
+  journal = {Nature Sustainability},
+  year = {2022},
+  author = {Lian, Z.; Kobayashi, Y.; Vequizo, J.; Ranasinghe, C.; Yamakata, A.},
+  doi = {10.1038/s41893-022-01015-2},
+  url = {https://doi.org/10.1038/s41893-022-01015-2}
+}
+
+@article{10_1038_s41893-021-00845-w,
+  title = {Solar power challenges},
+  journal = {Nature Sustainability},
+  year = {2022},
+  author = {Laing, T.},
+  doi = {10.1038/s41893-021-00845-w},
+  url = {https://doi.org/10.1038/s41893-021-00845-w}
+}
+
+@article{10_1038_s41893-021-00838-9,
+  title = {The aluminium demand risk of terawatt photovoltaics for net zero emissions by 2050},
+  journal = {Nature Sustainability},
+  year = {2022},
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+  url = {https://doi.org/10.1038/s41893-021-00838-9}
+}
+
+@article{10_1038_s41467-022-31018-8,
+  title = {Giant bulk photovoltaic effect driven by the wall-to-wall charge shift in WS2 nanotubes},
+  journal = {Nature Communications},
+  year = {2022},
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+}
+
+@article{10_1038_s41467-021-27791-7,
+  title = {Coupling aqueous zinc batteries and perovskite solar cells for simultaneous energy harvest, conversion and storage},
+  journal = {Nature Communications},
+  year = {2022},
+  author = {Chen, P.; Li, T.; Yang, Y.; Li, G.; Gao, X.},
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+}
+
+@article{10_1093_pnasnexus_pgac077,
+  title = {Feasibility of hybrid in-stream generator–photovoltaic systems for Amazonian off-grid communities},
+  journal = {npj Clean Energy},
+  year = {2022},
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+  doi = {10.1093/pnasnexus/pgac077},
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+}
+
+@article{10_1038_s41598-022-17102-5,
+  title = {Exploring the operational potential of the forest-photovoltaic utilizing the simulated solar tree},
+  journal = {Scientific Reports},
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+  author = {Um, D.},
+  doi = {10.1038/s41598-022-17102-5},
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+}
+
+@article{10_1038_s41598-022-24208-3,
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+  journal = {Scientific Reports},
+  year = {2022},
+  author = {Yang, J.; Yi, B.; Wang, S.; Liu, Y.; Li, Y.},
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+}
+
+@article{10_1016_j_joule_2022_02_012,
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+}
+
+@article{10_1016_j_joule_2022_05_015,
+  title = {Nexus of solar and thermal photovoltaic technology could help solve the energy storage problem},
+  journal = {Joule},
+  year = {2022},
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+}
+
+@article{10_1016_j_joule_2022_06_015,
+  title = {Multilevel peel-off patterning of a prototype semitransparent organic photovoltaic module},
+  journal = {Joule},
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+}
+
+@article{10_1016_j_joule_2021_11_014,
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+}
+
+@article{10_1016_j_joule_2022_06_003,
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+}
+
+@article{10_1016_j_oneear_2022_10_014,
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+  journal = {One Earth},
+  year = {2022},
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+}
+
+@article{10_1016_j_isci_2022_104208,
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+}
+
+@article{10_1016_j_isci_2022_104890,
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+}
+
+@article{10_1016_j_isci_2022_105373,
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+}
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+@article{10_1016_j_isci_2022_105208,
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+
+@article{10_1016_j_isci_2022_105639,
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+
+@article{10_1016_j_isci_2021_103698,
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+
+@article{10_1016_j_isci_2022_105051,
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+}
+
+@article{10_1016_j_isci_2022_105253,
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+
+@article{10_1016_j_isci_2022_104394,
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+}
+
+@article{10_1016_j_isci_2022_104108,
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+}
+
+@article{10_1016_j_isci_2022_103837,
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+}
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+@article{10_1016_j_isci_2022_104140,
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+  journal = {iScience},
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+}
+
+@article{10_1126_sciadv_abq0187,
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+  year = {2022},
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+}
+
+@article{10_1126_sciadv_ade3759,
+  title = {Ultrafast response of spontaneous photovoltaic effect in 3R-MoS
+            <sub>2</sub>
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+  journal = {Science Advances},
+  year = {2022},
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+}
+
+@article{10_1126_sciadv_abm0078,
+  title = {Electrostatic dust removal using adsorbed moisture–assisted charge induction for sustainable operation of solar panels},
+  journal = {Science Advances},
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+}
+
+@article{10_1038_s41597-021-01082-8,
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+  journal = {Scientific Data},
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+}
+
+@article{10_1038_s41560-021-00888-5,
+  title = {Role of the social factors in success of solar photovoltaic reuse and recycle programmes},
+  journal = {Nature Energy},
+  year = {2021},
+  author = {Walzberg, J.; Carpenter, A.; Heath, G.},
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+
+@article{10_1038_s41560-020-00746-w,
+  title = {Feedbacks among electric vehicle adoption, charging, and the cost and installation of rooftop solar photovoltaics},
+  journal = {Nature Energy},
+  year = {2021},
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+}
+
+@article{10_1038_s41560-021-00863-0,
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+  journal = {Nature Energy},
+  year = {2021},
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+
+@article{10_1038_s41893-021-00737-z,
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+  journal = {Nature Sustainability},
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+@article{10_1038_s41893-021-00735-1,
+  title = {Closing the loop for perovskite solar modules},
+  journal = {Nature Sustainability},
+  year = {2021},
+  author = {Parisi, M.; Sinicropi, A.},
+  doi = {10.1038/s41893-021-00735-1},
+  url = {https://doi.org/10.1038/s41893-021-00735-1}
+}
+
+@article{10_1038_s41467-021-22460-1,
+  title = {Energy harvesting optical modulators with sub-attojoule per bit electrical energy consumption},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {de Cea, M.; Atabaki, A.; Ram, R.},
+  doi = {10.1038/s41467-021-22460-1},
+  url = {https://doi.org/10.1038/s41467-021-22460-1}
+}
+
+@article{10_1038_s41467-021-23343-1,
+  title = {Novel symmetrical bifacial flexible CZTSSe thin film solar cells for indoor photovoltaic applications},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {Deng, H.; Sun, Q.; Yang, Z.; Li, W.; Yan, Q.},
+  doi = {10.1038/s41467-021-23343-1},
+  url = {https://doi.org/10.1038/s41467-021-23343-1}
+}
+
+@article{10_1038_s41467-021-24541-7,
+  title = {Pure spin photocurrent in non-centrosymmetric crystals: bulk spin photovoltaic effect},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {Xu, H.; Wang, H.; Zhou, J.; Li, J.},
+  doi = {10.1038/s41467-021-24541-7},
+  url = {https://doi.org/10.1038/s41467-021-24541-7}
+}
+
+@article{10_1038_s41467-021-26200-3,
+  title = {Enhanced bulk photovoltaic effect in two-dimensional ferroelectric CuInP2S6},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {Li, Y.; Fu, J.; Mao, X.; Chen, C.; Liu, H.},
