Numerical Design and Optimization of Finned Tube Heat Exchanger with Curved Serration Based on Multi-Layered Neural Network and Tree-Structured Parzen Estimator Algorithm

TONG Shuiguang, CHEN Xin, TONG Zheming, YANG Qi

热科学学报 ›› 2025, Vol. 34 ›› Issue (4) : 1417-1430.

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Journal of Thermal Science

热科学学报
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热科学学报 ›› 2025, Vol. 34 ›› Issue (4) : 1417-1430. DOI: 10.1007/s11630-025-2136-z  CSTR: 32141.14.JTS-025-2136-z

Numerical Design and Optimization of Finned Tube Heat Exchanger with Curved Serration Based on Multi-Layered Neural Network and Tree-Structured Parzen Estimator Algorithm

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Numerical Design and Optimization of Finned Tube Heat Exchanger with Curved Serration Based on Multi-Layered Neural Network and Tree-Structured Parzen Estimator Algorithm

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{{article.zuoZheCn_L}}. {{article.title_cn}}[J]. {{journal.qiKanMingCheng_CN}}, 2025, 34(4): 1417-1430 https://doi.org/10.1007/s11630-025-2136-z
{{article.zuoZheEn_L}}. {{article.title_en}}[J]. {{journal.qiKanMingCheng_EN}}, 2025, 34(4): 1417-1430 https://doi.org/10.1007/s11630-025-2136-z
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