Multi-objective optimization design of double-hooked corrugated plate dryer based on NSGA-II

被引:0
|
作者
Shuting, Zhong [1 ,2 ]
Rulei, Sun [1 ,2 ]
Yang, Li [3 ]
Qi, Qin [1 ,2 ]
Chaojun, Deng [4 ]
Bo, Wang [1 ,2 ]
Ruifeng, Tian [1 ,2 ]
机构
[1] Harbin Engn Univ, Coll Nucl Sci & Technol, Harbin 150001, Peoples R China
[2] Harbin Engn Univ, Heilongjiang Prov Key Lab Nucl Power Syst & Equipm, Harbin 150001, Peoples R China
[3] Suzhou Nucl Power Res Inst Co Ltd, Shenzhen 518026, Peoples R China
[4] Nucl Power Inst China, Chengdu 610213, Peoples R China
关键词
Double-hooked corrugated plate dryer; Multi-objective optimization; Separation efficiency; Pressure drop; MIST; PERFORMANCE; FLOW;
D O I
10.1016/j.anucene.2024.111042
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
Corrugated plate dryer is an important component in the steam-water separator reheater, and plays a key role in removing droplets from the steam. In order to improve the comprehensive performance of the double-hooked corrugated plate dryer, the computational fluid dynamics (CFD) software was used for numerical simulation. The effects of structural parameters on the performance of the dryer were studied. Based on the extreme gradient boosting algorithm (XGBoost), a prediction model of separation efficiency and pressure drop was established, and the non-dominated sorting genetic algorithms (NSGA-II) was used for multi-objective optimization design to improve the comprehensive performance of the dryer. It is found that the plate bend angle is the key factor affecting the separation efficiency and pressure drop. After multi-objective optimization, the pressure drop of the optimized structure is relatively reduced by 43.87 % and the separation efficiency is relatively increased by 2.81 % compared to the original structure.
引用
收藏
页数:9
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