+  doi = {10.1038/s41467-021-26200-3},
+  url = {https://doi.org/10.1038/s41467-021-26200-3}
+}
+
+@article{10_1038_s41467-021-23870-x,
+  title = {Direct observation of trap-assisted recombination in organic photovoltaic devices},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {Zeiske, S.; Sandberg, O.; Zarrabi, N.; Li, W.; Meredith, P.},
+  doi = {10.1038/s41467-021-23870-x},
+  url = {https://doi.org/10.1038/s41467-021-23870-x}
+}
+
+@article{10_1038_s41467-020-20446-z,
+  title = {Anomalous circular bulk photovoltaic effect in BiFeO3 thin films with stripe-domain pattern},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {Knoche, D.; Steimecke, M.; Yun, Y.; Mühlenbein, L.; Bhatnagar, A.},
+  doi = {10.1038/s41467-020-20446-z},
+  url = {https://doi.org/10.1038/s41467-020-20446-z}
+}
+
+@article{10_1038_s41467-021-25720-2,
+  title = {High resolution global spatiotemporal assessment of rooftop solar photovoltaics potential for renewable electricity generation},
+  journal = {Nature Communications},
+  year = {2021},
+  author = {Joshi, S.; Mittal, S.; Holloway, P.; Shukla, P.; Ó Gallachóir, B.},
+  doi = {10.1038/s41467-021-25720-2},
+  url = {https://doi.org/10.1038/s41467-021-25720-2}
+}
+
+@article{10_1038_s41558-021-00998-8,
+  title = {Sources of uncertainty in long-term global scenarios of solar photovoltaic technology},
+  journal = {Nature Climate Change},
+  year = {2021},
+  author = {Jaxa-Rozen, M.; Trutnevyte, E.},
+  doi = {10.1038/s41558-021-00998-8},
+  url = {https://doi.org/10.1038/s41558-021-00998-8}
+}
+
+@article{10_1038_s41558-021-01002-z,
+  title = {Drivers of photovoltaic uncertainty},
+  journal = {Nature Climate Change},
+  year = {2021},
+  author = {Eker, S.},
+  doi = {10.1038/s41558-021-01002-z},
+  url = {https://doi.org/10.1038/s41558-021-01002-z}
+}
+
+@article{10_1038_s41598-021-04300-w,
+  title = {Application of large-scale grid-connected solar photovoltaic system for voltage stability improvement of weak national grids},
+  journal = {Scientific Reports},
+  year = {2021},
+  author = {Adetokun, B.; Ojo, J.; Muriithi, C.},
+  doi = {10.1038/s41598-021-04300-w},
+  url = {https://doi.org/10.1038/s41598-021-04300-w}
+}
+
+@article{10_1016_j_joule_2020_11_007,
+  title = {Monitoring of Photovoltaic System Performance Using Outdoor Suns-VOC},
+  journal = {Joule},
+  year = {2021},
+  author = {Killam, A.; Karas, J.; Augusto, A.; Bowden, S.},
+  doi = {10.1016/j.joule.2020.11.007},
+  url = {https://doi.org/10.1016/j.joule.2020.11.007}
+}
+
+@article{10_1016_j_joule_2021_03_029,
+  title = {Accurate photovoltaic measurement of organic cells for indoor applications},
+  journal = {Joule},
+  year = {2021},
+  author = {Cui, Y.; Hong, L.; Zhang, T.; Meng, H.; Yan, H.},
+  doi = {10.1016/j.joule.2021.03.029},
+  url = {https://doi.org/10.1016/j.joule.2021.03.029}
+}
+
+@article{10_1016_j_isci_2021_103104,
+  title = {All-polymer indoor photovoltaic modules},
+  journal = {iScience},
+  year = {2021},
+  author = {Zhang, Y.; Wang, N.; Wang, Y.; Zhang, J.; Liu, J.},
+  doi = {10.1016/j.isci.2021.103104},
+  url = {https://doi.org/10.1016/j.isci.2021.103104}
+}
+
+@article{10_1016_j_isci_2021_102165,
+  title = {Monitoring photovoltaic soiling: assessment, challenges, and perspectives of current and potential strategies},
+  journal = {iScience},
+  year = {2021},
+  author = {Bessa, J.; Micheli, L.; Almonacid, F.; Fernández, E.},
+  doi = {10.1016/j.isci.2021.102165},
+  url = {https://doi.org/10.1016/j.isci.2021.102165}
+}
+
+@article{10_1126_sciadv_abe4206,
+  title = {Strongly enhanced and tunable photovoltaic effect in ferroelectric-paraelectric superlattices},
+  journal = {Science Advances},
+  year = {2021},
+  author = {Yun, Y.; Mühlenbein, L.; Knoche, D.; Lotnyk, A.; Bhatnagar, A.},
+  doi = {10.1126/sciadv.abe4206},
+  url = {https://doi.org/10.1126/sciadv.abe4206}
+}
+
+@article{10_1126_sciadv_abf7672,
+  title = {Revealing generation, migration, and dissociation of electron-hole pairs and current emergence in an organic photovoltaic cell},
+  journal = {Science Advances},
+  year = {2021},
+  author = {Xu, Z.; Zhou, Y.; Yam, C.; Groß, L.; De Sio, A.},
+  doi = {10.1126/sciadv.abf7672},
+  url = {https://doi.org/10.1126/sciadv.abf7672}
+}
+
+@article{10_1126_sciadv_abg8094,
+  title = {Spin photovoltaic effect in magnetic van der Waals heterostructures},
+  journal = {Science Advances},
+  year = {2021},
+  author = {Song, T.; Anderson, E.; Tu, M.; Seyler, K.; Taniguchi, T.},
+  doi = {10.1126/sciadv.abg8094},
+  url = {https://doi.org/10.1126/sciadv.abg8094}
+}
+
+@article{10_1038_s41597-020-00739-0,
+  title = {A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK},
+  journal = {Scientific Data},
+  year = {2020},
+  author = {Stowell, D.; Kelly, J.; Tanner, D.; Taylor, J.; Jones, E.},
+  doi = {10.1038/s41597-020-00739-0},
+  url = {https://doi.org/10.1038/s41597-020-00739-0}
+}
+
+@article{10_1038_s41893-020-0574-x,
+  title = {Reduced ecosystem services of desert plants from ground-mounted solar energy development},
+  journal = {Nature Sustainability},
+  year = {2020},
+  author = {Grodsky, S.; Hernandez, R.},
+  doi = {10.1038/s41893-020-0574-x},
+  url = {https://doi.org/10.1038/s41893-020-0574-x}
+}
+
+@article{10_1038_s41893-020-00643-w,
+  title = {Climate change extremes and photovoltaic power output},
+  journal = {Nature Sustainability},
+  year = {2020},
+  author = {Feron, S.; Cordero, R.; Damiani, A.; Jackson, R.},
+  doi = {10.1038/s41893-020-00643-w},
+  url = {https://doi.org/10.1038/s41893-020-00643-w}
+}
+
+@article{10_1038_s41893-020-0535-4,
+  title = {Photovoltaic panel cooling by atmospheric water sorption–evaporation cycle},
+  journal = {Nature Sustainability},
+  year = {2020},
+  author = {Li, R.; Shi, Y.; Wu, M.; Hong, S.; Wang, P.},
+  doi = {10.1038/s41893-020-0535-4},
+  url = {https://doi.org/10.1038/s41893-020-0535-4}
+}
+
+@article{10_1038_s41893-020-0553-2,
+  title = {Global reduction of solar power generation efficiency due to aerosols and panel soiling},
+  journal = {Nature Sustainability},
+  year = {2020},
+  author = {Li, X.; Mauzerall, D.; Bergin, M.},
+  doi = {10.1038/s41893-020-0553-2},
+  url = {https://doi.org/10.1038/s41893-020-0553-2}
+}
+
+@article{10_1038_s41467-020-18602-6,
+  title = {Impacts of solar intermittency on future photovoltaic reliability},
+  journal = {Nature Communications},
+  year = {2020},
+  author = {Yin, J.; Molini, A.; Porporato, A.},
+  doi = {10.1038/s41467-020-18602-6},
+  url = {https://doi.org/10.1038/s41467-020-18602-6}
+}
+
+@article{10_1038_s41467-020-15826-4,
+  title = {Solar photovoltaic interventions have reduced rural poverty in China},
+  journal = {Nature Communications},
+  year = {2020},
+  author = {Zhang, H.; Wu, K.; Qiu, Y.; Chan, G.; Wang, S.},
+  doi = {10.1038/s41467-020-15826-4},
+  url = {https://doi.org/10.1038/s41467-020-15826-4}
+}
+
+@article{10_1038_s41467-020-19853-z,
+  title = {Unraveling the influence of non-fullerene acceptor molecular packing on photovoltaic performance of organic solar cells},
+  journal = {Nature Communications},
+  year = {2020},
+  author = {Ye, L.; Weng, K.; Xu, J.; Du, X.; Chandrabose, S.},
+  doi = {10.1038/s41467-020-19853-z},
+  url = {https://doi.org/10.1038/s41467-020-19853-z}
+}
+
+@article{10_1016_j_joule_2019_12_017,
+  title = {Predicted Power Output of Silicon-Based Bifacial Tandem Photovoltaic Systems},
+  journal = {Joule},
+  year = {2020},
+  author = {Onno, A.; Rodkey, N.; Asgharzadeh, A.; Manzoor, S.; Yu, Z.},
+  doi = {10.1016/j.joule.2019.12.017},
+  url = {https://doi.org/10.1016/j.joule.2019.12.017}
+}
+
+@article{10_1016_j_joule_2020_02_001,
+  title = {Reverse Manufacturing Enables Perovskite Photovoltaics to Reach the Carbon Footprint Limit of a Glass Substrate},
+  journal = {Joule},
+  year = {2020},
+  author = {Wagner, L.; Mastroianni, S.; Hinsch, A.},
