Design of high-performance water-in-glass evacuated tube solar water heaters by a high-throughput screening based on machine learning: A combined modeling and experimental study
Solar Energy(2017)
摘要
•A novel method for designing water-in-glass evacuated tube SWHs was proposed.•3.538125×108 combinations of extrinsic properties were screened by a machine learning model.•Two new designs with high predicted heat collection rates (HCRs) were installed & measured.•The two new designs had higher measured HCRs than all the 915 samples in our previous database.
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关键词
Water-in-glass evacuated tube solar water heater (WGET-SWH),Heat collection rate,High-throughput screening (HTS),Artificial neural networks (ANNs)
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