Multi-objective optimization of helical coil steam generator in high temperature gas reactors with genetic algorithm and response surface method

被引:44
|
作者
Sun, Jinxiang [1 ]
Zhang, Ruibo [1 ]
Wang, Mingjun [1 ]
Zhang, Jing [1 ]
Qiu, Suizheng [1 ]
Tian, Wenxi [1 ]
Su, G. H. [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Nucl Sci & Technol, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
关键词
Helical coil steam generator; High temperature gas reactor; Flow and heat transfer; Multi-objective optimization; TUBE HEAT-EXCHANGERS; LAMINAR-FLOW; ENTROPY GENERATION; NEURAL-NETWORK; 2-PHASE FLOW; EXERGY LOSS; SHELL; DESIGN; PREDICTION; CODE;
D O I
10.1016/j.energy.2022.124976
中图分类号
O414.1 [热力学];
学科分类号
摘要
High temperature gas reactors (HTGRs) have broad prospects in industry. The helical coil steam generator, which plays an important role in energy conversion in HTGRs, is widely adopted due to its high thermal efficiency. However, the design and performance analysis for helical coil steam generators is a definitely tough job induced by its complex structure and operation conditions. In this paper, an innovative multi-objective optimization process was proposed to manage the key parameter design of steam generators in HTGRs. Firstly, the system response of steam generators is investigated. The sensitivity of geometric parameters on the steam generator thermal performance is obtained through the response surface methodology (RSM). Finally, the geometric parameters of steam generators are optimized using the genetic algorithm with the goal of a higher heat transfer coefficient and a lower tube side pressure drop. Compared with the original design pressure drop (1.19 MPa) and heat transfer coefficient (1.007 kW.m(-2).K-1, the optimal solution obtained by multi-objective genetic algorithm (MOGA) decreases the pressure drop by 50.76% and improves the overall heat transfer coefficient by 15.00%. It shows that MOGA performs well in heat transfer optimization of steam generators in HTGRs.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Multi-objective optimization of a double helical coil heat exchanger using response surface method and genetic algorithm
    Huang, Jin
    Luo, Xiangyu
    Wang, Pengfei
    Qin, Zhenqi
    Gu, Jiaxin
    Zhou, Shuaiqi
    Zhao, Wensheng
    INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2024, 199
  • [2] Multi-objective optimization of microchannel heatsink with wavy microtube by combining response surface method and genetic algorithm
    Jahanbakhshi, Akram
    Nadooshan, Afshin Ahmadi
    Bayareh, Morteza
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2022, 140 : 12 - 31
  • [3] Thermal-hydraulic Characteristics Analysis Method of Helical Coil Steam Generator in High Temperature Gas Reactor
    Wang M.
    Sun J.
    Zhang J.
    Tian W.
    Qiu S.
    Su G.
    Yuanzineng Kexue Jishu/Atomic Energy Science and Technology, 2022, 56 (11): : 2262 - 2271
  • [4] Compensation method in genetic algorithm for multi-objective optimization
    Yuan Hua
    Chen Guo-qing
    PROCEEDINGS OF 2005 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1 AND 2, 2005, : 943 - 946
  • [5] Numerical investigation on the thermal load heterogeneity of multi-assembly helical coil steam generator in high temperature gas-cooled reactor
    Liu, Kai
    Wang, Mingjun
    Zhang, Jing
    Guo, Kailun
    Tian, Wenxi
    Qiu, Suizheng
    ENERGY, 2023, 281
  • [6] Multi-objective optimization of air dehumidification membrane module based on response surface method and genetic algorithm
    Liu, Yilin
    Chai, John C.
    Cui, Xin
    Yan, Weichao
    Li, Na
    Jin, Liwen
    ENERGY REPORTS, 2023, 9 : 2201 - 2212
  • [7] Structural optimization of mining decanter centrifuge based on response surface method and multi-objective genetic algorithm
    Cong, Peichao
    Zhou, Dong
    Li, Wenbin
    Deng, Murong
    CHEMICAL ENGINEERING AND PROCESSING-PROCESS INTENSIFICATION, 2025, 212
  • [8] Application of response surface method and multi-objective genetic algorithm to configuration optimization of Shell-and-tube heat exchanger with fold helical baffles
    Wang, Simin
    Xiao, Juan
    Wang, Jiarui
    Jian, Guanping
    Wen, Jian
    Zhang, Zaoxiao
    APPLIED THERMAL ENGINEERING, 2018, 129 : 512 - 520
  • [9] Multi-objective optimization of the tooth surface in helical gears using design of experiment and the response surface method
    Park, Chan I. L.
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2010, 24 (03) : 823 - 829
  • [10] Multi-objective optimization of the tooth surface in helical gears using design of experiment and the response surface method
    Chan IL Park
    Journal of Mechanical Science and Technology, 2010, 24 : 823 - 829