Multi-objective optimization research of printed circuit heat exchanger based on RSM and NSGA-II

被引:13
作者
Lv, Junshuai [1 ]
Sun, Yuwei [1 ,2 ,3 ]
Lin, Jie [1 ]
Luo, Xinyu [1 ]
Li, Peiyue [4 ]
机构
[1] Wuhan Univ Technol, Sch Naval Architecture Ocean & Energy Power Engn, Wuhan 430063, Peoples R China
[2] Wuhan Univ Technol, State Key Lab Maritime Technol & Safety, Wuhan 430063, Peoples R China
[3] Wuhan Univ Technol, Natl Engn Res Ctr Water Transport Safety WTS Ctr, MoST, Wuhan 430063, Peoples R China
[4] Luoyang Ship Mat Res Inst LSMRI, Luoyang 471000, Peoples R China
关键词
Supercritical carbon dioxide; Printed circuit heat exchanger; Performance evaluation criteria; Entropy production; Optimization; AIR SIDE PERFORMANCE; EMISSION CHARACTERISTICS;
D O I
10.1016/j.applthermaleng.2024.123925
中图分类号
O414.1 [热力学];
学科分类号
摘要
The printed circuit heat exchanger (PCHE) is widely recognized for its high efficiency and compactness, making it a valuable component in the supercritical carbon dioxide (S-CO2) Brayton cycle. In this study, we established an experimental platform for the PCHE and developed a computational fluid dynamics (CFD) model based on experimental data. We combined machine learning and genetic algorithms (NAGA-II) to investigate the influence of different design variables (ellipticity, Reynolds number, distance between the hot side channels, distance between the hot side and cold side channels) on the friction factor (f), performance evaluation criteria (PEC), and entropy production (S) of PCHE. The results indicate that the proposed RSM model can accurately predict the f, PEC, and S, with prediction coefficients of 0.9009, 0.8591, and 0.9365. Subsequently, the NAGA-II optimization method was employed to perform multi-objective optimization of PCHE properties. The TOPSIS decision method was used to select the optimal case from the Pareto frontier. The best performance was obtained for the PCHE with an ellipticity of 0.99, a distance of 0.53 mm between the hot-side channels, a distance of 0.74 mm between the hot-side and cold-side channels, and a Re of 15230.4. Compared to the original case, the optimal case increased the PEC by 8.5 % and reduced the S by 9.98 %. This study presents a promising method for predicting and optimizing the characteristics of PCHE.
引用
收藏
页数:16
相关论文
共 47 条
[1]   Reduction in greenhouse gas and other emissions from ship engines: Current trends and future options [J].
Aakko-Saksa, Paivi T. ;
Lehtoranta, Kati ;
Kuittinen, Niina ;
Jarvinen, Anssi ;
Jalkanen, Jukka-Pekka ;
Johnson, Kent ;
Jung, Heejung ;
Ntziachristos, Leonidas ;
Gagne, Stephanie ;
Takahashi, Chiori ;
Karjalainen, Panu ;
Ronkko, Topi ;
Timonen, Hilkka .
PROGRESS IN ENERGY AND COMBUSTION SCIENCE, 2023, 94
[2]  
Aubert S, 2018, INT C EN ENG SMART G
[3]   STUDY OF ENTROPY GENERATION IN FUNDAMENTAL CONVECTIVE HEAT-TRANSFER [J].
BEJAN, A .
JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME, 1979, 101 (04) :718-725
[4]  
BOX GEP, 1959, J AM STAT ASSOC, V54, P622
[5]   Air side performance of brazed aluminum heat exchangers [J].
Chang, YJ ;
Wang, CC .
JOURNAL OF ENHANCED HEAT TRANSFER, 1996, 3 (01) :15-28
[6]   Design and off-design performance analysis of supercritical carbon dioxide Brayton cycles for gas turbine waste heat recovery [J].
Chen, Jiancong ;
Liu, Lijun ;
Liao, Gaoliang ;
Zhang, Feng ;
Jiaqiang, E. ;
Tan, Si .
APPLIED THERMAL ENGINEERING, 2023, 235
[7]   Adopting different wind-assisted ship propulsion technologies as fleet retrofit: An agent-based modeling approach [J].
Chica, Manuel ;
Hermann, Roberto Rivas ;
Lin, Ning .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2023, 192
[8]   A novel extension of the SYNTHSEP methodology for the optimal synthesis and design of supercritical CO2 cycles in waste heat recovery applications [J].
Dal Cin, Enrico ;
Lazzaretto, Andrea ;
Toffolo, Andrea .
ENERGY CONVERSION AND MANAGEMENT, 2023, 276
[9]   Development and Application of a Multi-Objective Tool for Thermal Design of Heat Exchangers Using Neural Networks [J].
de Andres Honrubia, Jose Luis ;
Gaviria de la Puerta, Jose ;
Cortes, Fernando ;
Aguirre-Larracoechea, Urko ;
Goti, Aitor ;
Retolaza, Jone .
MATHEMATICS, 2021, 9 (10)
[10]   Air side performance of finned-tube heat exchanger with combination of circular and elliptical tubes [J].
Deepakkumar, R. ;
Jayavel, S. .
APPLIED THERMAL ENGINEERING, 2017, 119 :360-372