+  doi = {10.1016/j.joule.2020.02.001},
+  url = {https://doi.org/10.1016/j.joule.2020.02.001}
+}
+
+@article{10_1016_j_isci_2020_101634,
+  title = {Location-Specific Spectral and Thermal Effects in Tracking and Fixed Tilt Photovoltaic Systems},
+  journal = {iScience},
+  year = {2020},
+  author = {Ripalda, J.; Chemisana, D.; Llorens, J.; García, I.},
+  doi = {10.1016/j.isci.2020.101634},
+  url = {https://doi.org/10.1016/j.isci.2020.101634}
+}
+
+@article{10_1016_j_isci_2020_101867,
+  title = {Using Existing Infrastructure to Realize Low-Cost and Flexible Photovoltaic Power Generation in Areas with High-Power Demand in China},
+  journal = {iScience},
+  year = {2020},
+  author = {Jiang, M.; Li, J.; Wei, W.; Miao, J.; Zhang, P.},
+  doi = {10.1016/j.isci.2020.101867},
+  url = {https://doi.org/10.1016/j.isci.2020.101867}
+}
+
+@article{10_1126_sciadv_aay5661,
+  title = {Black phosphorus quantum dots in inorganic perovskite thin films for efficient photovoltaic application},
+  journal = {Science Advances},
+  year = {2020},
+  author = {Gong, X.; Guan, L.; Li, Q.; Li, Y.; Zhang, T.},
+  doi = {10.1126/sciadv.aay5661},
+  url = {https://doi.org/10.1126/sciadv.aay5661}
+}
+
+@article{10_1126_sciadv_abb0055,
+  title = {Life cycle energy use and environmental implications of high-performance perovskite tandem solar cells},
+  journal = {Science Advances},
+  year = {2020},
+  author = {Tian, X.; Stranks, S.; You, F.},
+  doi = {10.1126/sciadv.abb0055},
+  url = {https://doi.org/10.1126/sciadv.abb0055}
+}
+

UEX_PV_OpenDatasets.md

@@ -0,0 +1,239 @@
+# UEX-PV-OpenDataHub: Curated Open Datasets for Photovoltaics
+
+This document provides a structured list of open-access datasets related to Photovoltaics (PV), curated from top-tier journals (Nature, Science, Cell) since 2020.
+
+## Grid, Management & Sustainability (电网、管理与可持续性)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Control strategy evaluation for reactive power management in grid-connected photovoltaic systems under varying solar conditions | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-08918-y](https://doi.org/10.1038/s41598-025-08918-y) |
+| Solar photovoltaic feed-in tariffs: viability analysis and policy recommendations | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-32105-8](https://doi.org/10.1038/s41598-025-32105-8) |
+| A bi-level optimization strategy of electricity-hydrogen-carbon integrated energy system considering photovoltaic and wind power uncertainty and demand response | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-024-84605-8](https://doi.org/10.1038/s41598-024-84605-8) |
+| Location allocation and capacity optimization for a PV and battery integrated hybrid community electric vehicle charging station | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-31865-7](https://doi.org/10.1038/s41598-025-31865-7) |
+| Multiobjective distribution system operation with demand response to optimize solar hosting capacity, voltage deviation index and network loss | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-024-82379-7](https://doi.org/10.1038/s41598-024-82379-7) |
+| Multi-objective optimization of gamified demand response for PV-integrated microgrids: a novel NSGA-III framework with behavioral adaptation modeling | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-13904-5](https://doi.org/10.1038/s41598-025-13904-5) |
+| Future hydrogen economies imply environmental trade-offs and a supply-demand mismatch | Nature Communications | 2024 | Check Article | Open-access PV research data | [10.1038/s41467-024-51251-7](https://doi.org/10.1038/s41467-024-51251-7) |
+| Cost-efficient recycling of organic photovoltaic devices | Joule | 2024 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2024.06.006](https://doi.org/10.1016/j.joule.2024.06.006) |
+| Global land and water limits to electrolytic hydrogen production using wind and solar resources | Nature Communications | 2023 | Check Article | Global scale dataset | [10.1038/s41467-023-41107-x](https://doi.org/10.1038/s41467-023-41107-x) |
+| Feasibility of hybrid in-stream generator–photovoltaic systems for Amazonian off-grid communities | npj Clean Energy | 2022 | Check Article | Open-access PV research data | [10.1093/pnasnexus/pgac077](https://doi.org/10.1093/pnasnexus/pgac077) |
+| Solar energy storage as salt for cooling? | Joule | 2022 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2022.02.012](https://doi.org/10.1016/j.joule.2022.02.012) |
+| Nexus of solar and thermal photovoltaic technology could help solve the energy storage problem | Joule | 2022 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2022.05.015](https://doi.org/10.1016/j.joule.2022.05.015) |
+| Application of large-scale grid-connected solar photovoltaic system for voltage stability improvement of weak national grids | Scientific Reports | 2021 | Check Article | Open-access PV research data | [10.1038/s41598-021-04300-w](https://doi.org/10.1038/s41598-021-04300-w) |
+| Solar photovoltaic interventions have reduced rural poverty in China | Nature Communications | 2020 | Check Article | Regional dataset (China) | [10.1038/s41467-020-15826-4](https://doi.org/10.1038/s41467-020-15826-4) |
+
+## Materials & Device Physics (材料与器件物理)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Co-crystal engineering unlocks high-stability perovskite solar modules | Nature Energy | 2026 | Check Article | Open-access PV research data | [10.1038/s41560-025-01904-8](https://doi.org/10.1038/s41560-025-01904-8) |
+| State-of-play of contending silicon photovoltaic technologies | Joule | 2026 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2025.102240](https://doi.org/10.1016/j.joule.2025.102240) |
+| Comparative evaluation of the material consumption and carbon footprint of silicon PV modules | Cell Reports Sustainability | 2026 | Check Article | Open-access PV research data | [10.1016/j.crsus.2025.100576](https://doi.org/10.1016/j.crsus.2025.100576) |
+| Development of a new solar system integrating photovoltaic and thermoelectric modules with paraffin-based nanomaterials | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-85161-5](https://doi.org/10.1038/s41598-025-85161-5) |
+| MXene-based multilayered and ultrawideband absorber for solar cell and photovoltaic applications | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-86230-5](https://doi.org/10.1038/s41598-025-86230-5) |
+| Grid tied hybrid PV fuel cell system with energy storage and ANFIS based MPPT for smart EV charging | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-09626-3](https://doi.org/10.1038/s41598-025-09626-3) |
+| Optimal bandgap of a single-junction photovoltaic cell for the mobile Internet-of-Things | iScience | 2025 | Check Article | Open-access PV research data | [10.1016/j.isci.2024.111604](https://doi.org/10.1016/j.isci.2024.111604) |
+| Enhanced Whale optimization algorithms for parameter identification of solar photovoltaic cell models: a comparative study | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-67600-x](https://doi.org/10.1038/s41598-024-67600-x) |
+| Design changes for improved circularity of silicon solar modules | One Earth | 2024 | Check Article | Open-access PV research data | [10.1016/j.oneear.2024.01.020](https://doi.org/10.1016/j.oneear.2024.01.020) |
+| On the optimization of the interconnection of photovoltaic modules integrated in vehicles | iScience | 2024 | Check Article | Open-access PV research data | [10.1016/j.isci.2024.110089](https://doi.org/10.1016/j.isci.2024.110089) |
+| An all ambient, room temperature–processed solar cell from a bare silicon wafer | npj Clean Energy | 2023 | Check Article | Open-access PV research data | [10.1093/pnasnexus/pgad067](https://doi.org/10.1093/pnasnexus/pgad067) |
+| Small area high voltage photovoltaic module for high tolerance to partial shading | iScience | 2023 | Check Article | Open-access PV research data | [10.1016/j.isci.2023.106745](https://doi.org/10.1016/j.isci.2023.106745) |
