Probabilistic Analysis of Solar Cell Performance Using Gaussian Processes

IEEE Journal of Photovoltaics(2022)

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摘要
This article investigates the application of machine learning-based probabilistic prediction methodologies to estimate the performance of silicon-based solar cells. The concept of confidence-bound regions is introduced and the advantages of this concept are discussed in detail. The results show that the optical and electrical performance of a photovoltaic device can be accurately estimated using G...
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关键词
Predictive models,Training,Data models,Semiconductor device modeling,Performance evaluation,Gaussian processes,Databases
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