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Estimating thermal radiation of vertical jet fires of hydrogen pipeline based on linear integral and machine learning

Abstract Accurate and efficient prediction of thermal radiant of hydrogen jet fire is important to schedule safety design and emergency rescue program for hydrogen pipelines. In response, this paper proposes a novel Optuna-improved back propagation neural network (Optuna-BPNN) to estimate hydrogen j...

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主要な著者: Anqing Fu, Weidong Li, Mingxing Li, Hang Su, Chaoming Wang
フォーマット: Artigo
言語:Inglês
出版事項: Nature Portfolio 2025-10-01
シリーズ:Scientific Reports
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オンライン・アクセス:https://doi.org/10.1038/s41598-025-17462-8
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