+| Multilevel peel-off patterning of a prototype semitransparent organic photovoltaic module | Joule | 2022 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2022.06.015](https://doi.org/10.1016/j.joule.2022.06.015) |
+| The role of innovation for economy and sustainability of photovoltaic modules | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.105208](https://doi.org/10.1016/j.isci.2022.105208) |
+| Closing the loop for perovskite solar modules | Nature Sustainability | 2021 | Check Article | Open-access PV research data | [10.1038/s41893-021-00735-1](https://doi.org/10.1038/s41893-021-00735-1) |
+| Energy harvesting optical modulators with sub-attojoule per bit electrical energy consumption | Nature Communications | 2021 | Check Article | Open-access PV research data | [10.1038/s41467-021-22460-1](https://doi.org/10.1038/s41467-021-22460-1) |
+| Pure spin photocurrent in non-centrosymmetric crystals: bulk spin photovoltaic effect | Nature Communications | 2021 | Check Article | Open-access PV research data | [10.1038/s41467-021-24541-7](https://doi.org/10.1038/s41467-021-24541-7) |
+| Accurate photovoltaic measurement of organic cells for indoor applications | Joule | 2021 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2021.03.029](https://doi.org/10.1016/j.joule.2021.03.029) |
+| All-polymer indoor photovoltaic modules | iScience | 2021 | Check Article | Open-access PV research data | [10.1016/j.isci.2021.103104](https://doi.org/10.1016/j.isci.2021.103104) |
+| Reverse Manufacturing Enables Perovskite Photovoltaics to Reach the Carbon Footprint Limit of a Glass Substrate | Joule | 2020 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2020.02.001](https://doi.org/10.1016/j.joule.2020.02.001) |
+| Black phosphorus quantum dots in inorganic perovskite thin films for efficient photovoltaic application | Science Advances | 2020 | Check Article | Open-access PV research data | [10.1126/sciadv.aay5661](https://doi.org/10.1126/sciadv.aay5661) |
+
+## Other Specialized PV Research (其他光伏专项研究)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Toward traceable global systems for end-of-life photovoltaic waste | Nature Communications | 2026 | Check Article | Global scale dataset | [10.1038/s41467-026-69171-z](https://doi.org/10.1038/s41467-026-69171-z) |
+| A sport inspired kabaddi game optimizer for accurate parameter estimation of solar photovoltaic models | Scientific Reports | 2026 | Check Article | Open-access PV research data | [10.1038/s41598-025-32437-5](https://doi.org/10.1038/s41598-025-32437-5) |
+| A harmonized dataset of ground-mounted solar energy in the US with enhanced metadata | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-025-05862-4](https://doi.org/10.1038/s41597-025-05862-4) |
+| Deploying photovoltaic systems in global open-pit mines for a clean energy transition | Nature Sustainability | 2025 | Check Article | Global scale dataset | [10.1038/s41893-025-01594-w](https://doi.org/10.1038/s41893-025-01594-w) |
+| Quantifying the pyroelectric and photovoltaic coupling series of ferroelectric films | Nature Communications | 2025 | Check Article | Open-access PV research data | [10.1038/s41467-025-56233-x](https://doi.org/10.1038/s41467-025-56233-x) |
+| DDPG algorithm for power optimization and control of solar PV-integrated DFIG wind energy systems | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-19818-6](https://doi.org/10.1038/s41598-025-19818-6) |
+| Mine photovoltaic systems for a sustainable energy transition | Joule | 2025 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2025.102097](https://doi.org/10.1016/j.joule.2025.102097) |
+| Imported solar photovoltaics contributed to health and climate benefits in the United States | One Earth | 2025 | Check Article | Open-access PV research data | [10.1016/j.oneear.2025.101467](https://doi.org/10.1016/j.oneear.2025.101467) |
+| Quantifying the accelerated diffusion and cost savings of global solar photovoltaic supply chains | iScience | 2025 | Check Article | Global scale dataset | [10.1016/j.isci.2024.111610](https://doi.org/10.1016/j.isci.2024.111610) |
+| Diversifying the solar photovoltaic supply chain to secure Europe’s energy and climate roadmap and sovereignty | iScience | 2025 | Check Article | Open-access PV research data | [10.1016/j.isci.2025.112751](https://doi.org/10.1016/j.isci.2025.112751) |
+| Ultrafast energy transfer beyond the Förster approximation in organic photovoltaic blends with non-fullerene acceptors | Science Advances | 2025 | Check Article | Open-access PV research data | [10.1126/sciadv.adr5973](https://doi.org/10.1126/sciadv.adr5973) |
+| Vectorized solar photovoltaic installation dataset across China in 2015 and 2020 | Scientific Data | 2024 | Figshare / Dryad / Zenodo | Regional dataset (China) | [10.1038/s41597-024-04356-z](https://doi.org/10.1038/s41597-024-04356-z) |
+| A Multi-Decadal Hourly Coincident Wind and Solar Power Production Dataset for the Contiguous United States | Scientific Data | 2024 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-024-03894-w](https://doi.org/10.1038/s41597-024-03894-w) |
+| Combining photovoltaic elements | Nature Energy | 2024 | Check Article | Open-access PV research data | [10.1038/s41560-024-01647-y](https://doi.org/10.1038/s41560-024-01647-y) |
+| A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks | Nature Energy | 2024 | Check Article | Open-access PV research data | [10.1038/s41560-024-01542-6](https://doi.org/10.1038/s41560-024-01542-6) |
+| Wind power and solar photovoltaics found to have higher energy returns than fossil fuels | Nature Energy | 2024 | Check Article | Open-access PV research data | [10.1038/s41560-024-01520-y](https://doi.org/10.1038/s41560-024-01520-y) |
+| Large-scale green grabbing for wind and solar photovoltaic development in Brazil | Nature Sustainability | 2024 | Check Article | Open-access PV research data | [10.1038/s41893-024-01346-2](https://doi.org/10.1038/s41893-024-01346-2) |
+| Offsetting the greenhouse gas footprint of hydropower with floating solar photovoltaics | Nature Sustainability | 2024 | Check Article | Open-access PV research data | [10.1038/s41893-024-01384-w](https://doi.org/10.1038/s41893-024-01384-w) |
+| Long-term path planning with optimal deployment of a charging station for monitoring photovoltaic solar farms | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-68160-w](https://doi.org/10.1038/s41598-024-68160-w) |
+| Wavelength-selective solar photovoltaic systems to enhance spectral sharing of sunlight in agrivoltaics | Joule | 2024 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2024.08.006](https://doi.org/10.1016/j.joule.2024.08.006) |
+| Design of low-cost non-fused ultranarrow-band-gap acceptors for versatile photovoltaic applications | Joule | 2024 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2024.05.011](https://doi.org/10.1016/j.joule.2024.05.011) |
+| Comprehensive overview of heat management methods for enhancing photovoltaic thermal systems | iScience | 2024 | Check Article | Open-access PV research data | [10.1016/j.isci.2024.110950](https://doi.org/10.1016/j.isci.2024.110950) |
+| Wind and solar energy in Small Island Developing States for mitigating global climate change | iScience | 2024 | Check Article | Global scale dataset | [10.1016/j.isci.2024.111062](https://doi.org/10.1016/j.isci.2024.111062) |
+| Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States | Scientific Data | 2023 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-023-02644-8](https://doi.org/10.1038/s41597-023-02644-8) |
+| Climate change impacts on planned supply–demand match in global wind and solar energy systems | Nature Energy | 2023 | Check Article | Global scale dataset | [10.1038/s41560-023-01304-w](https://doi.org/10.1038/s41560-023-01304-w) |
