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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Cost-efficient recycling of organic photovoltaic devices | Joule | 2024 | Mendeley Data | Open-access PV research data | 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 |
| 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 |
| Solar energy storage as salt for cooling? | Joule | 2022 | Mendeley Data | Open-access PV research data | 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 |
| 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 |
| Solar photovoltaic interventions have reduced rural poverty in China | Nature Communications | 2020 | Check Article | Regional dataset (China) | 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 |
| State-of-play of contending silicon photovoltaic technologies | Joule | 2026 | Mendeley Data | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Closing the loop for perovskite solar modules | Nature Sustainability | 2021 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| All-polymer indoor photovoltaic modules | iScience | 2021 | Check Article | Open-access PV research data | 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 |
| 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 |
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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Mine photovoltaic systems for a sustainable energy transition | Joule | 2025 | Mendeley Data | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Combining photovoltaic elements | Nature Energy | 2024 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| The carbon intensity of integrated photovoltaics | Joule | 2023 | Mendeley Data | Open-access PV research data | 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 |
| 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 |
| Solar power challenges | Nature Sustainability | 2022 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Drivers of photovoltaic uncertainty | Nature Climate Change | 2021 | Check Article | Open-access PV research data | 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 |
| Spin photovoltaic effect in magnetic van der Waals heterostructures | Science Advances | 2021 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
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 |
| 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 |
| 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 |
| 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 |
| Global photovoltaic solar panel dataset from 2019 to 2022 | Scientific Data | 2025 | Figshare / Dryad / Zenodo | Global scale dataset | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Worldwide rooftop photovoltaic electricity generation may mitigate global warming | Nature Climate Change | 2025 | Check Article | Global scale dataset | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Quantifying effects of solar power adoption on CO2 emissions reduction | Science Advances | 2025 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Photovoltaic-sorbent system for water and electricity generation | Joule | 2024 | Mendeley Data | Open-access PV research data | 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 |
| 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 |
| Chemically tuned intermediate band states in atomically thin CuxGeSe/SnS quantum material for photovoltaic applications | Science Advances | 2024 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Ultrafast response of spontaneous photovoltaic effect in 3R-MoS2–based heterostructures | Science Advances | 2022 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Climate change extremes and photovoltaic power output | Nature Sustainability | 2020 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Resource potential mapping of bifacial photovoltaic systems in India | iScience | 2023 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| Impacts of solar intermittency on future photovoltaic reliability | Nature Communications | 2020 | Check Article | Open-access PV research data | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |