Multi-Objective Optimization of Laminar Heat Transfer and Friction Factor in Rectangular Microchannel With Rectangular Vortex Generators: An Application of NSGA-II With Gene Expression Programing Metamodel

被引:22
|
作者
Datta, Aparesh [1 ]
Das, Ajoy Kumar [1 ]
Dey, Prasenjit [1 ]
Sanyal, Dipankar [2 ]
机构
[1] Natl Inst Technol Agartala, Dept Mech Engn, Jirania 799046, Tripura, India
[2] Jadavpur Univ, Dept Mech Engn, Kolkata 700032, W Bengal, India
来源
关键词
microchannel; heat transfer; vortex generator; GEP; NSGA-II; FIELD SYNERGY PRINCIPLE; SHAPED REENTRANT CAVITIES; TRANSFER ENHANCEMENT; FORCED-CONVECTION; LONGITUDINAL VORTICES; ENTROPY GENERATION; ELECTRONIC MODULES; PRESSURE-DROP; LIQUID FLOW; FLUID-FLOW;
D O I
10.1115/1.4035890
中图分类号
O414.1 [热力学];
学科分类号
摘要
Improvement of the effectiveness of heat exchanger is the demand of compact and efficient cooling devices. In that respect, a numerical study of fluid flow and heat transfer has been conducted with different arrangements of simple vortex generator (VG) in a rectangular microchannel Reynolds number (Re) in the range between 200 and 1100. The combined effect of spanwise and pitchwise distance of VG on heat transfer is investigated rigorously to observe the dependence of heat transfer on both. By processing the numerical predictions through gene expression programing and genetic algorithm optimization, the output variations in heat transfer, or Nusselt number, and friction factor with Re and locations of VGs in the channel are predicted in the form of explicit equations. The predicted monotonic increase of the outputs with Re shows heat transfer enhancement of 40-135% at the cost of increased pressure drop by 62-186.7% with respect to channels without VGs.
引用
收藏
页数:12
相关论文
共 44 条
  • [21] Jumping gene adaptations of NSGA-II and their use in the multi-objective optimal design of shell and tube heat exchangers
    Agarwal, Aaditya
    Gupta, Santosh K.
    CHEMICAL ENGINEERING RESEARCH & DESIGN, 2008, 86 (A2): : 123 - 139
  • [22] Optimization of an ammonia-cooled rectangular microchannel heat sink using multi-objective non-dominated sorting genetic algorithm (NSGA2)
    Ahmed Mohammed Adham
    Normah Mohd-Ghazali
    Robiah Ahmad
    Heat and Mass Transfer, 2012, 48 : 1723 - 1733
  • [23] Optimization of an ammonia-cooled rectangular microchannel heat sink using multi-objective non-dominated sorting genetic algorithm (NSGA2)
    Adham, Ahmed Mohammed
    Mohd-Ghazali, Normah
    Ahmad, Robiah
    HEAT AND MASS TRANSFER, 2012, 48 (10) : 1723 - 1733
  • [24] Multi-objective optimization of two-phase ice slurry flow and heat transfer characteristics in helically coiled tubes with RSM and NSGA-II
    Mi, Sha
    Liu, Jing
    Cai, Lingling
    Xu, Chao
    INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2024, 199
  • [25] Multi-objective optimization of thermodynamic and dynamic performance of free-piston Vuilleumier heat pump using NSGA-II
    Sun, Jiachen
    Guan, Jinhuan
    Luo, Baojun
    Liu, Jingping
    Hofbauer, Peter
    INTERNATIONAL JOURNAL OF REFRIGERATION, 2023, 151 : 161 - 172
  • [26] Multi-objective spectral range optimization for different heat source temperatures to maximize thermophotovoltaic performance using NSGA-II
    Liu, Xiu-Li
    Li, Xiao-Lei
    Xia, Xin-Lin
    Chen, Xue
    RENEWABLE ENERGY, 2024, 237
  • [27] A Hybrid Multi-objective Optimization Algorithm Based on NSGA-II and MOGWO and Its Application to Optimal Design of Electromagnetic Devices
    Wang, Xinyu
    Li, Yilun
    PROCEEDINGS OF 2023 INTERNATIONAL CONFERENCE ON WIRELESS POWER TRANSFER, VOL 2, ICWPT 2023, 2024, 1159 : 412 - 423
  • [28] MULTI-OBJECTIVE THERMAL OPTIMIZATION OF A NANOFLUID-COOLED RECTANGULAR MICROCHANNEL HEAT SINK USING GENETIC ALGORITHM: A COMPARATIVE STUDY
    Fazeli, Hamid
    PROCEEDINGS OF ASME 2021 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION (IMECE2021), VOL 11, 2021,
  • [29] Multi-Objective Parameter Optimization for Cross-Sectional Deformation of Double-Ridged Rectangular Tube in Rotary Draw Bending by Using Response Surface Methodology and NSGA-II
    Zhang, Honglie
    Liu, Yuli
    Liu, Chunmei
    METALS, 2017, 7 (06):
  • [30] A NSGA-II based approach for multi-objective optimization of a reconfigurable manufacturing transfer line supported by Digital Twin: A case study
    Ali, M. A.
    Alarjani, A.
    Mumtaz, M. A.
    ADVANCES IN PRODUCTION ENGINEERING & MANAGEMENT, 2023, 18 (01): : 116 - 129