+| Using solar farms as a platform for the ecological restoration of arid soils | Nature Sustainability | 2023 | Check Article | Open-access PV research data | [10.1038/s41893-023-01108-6](https://doi.org/10.1038/s41893-023-01108-6) |
+| Precise synthesis and photovoltaic properties of giant molecule acceptors | Nature Communications | 2023 | Check Article | Open-access PV research data | [10.1038/s41467-023-43846-3](https://doi.org/10.1038/s41467-023-43846-3) |
+| Author Correction: Hybrid nanofluid flow within cooling tube of photovoltaic-thermoelectric solar unit | Scientific Reports | 2023 | Check Article | Open-access PV research data | [10.1038/s41598-023-38125-6](https://doi.org/10.1038/s41598-023-38125-6) |
+| The carbon intensity of integrated photovoltaics | Joule | 2023 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2023.09.010](https://doi.org/10.1016/j.joule.2023.09.010) |
+| Harnessing infrared solar energy with plasmonic energy upconversion | Nature Sustainability | 2022 | Check Article | Open-access PV research data | [10.1038/s41893-022-00975-9](https://doi.org/10.1038/s41893-022-00975-9) |
+| Publisher Correction: Harnessing infrared solar energy with plasmonic energy upconversion | Nature Sustainability | 2022 | Check Article | Open-access PV research data | [10.1038/s41893-022-01015-2](https://doi.org/10.1038/s41893-022-01015-2) |
+| Solar power challenges | Nature Sustainability | 2022 | Check Article | Open-access PV research data | [10.1038/s41893-021-00845-w](https://doi.org/10.1038/s41893-021-00845-w) |
+| The aluminium demand risk of terawatt photovoltaics for net zero emissions by 2050 | Nature Sustainability | 2022 | Check Article | Open-access PV research data | [10.1038/s41893-021-00838-9](https://doi.org/10.1038/s41893-021-00838-9) |
+| Giant bulk photovoltaic effect driven by the wall-to-wall charge shift in WS2 nanotubes | Nature Communications | 2022 | Check Article | Open-access PV research data | [10.1038/s41467-022-31018-8](https://doi.org/10.1038/s41467-022-31018-8) |
+| Beaming power: Photovoltaic laser power converters for power-by-light | Joule | 2022 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2021.11.014](https://doi.org/10.1016/j.joule.2021.11.014) |
+| Into a cooler future with electricity generated from solar photovoltaic | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.104208](https://doi.org/10.1016/j.isci.2022.104208) |
+| Accelerating the simulation of annual bifacial illumination of real photovoltaic systems with ray tracing | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2021.103698](https://doi.org/10.1016/j.isci.2021.103698) |
+| Environmental and technical impacts of floating photovoltaic plants as an emerging clean energy technology | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.105253](https://doi.org/10.1016/j.isci.2022.105253) |
+| Electricity systems in the limit of free solar photovoltaics and continent-scale transmission | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.104108](https://doi.org/10.1016/j.isci.2022.104108) |
+| Magnetic zinc-air batteries for storing wind and solar energy | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.103837](https://doi.org/10.1016/j.isci.2022.103837) |
+| Electrostatic dust removal using adsorbed moisture–assisted charge induction for sustainable operation of solar panels | Science Advances | 2022 | Check Article | Open-access PV research data | [10.1126/sciadv.abm0078](https://doi.org/10.1126/sciadv.abm0078) |
+| National growth dynamics of wind and solar power compared to the growth required for global climate targets | Nature Energy | 2021 | Check Article | Global scale dataset | [10.1038/s41560-021-00863-0](https://doi.org/10.1038/s41560-021-00863-0) |
+| Anomalous circular bulk photovoltaic effect in BiFeO3 thin films with stripe-domain pattern | Nature Communications | 2021 | Check Article | Open-access PV research data | [10.1038/s41467-020-20446-z](https://doi.org/10.1038/s41467-020-20446-z) |
+| Sources of uncertainty in long-term global scenarios of solar photovoltaic technology | Nature Climate Change | 2021 | Check Article | Global scale dataset | [10.1038/s41558-021-00998-8](https://doi.org/10.1038/s41558-021-00998-8) |
+| Drivers of photovoltaic uncertainty | Nature Climate Change | 2021 | Check Article | Open-access PV research data | [10.1038/s41558-021-01002-z](https://doi.org/10.1038/s41558-021-01002-z) |
+| Strongly enhanced and tunable photovoltaic effect in ferroelectric-paraelectric superlattices | Science Advances | 2021 | Check Article | Open-access PV research data | [10.1126/sciadv.abe4206](https://doi.org/10.1126/sciadv.abe4206) |
+| Spin photovoltaic effect in magnetic van der Waals heterostructures | Science Advances | 2021 | Check Article | Open-access PV research data | [10.1126/sciadv.abg8094](https://doi.org/10.1126/sciadv.abg8094) |
+| Reduced ecosystem services of desert plants from ground-mounted solar energy development | Nature Sustainability | 2020 | Check Article | Open-access PV research data | [10.1038/s41893-020-0574-x](https://doi.org/10.1038/s41893-020-0574-x) |
+| Photovoltaic panel cooling by atmospheric water sorption–evaporation cycle | Nature Sustainability | 2020 | Check Article | Open-access PV research data | [10.1038/s41893-020-0535-4](https://doi.org/10.1038/s41893-020-0535-4) |
+| Location-Specific Spectral and Thermal Effects in Tracking and Fixed Tilt Photovoltaic Systems | iScience | 2020 | Check Article | Open-access PV research data | [10.1016/j.isci.2020.101634](https://doi.org/10.1016/j.isci.2020.101634) |
+
+## Performance & Generation (性能与发电量)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Microstructure & physicochemical properties dataset of NaCl-based salt mixtures for concentrating solar power | Scientific Data | 2026 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-025-06437-z](https://doi.org/10.1038/s41597-025-06437-z) |
+| Hourglass-shaped GaAs0.99Bi0.01 nanowire solar cells with CuI-PEDOT:PSS double hole transport layers for enhanced photovoltaic performance | Scientific Reports | 2026 | Check Article | Open-access PV research data | [10.1038/s41598-025-34717-6](https://doi.org/10.1038/s41598-025-34717-6) |
+| Climate change will increase high-temperature risks, degradation, and costs of rooftop photovoltaics globally | Joule | 2026 | Mendeley Data | Global scale dataset | [10.1016/j.joule.2025.102218](https://doi.org/10.1016/j.joule.2025.102218) |
+| Bulk and interface engineering of 1.7 eV–bandgap chalcogenide solar cells enabling record efficiency | Science Advances | 2026 | Check Article | Open-access PV research data | [10.1126/sciadv.aed4703](https://doi.org/10.1126/sciadv.aed4703) |
+| Global photovoltaic solar panel dataset from 2019 to 2022 | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Global scale dataset | [10.1038/s41597-025-04985-y](https://doi.org/10.1038/s41597-025-04985-y) |
+| Solar PV Generation and Consumption Dataset of an Estonian Residential Dwelling | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-025-04747-w](https://doi.org/10.1038/s41597-025-04747-w) |
+| Longitudinal Dataset of Net-load, PV Production and Solar Irradiation from Madeira Island, Portugal | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-025-06118-x](https://doi.org/10.1038/s41597-025-06118-x) |
+| A hierarchical dataset on multiple energy consumption and PV generation with emissions and weather information | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-025-06010-8](https://doi.org/10.1038/s41597-025-06010-8) |
+| Unequal solar photovoltaic performance by race and income partly reflects financing models and installer choices | Nature Energy | 2025 | Check Article | Open-access PV research data | [10.1038/s41560-025-01743-7](https://doi.org/10.1038/s41560-025-01743-7) |
+| A pathway to coexistence of electroluminescence and photovoltaic conversion in organic devices | Nature Communications | 2025 | Check Article | Open-access PV research data | [10.1038/s41467-025-67332-0](https://doi.org/10.1038/s41467-025-67332-0) |
