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A comprehensive review and analysis of solar forecasting techniques

Frontiers in Energy 2022年第2期16卷 187-223页

作者： Pardeep SINGLA Manoj DUHAN Sumit SAROHA Department of ECE Deenbandhu Chhotu Ram University of Science and TechnologyMurthalSonepat 131039India Department of Printing Technology(Electrical Engineering) Guru Jambheshwar University of Science and TechnologyHisar 125001India

In the last two decades,renewable energy has been paid immeasurable attention to toward the attainment of electricity requirements for domestic,industrial,and agriculture *** forecasting plays a vital role in smooth operation,scheduling,and balancing of electricity production by standalone PV plants as well as grid interconnected solar PV *** models and techniques have been developed in short,mid and long-term solar *** paper analyzes some of the potential solar forecasting models based on various methodologies discussed in literature,by mainly focusing on investigating the influence of meteorological variables,time horizon,climatic zone,pre-processing techniques,air pollution,and sample size on the complexity and accuracy of the *** make the paper reader-friendly,it presents all-important parameters and findings of the models revealed from different studies in a tabular mode having the year of publication,time resolution,input parameters,forecasted parameters,error metrics,and *** literature studied showed that ANN-based models outperform the others due to their nonlinear complex problem-solving *** accuracy can be further improved by hybridization of the two models or by performing pre-processing on the input ***,it also discusses the diverse key constituents that affect the accuracy of a *** has been observed that the proper selection of training and testing period along with the correlated dependent variables also enhances the accuracy of the model.

关键词： forecasting techniques hybrid models neural network solar forecasting error metric support vector machine(SVM)

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A Concise Overview on solar Resource Assessment and forecasting

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Advances in Atmospheric Sciences 2022年第8期39卷 1239-1251页

作者： Dazhi YANG Wenting WANG Xiang'ao XIA School of Electrical Engineering and Automation Harbin Institute of TechnologyHarbin 150006China Key Laboratory for Middle Atmosphere and Global Environment Observation(LAGEO)

China’s recently announced directive on tackling climate change,namely,to reach carbon peak by 2030 and to achieve carbon neutrality by 2060,has led to an unprecedented nationwide response among the academia and *** such a directive,a rapid increase in the grid penetration rate of solar in the near future can be fully *** solar radiation is an atmospheric process,its utilization,as to produce electricity,has hitherto been handled by *** that,it is thought important to bridge the two fields,atmospheric sciences and solar engineering,for the common good of carbon *** thisüberreview,all major aspects pertaining to solar resource assessment and forecasting are discussed in *** the size of the topic at hand,instead of presenting technical details,which would be overly lengthy and repetitive,the overarching goal of this review is to comprehensively compile a catalog of some recent,and some not so recent,review papers,so that the interested readers can explore the details on their own.

关键词： review solar forecasting solar resource assessment

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