专题:Solar Radiation and Photovoltaics

This cluster of papers focuses on the application of machine learning methods, particularly artificial neural networks, for forecasting solar radiation and photovoltaic power generation. It covers topics such as solar energy integration, grid-connected PV plant performance prediction, solar position algorithms, and GIS-based site selection for solar farms.
最新文献
Improved multistep ahead photovoltaic power prediction model based on LSTM and self-attention with weather forecast data

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A deep learning framework for photovoltaic power forecasting in multiple interconnected countries

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Physical hydrogel evaporators with uniformly dispersed hydrophobic components for freshwater and electricity cogeneration

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Optimizing solar panel performance with new algorithm incorporating duct with helical tape and hybrid nanofluid

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Machine learning-driven solar irradiance prediction: advancing renewable energy in Rajasthan

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Aerial Imaging-Based Soiling Detection System for Solar Photovoltaic Panel Cleanliness Inspection

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Explainable district heating load forecasting by means of a reservoir computing deep learning architecture

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A graph attention network framework for generalized-horizon multi-plant solar power generation forecasting using heterogeneous data

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A Janus biomass-derived photothermal material with low enthalpy of evaporation and high salt tolerance for efficient solar evaporation

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Spatiotemporal prediction of urban building rooftop photovoltaic potential based on GCN-LSTM

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近5年高被引文献
A survey on deep learning methods for power load and renewable energy forecasting in smart microgrids

article Full Text OpenAlex 523 FWCI35.57239211

Daily energy expenditure through the human life course

article Full Text OpenAlex 510 FWCI21.41323498

Prediction of solar energy guided by pearson correlation using machine learning

article Full Text OpenAlex 481 FWCI50.93839063

Kepler optimization algorithm: A new metaheuristic algorithm inspired by Kepler’s laws of planetary motion

article Full Text OpenAlex 449 FWCI114.69385655

A novel genetic LSTM model for wind power forecast

article Full Text OpenAlex 449 FWCI32.18017946

Short-term offshore wind speed forecast by seasonal ARIMA - A comparison against GRU and LSTM

article Full Text OpenAlex 385 FWCI27.1377012

A global inventory of photovoltaic solar energy generating units

article Full Text OpenAlex 382 FWCI15.21251513

All‐Cold Evaporation under One Sun with Zero Energy Loss by Using a Heatsink Inspired Solar Evaporator

article Full Text OpenAlex 355 FWCI15.17431713

Deep learning models for solar irradiance forecasting: A comprehensive review

review Full Text OpenAlex 353 FWCI37.39244742

Comparison of machine learning methods for photovoltaic power forecasting based on numerical weather prediction

article Full Text OpenAlex 340 FWCI66.5715989