+| Nonlinear photovoltaic effects in monolayer semiconductor and layered magnetic material hetero-interface with P- and T-symmetry broken system | Nature Communications | 2025 | Check Article | Open-access PV research data | [10.1038/s41467-025-58918-9](https://doi.org/10.1038/s41467-025-58918-9) |
+| Worldwide rooftop photovoltaic electricity generation may mitigate global warming | Nature Climate Change | 2025 | Check Article | Global scale dataset | [10.1038/s41558-025-02276-3](https://doi.org/10.1038/s41558-025-02276-3) |
+| The equity implications of pecuniary externalities on an electric grid | npj Clean Energy | 2025 | Check Article | Open-access PV research data | [10.1093/pnasnexus/pgaf356](https://doi.org/10.1093/pnasnexus/pgaf356) |
+| Design and performance analysis of a solar photovoltaic system for a rural community in rivers state, Nigeria | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-00664-5](https://doi.org/10.1038/s41598-025-00664-5) |
+| Quadrant swapping technique for partial shaded solar photovoltaic system | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-15120-7](https://doi.org/10.1038/s41598-025-15120-7) |
+| Photovoltaic solar energy prediction using the seasonal-trend decomposition layer and ASOA optimized LSTM neural network model | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-87625-0](https://doi.org/10.1038/s41598-025-87625-0) |
+| Optimizing photovoltaic power plant forecasting with dynamic neural network structure refinement | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-024-80424-z](https://doi.org/10.1038/s41598-024-80424-z) |
+| Enhancing photovoltaic efficiency in Half-Tandem MAPbI3/ MASnI3 Perovskite solar cells with triple core-shell plasmonic nanoparticles | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-85243-4](https://doi.org/10.1038/s41598-025-85243-4) |
+| Optimal energy management of multi-carrier energy system considering uncertainty in renewable generation | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-10404-4](https://doi.org/10.1038/s41598-025-10404-4) |
+| Design of a distributed power system using solar PV and micro turbine-based wind energy system with a flywheel energy storage | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-29604-z](https://doi.org/10.1038/s41598-025-29604-z) |
+| A photovoltaic-electrolysis system with high solar-to-hydrogen efficiency under practical current densities | Science Advances | 2025 | Check Article | Open-access PV research data | [10.1126/sciadv.ads0836](https://doi.org/10.1126/sciadv.ads0836) |
+| Quantifying effects of solar power adoption on CO
+            <sub>2</sub>
+            emissions reduction | Science Advances | 2025 | Check Article | Open-access PV research data | [10.1126/sciadv.adq5660](https://doi.org/10.1126/sciadv.adq5660) |
+| Comprehensive Dataset on Electrical Load Profiles for Energy Community in Ireland | Scientific Data | 2024 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-024-03454-2](https://doi.org/10.1038/s41597-024-03454-2) |
+| Transparent integrated pyroelectric-photovoltaic structure for photo-thermo hybrid power generation | Nature Communications | 2024 | Check Article | Open-access PV research data | [10.1038/s41467-024-47483-2](https://doi.org/10.1038/s41467-024-47483-2) |
+| Giant intrinsic photovoltaic effect in one-dimensional van der Waals grain boundaries | Nature Communications | 2024 | Check Article | Open-access PV research data | [10.1038/s41467-024-44792-4](https://doi.org/10.1038/s41467-024-44792-4) |
+| A quick comparison model on optimizing the efficiency of photovoltaic panels in collecting solar radiation | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-69240-7](https://doi.org/10.1038/s41598-024-69240-7) |
+| Numerical study on solar photovoltaic/thermal system with tesla valve | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-61785-x](https://doi.org/10.1038/s41598-024-61785-x) |
+| Leveraging opposition-based learning for solar photovoltaic model parameter estimation with exponential distribution optimization algorithm | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-023-50890-y](https://doi.org/10.1038/s41598-023-50890-y) |
+| Achieving bifacial photovoltaic performance in PTB7-based organic solar cell by integrating transparent contact for emerging semi-transparent applications | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-76366-1](https://doi.org/10.1038/s41598-024-76366-1) |
+| Optimization of building integrated energy scheduling using an improved genetic whale algorithm | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-52995-4](https://doi.org/10.1038/s41598-024-52995-4) |
+| Comparative analysis of direct coupling and MPPT control in standalone PV systems for solar energy optimization to meet sustainable building energy demands | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-72606-6](https://doi.org/10.1038/s41598-024-72606-6) |
+| A rule-based energy management system for hybrid renewable energy sources with battery bank optimized by genetic algorithm optimization | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-54333-0](https://doi.org/10.1038/s41598-024-54333-0) |
+| Hybrid solar energy device for simultaneous electric power generation and molecular solar thermal energy storage | Joule | 2024 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2024.06.012](https://doi.org/10.1016/j.joule.2024.06.012) |
+| Photovoltaic-sorbent system for water and electricity generation | Joule | 2024 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2024.01.006](https://doi.org/10.1016/j.joule.2024.01.006) |
+| Synergizing radiative cooling and solar power generation | Joule | 2024 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2024.04.011](https://doi.org/10.1016/j.joule.2024.04.011) |
+| Quantifying the impact of wildfire smoke on solar photovoltaic generation in Australia | iScience | 2024 | Check Article | Open-access PV research data | [10.1016/j.isci.2023.108611](https://doi.org/10.1016/j.isci.2023.108611) |
+| Chemically tuned intermediate band states in atomically thin Cu
+            <i>
+              <sub>x</sub>
+            </i>
+            GeSe/SnS quantum material for photovoltaic applications | Science Advances | 2024 | Check Article | Open-access PV research data | [10.1126/sciadv.adl6752](https://doi.org/10.1126/sciadv.adl6752) |
+| Improved photovoltaic performance and robustness of all-polymer solar cells enabled by a polyfullerene guest acceptor | Nature Communications | 2023 | Check Article | Open-access PV research data | [10.1038/s41467-023-37738-9](https://doi.org/10.1038/s41467-023-37738-9) |
+| High-efficiency bio-inspired hybrid multi-generation photovoltaic leaf | Nature Communications | 2023 | Check Article | Open-access PV research data | [10.1038/s41467-023-38984-7](https://doi.org/10.1038/s41467-023-38984-7) |
+| Electrical performance of a fully reconfigurable series-parallel photovoltaic module | Nature Communications | 2023 | Check Article | Open-access PV research data | [10.1038/s41467-023-43927-3](https://doi.org/10.1038/s41467-023-43927-3) |
+| Prolonged hydrogen production by engineered green algae photovoltaic power stations | Nature Communications | 2023 | Check Article | Open-access PV research data | [10.1038/s41467-023-42529-3](https://doi.org/10.1038/s41467-023-42529-3) |
+| Photovoltaic fields largely outperform afforestation efficiency in global climate change mitigation strategies | npj Clean Energy | 2023 | Check Article | Global scale dataset | [10.1093/pnasnexus/pgad352](https://doi.org/10.1093/pnasnexus/pgad352) |
+| Toward carbon neutrality: Projecting a desert-based photovoltaic power network circumnavigating the globe | npj Clean Energy | 2023 | Check Article | Open-access PV research data | [10.1093/pnasnexus/pgad097](https://doi.org/10.1093/pnasnexus/pgad097) |
