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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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Detaylı Bibliyografya
Asıl Yazarlar: Anqing Fu, Weidong Li, Mingxing Li, Hang Su, Chaoming Wang
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Nature Portfolio 2025-10-01
Seri Bilgileri:Scientific Reports
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Online Erişim:https://doi.org/10.1038/s41598-025-17462-8
Etiketler: Etiketle
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