+| Hybrid nanofluid flow within cooling tube of photovoltaic-thermoelectric solar unit | Scientific Reports | 2023 | Check Article | Open-access PV research data | [10.1038/s41598-023-35428-6](https://doi.org/10.1038/s41598-023-35428-6) |
+| On the local warming potential of urban rooftop photovoltaic solar panels in cities | Scientific Reports | 2023 | Check Article | Open-access PV research data | [10.1038/s41598-023-40280-9](https://doi.org/10.1038/s41598-023-40280-9) |
+| Total equivalent energy efficiency metric for building-integrated photovoltaic windows | Joule | 2023 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2023.11.010](https://doi.org/10.1016/j.joule.2023.11.010) |
+| A general illumination method to predict bifacial photovoltaic system performance | Joule | 2023 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2022.12.005](https://doi.org/10.1016/j.joule.2022.12.005) |
+| Outdoor performance evaluation of a 2D materials-based perovskite solar farm | Nature Energy | 2022 | Check Article | Open-access PV research data | [10.1038/s41560-022-01037-2](https://doi.org/10.1038/s41560-022-01037-2) |
+| Coupling aqueous zinc batteries and perovskite solar cells for simultaneous energy harvest, conversion and storage | Nature Communications | 2022 | Check Article | Open-access PV research data | [10.1038/s41467-021-27791-7](https://doi.org/10.1038/s41467-021-27791-7) |
+| Construction and performance analysis of a solar thermophotovoltaic system targeting on the efficient utilization of AM0 space solar radiation | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.105373](https://doi.org/10.1016/j.isci.2022.105373) |
+| Printable high-efficiency organic ionic photovoltaic materials discovered by high-throughput first-principle calculations | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.105639](https://doi.org/10.1016/j.isci.2022.105639) |
+| Hybrid thermionic-photovoltaic converter with graphene-on-semiconductor heterojunction anode for efficient electricity generation | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.105051](https://doi.org/10.1016/j.isci.2022.105051) |
+| High-resolution electricity generation model demonstrates suitability of high-altitude floating solar power | iScience | 2022 | Check Article | High-resolution imagery/data | [10.1016/j.isci.2022.104394](https://doi.org/10.1016/j.isci.2022.104394) |
+| The quantity-quality transition in the value of expanding wind and solar power generation | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.104140](https://doi.org/10.1016/j.isci.2022.104140) |
+| Addressing gain-bandwidth trade-off by a monolithically integrated photovoltaic transistor | Science Advances | 2022 | Check Article | Open-access PV research data | [10.1126/sciadv.abq0187](https://doi.org/10.1126/sciadv.abq0187) |
+| Ultrafast response of spontaneous photovoltaic effect in 3R-MoS
+            <sub>2</sub>
+            –based heterostructures | Science Advances | 2022 | Check Article | Open-access PV research data | [10.1126/sciadv.ade3759](https://doi.org/10.1126/sciadv.ade3759) |
+| Novel symmetrical bifacial flexible CZTSSe thin film solar cells for indoor photovoltaic applications | Nature Communications | 2021 | Check Article | Open-access PV research data | [10.1038/s41467-021-23343-1](https://doi.org/10.1038/s41467-021-23343-1) |
+| Enhanced bulk photovoltaic effect in two-dimensional ferroelectric CuInP2S6 | Nature Communications | 2021 | Check Article | Open-access PV research data | [10.1038/s41467-021-26200-3](https://doi.org/10.1038/s41467-021-26200-3) |
+| Direct observation of trap-assisted recombination in organic photovoltaic devices | Nature Communications | 2021 | Check Article | Open-access PV research data | [10.1038/s41467-021-23870-x](https://doi.org/10.1038/s41467-021-23870-x) |
+| High resolution global spatiotemporal assessment of rooftop solar photovoltaics potential for renewable electricity generation | Nature Communications | 2021 | Check Article | Global scale dataset | [10.1038/s41467-021-25720-2](https://doi.org/10.1038/s41467-021-25720-2) |
+| Monitoring of Photovoltaic System Performance Using Outdoor Suns-VOC | Joule | 2021 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2020.11.007](https://doi.org/10.1016/j.joule.2020.11.007) |
+| Monitoring photovoltaic soiling: assessment, challenges, and perspectives of current and potential strategies | iScience | 2021 | Check Article | Open-access PV research data | [10.1016/j.isci.2021.102165](https://doi.org/10.1016/j.isci.2021.102165) |
+| Revealing generation, migration, and dissociation of electron-hole pairs and current emergence in an organic photovoltaic cell | Science Advances | 2021 | Check Article | Open-access PV research data | [10.1126/sciadv.abf7672](https://doi.org/10.1126/sciadv.abf7672) |
+| A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK | Scientific Data | 2020 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-020-00739-0](https://doi.org/10.1038/s41597-020-00739-0) |
+| Climate change extremes and photovoltaic power output | Nature Sustainability | 2020 | Check Article | Open-access PV research data | [10.1038/s41893-020-00643-w](https://doi.org/10.1038/s41893-020-00643-w) |
+| Global reduction of solar power generation efficiency due to aerosols and panel soiling | Nature Sustainability | 2020 | Check Article | Global scale dataset | [10.1038/s41893-020-0553-2](https://doi.org/10.1038/s41893-020-0553-2) |
+| Unraveling the influence of non-fullerene acceptor molecular packing on photovoltaic performance of organic solar cells | Nature Communications | 2020 | Check Article | Open-access PV research data | [10.1038/s41467-020-19853-z](https://doi.org/10.1038/s41467-020-19853-z) |
+| Predicted Power Output of Silicon-Based Bifacial Tandem Photovoltaic Systems | Joule | 2020 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2019.12.017](https://doi.org/10.1016/j.joule.2019.12.017) |
+| Using Existing Infrastructure to Realize Low-Cost and Flexible Photovoltaic Power Generation in Areas with High-Power Demand in China | iScience | 2020 | Check Article | Regional dataset (China) | [10.1016/j.isci.2020.101867](https://doi.org/10.1016/j.isci.2020.101867) |
+| Life cycle energy use and environmental implications of high-performance perovskite tandem solar cells | Science Advances | 2020 | Check Article | Open-access PV research data | [10.1126/sciadv.abb0055](https://doi.org/10.1126/sciadv.abb0055) |
+
+## Remote Sensing & Computer Vision (遥感与计算机视觉)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Mapping Europe’s rooftop photovoltaic potential with a building-level database | Nature Energy | 2026 | Check Article | Open-access PV research data | [10.1038/s41560-025-01947-x](https://doi.org/10.1038/s41560-025-01947-x) |
+| Author Correction: Mapping Europe’s rooftop photovoltaic potential with a building-level database | Nature Energy | 2026 | Check Article | Open-access PV research data | [10.1038/s41560-026-01991-1](https://doi.org/10.1038/s41560-026-01991-1) |
+| CPVPD-2024: A Chinese photovoltaic plant dataset derived via a topography-enhanced deep learning framework | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-025-05891-z](https://doi.org/10.1038/s41597-025-05891-z) |
+| Seasonal quantile forecasting of solar photovoltaic power using Q-CNN-GRU | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-12797-8](https://doi.org/10.1038/s41598-025-12797-8) |
+| Accurate nowcasting of cloud cover at solar photovoltaic plants using geostationary satellite images | Nature Communications | 2024 | Check Article | Open-access PV research data | [10.1038/s41467-023-44666-1](https://doi.org/10.1038/s41467-023-44666-1) |
+| A crowdsourced dataset of aerial images with annotated solar photovoltaic arrays and installation metadata | Scientific Data | 2023 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-023-01951-4](https://doi.org/10.1038/s41597-023-01951-4) |
+| A solar panel dataset of very high resolution satellite imagery to support the Sustainable Development Goals | Scientific Data | 2023 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-023-02539-8](https://doi.org/10.1038/s41597-023-02539-8) |
+| Resource potential mapping of bifacial photovoltaic systems in India | iScience | 2023 | Check Article | Open-access PV research data | [10.1016/j.isci.2023.108017](https://doi.org/10.1016/j.isci.2023.108017) |
+| An all-Africa dataset of energy model “supply regions” for solar photovoltaic and wind power | Scientific Data | 2022 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-022-01786-5](https://doi.org/10.1038/s41597-022-01786-5) |
+| Exploring the operational potential of the forest-photovoltaic utilizing the simulated solar tree | Scientific Reports | 2022 | Check Article | Open-access PV research data | [10.1038/s41598-022-17102-5](https://doi.org/10.1038/s41598-022-17102-5) |
+| Diverse cloud and aerosol impacts on solar photovoltaic potential in southern China and northern India | Scientific Reports | 2022 | Check Article | Regional dataset (China) | [10.1038/s41598-022-24208-3](https://doi.org/10.1038/s41598-022-24208-3) |
+| Impacts of solar intermittency on future photovoltaic reliability | Nature Communications | 2020 | Check Article | Open-access PV research data | [10.1038/s41467-020-18602-6](https://doi.org/10.1038/s41467-020-18602-6) |
+
+## Resource & Potential (资源与潜力)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Large terahertz photovoltaic effect enhanced by phonon excitations in ferroelectric semiconductor SbSI | Science Advances | 2026 | Check Article | Open-access PV research data | [10.1126/sciadv.adw9796](https://doi.org/10.1126/sciadv.adw9796) |
+| A global dataset of the cost of capital for renewable energy projects | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Global scale dataset | [10.1038/s41597-025-05912-x](https://doi.org/10.1038/s41597-025-05912-x) |
+| Global potential of sustainable single-cell protein based on variable renewable electricity | Nature Communications | 2025 | Check Article | Global scale dataset | [10.1038/s41467-025-56364-1](https://doi.org/10.1038/s41467-025-56364-1) |
+| Solar potential assessment using machine learning and climate change projections for long-term energy planning | Scientific Reports | 2025 | Check Article | Open-access PV research data | [10.1038/s41598-025-23661-0](https://doi.org/10.1038/s41598-025-23661-0) |
+| Surveying the potential of flexible and high-specific-power photovoltaic assemblies and arrays for space applications | Joule | 2025 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2025.102194](https://doi.org/10.1016/j.joule.2025.102194) |
+| The role of offshore wind and solar PV resources in global low-carbon transition | Science Advances | 2025 | Check Article | Global scale dataset | [10.1126/sciadv.adx5580](https://doi.org/10.1126/sciadv.adx5580) |
+| MPPT control of photovoltaic array based on improved marine predator algorithm under complex solar irradiance conditions | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-70811-x](https://doi.org/10.1038/s41598-024-70811-x) |
+| Potential and climate effects of large-scale rooftop photovoltaic energy deployment in northwest China’s capital cities | iScience | 2024 | Check Article | Regional dataset (China) | [10.1016/j.isci.2024.110871](https://doi.org/10.1016/j.isci.2024.110871) |
+| Potential climate predictability of renewable energy supply and demand for Texas given the ENSO hidden state | Science Advances | 2024 | Check Article | Open-access PV research data | [10.1126/sciadv.ado3517](https://doi.org/10.1126/sciadv.ado3517) |
+| India’s photovoltaic potential amidst air pollution and land constraints | iScience | 2023 | Check Article | Open-access PV research data | [10.1016/j.isci.2023.107856](https://doi.org/10.1016/j.isci.2023.107856) |
+| Techno-economic assessment of implementing photovoltaic water villas in Maldives | iScience | 2023 | Check Article | Open-access PV research data | [10.1016/j.isci.2023.106658](https://doi.org/10.1016/j.isci.2023.106658) |
+| Solar-powered simultaneous highly efficient seawater desalination and highly specific target extraction with smart DNA hydrogels | Science Advances | 2023 | Check Article | Open-access PV research data | [10.1126/sciadv.adj1677](https://doi.org/10.1126/sciadv.adj1677) |
+| An Artificial Intelligence Dataset for Solar Energy Locations in India | Scientific Data | 2022 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-022-01499-9](https://doi.org/10.1038/s41597-022-01499-9) |
+| Role of the social factors in success of solar photovoltaic reuse and recycle programmes | Nature Energy | 2021 | Check Article | Open-access PV research data | [10.1038/s41560-021-00888-5](https://doi.org/10.1038/s41560-021-00888-5) |
+| Life cycle assessment of recycling strategies for perovskite photovoltaic modules | Nature Sustainability | 2021 | Check Article | Open-access PV research data | [10.1038/s41893-021-00737-z](https://doi.org/10.1038/s41893-021-00737-z) |
+
+## Urban & Building Integrated (城市与建筑集成)
+
+| Title | Journal | Year | Data Source | Features | DOI |
+| :--- | :--- | :--- | :--- | :--- | :--- |
+| Quantifying benefits of renewable investments for German residential Prosumers in times of volatile energy markets | Nature Communications | 2024 | Check Article | Open-access PV research data | [10.1038/s41467-024-51967-6](https://doi.org/10.1038/s41467-024-51967-6) |
+| Rooftop photovoltaic solar panels warm up and cool down cities | Nature Cities | 2024 | Check Article | Open-access PV research data | [10.1038/s44284-024-00137-2](https://doi.org/10.1038/s44284-024-00137-2) |
+| Research and analysis of energy consumption and energy saving in buildings based on photovoltaic photothermal integration | Scientific Reports | 2024 | Check Article | Open-access PV research data | [10.1038/s41598-024-51209-1](https://doi.org/10.1038/s41598-024-51209-1) |
+| Revised estimates of racial and ethnic disparities in rooftop photovoltaic deployment in the United States | Nature Sustainability | 2023 | Check Article | Open-access PV research data | [10.1038/s41893-023-01134-4](https://doi.org/10.1038/s41893-023-01134-4) |
+| Reply to: Revised estimates of racial and ethnic disparities in rooftop photovoltaic deployment in the United States | Nature Sustainability | 2023 | Check Article | Open-access PV research data | [10.1038/s41893-023-01135-3](https://doi.org/10.1038/s41893-023-01135-3) |
+| Perovskite solar cells for building integrated photovoltaics⁠—glazing applications | Joule | 2022 | Mendeley Data | Open-access PV research data | [10.1016/j.joule.2022.06.003](https://doi.org/10.1016/j.joule.2022.06.003) |
+| Photovoltaic windows cut energy use and CO2 emissions by 40% in highly glazed buildings | One Earth | 2022 | Check Article | Open-access PV research data | [10.1016/j.oneear.2022.10.014](https://doi.org/10.1016/j.oneear.2022.10.014) |
+| Opportunity of rooftop solar photovoltaic as a cost-effective and environment-friendly power source in megacities | iScience | 2022 | Check Article | Open-access PV research data | [10.1016/j.isci.2022.104890](https://doi.org/10.1016/j.isci.2022.104890) |
+| A measured energy use, solar production, and building air leakage dataset for a zero energy commercial building | Scientific Data | 2021 | Figshare / Dryad / Zenodo | Open-access PV research data | [10.1038/s41597-021-01082-8](https://doi.org/10.1038/s41597-021-01082-8) |
+| Feedbacks among electric vehicle adoption, charging, and the cost and installation of rooftop solar photovoltaics | Nature Energy | 2021 | Check Article | Open-access PV research data | [10.1038/s41560-020-00746-w](https://doi.org/10.1038/s41560-020-00746-w) |
+