Battery thermal management: An optimization study of parallelized conjugate numerical analysis using Cuckoo search and Artificial bee colony algorithm

被引:74
作者
Afzal, Asif [1 ,2 ]
Samee, A. D. Mohammed [1 ,2 ]
Jilte, R. D. [3 ]
Islam, Md Tariqul [4 ]
Manokar, A. Muthu [5 ]
Razak, Kaladgi Abdul [1 ,2 ]
机构
[1] PA Coll Engn, Dept Mech Engn, Mangaluru 574153, India
[2] Visvesvaraya Technol Univ, Belagavi, India
[3] Lovely Profess Univ, Dept Mech Engn, Phagwara 144411, Punjab, India
[4] Univ Queensland, Sch Chem Engn, Brisbane, Qld 4072, Australia
[5] BS Abdur Rahman Crescent Inst Sci & Technol, Dept Mech Engn, Vandalur 600048, Tamil Nadu, India
关键词
Battery thermal analysis; Optimization; Conjugate condition; Coolants; Cuckoo search; Artificial bee colony algorithm; LITHIUM-ION BATTERY; COMPUTATIONAL FLUID-DYNAMICS; MULTIOBJECTIVE OPTIMIZATION; PARAMETRIC OPTIMIZATION; OPERATING-CONDITIONS; DESIGN OPTIMIZATION; HEAT-GENERATION; COOLING PLATE; PERFORMANCE; PACK;
D O I
10.1016/j.ijheatmasstransfer.2020.120798
中图分类号
O414.1 [热力学];
学科分类号
摘要
Thermal management of heat-generating battery packs involve many operating parameters affecting its performance, efficiency, and maintenance. Heat generation (Q(gen)), conductivity ratio (Cr), Reynolds number (Re), spacing between the packs (W-s), and coolant Prandtl number (Pr) are the parameters selected as working parameters for conjugate thermal analysis and optimization. The thermal analysis of battery packs is carried out numerically using the finite volume method. Single and multi-objective optimization of thermal management characteristics, namely maximum temperature (T-b, (max)), average Nusselt number (Nu(a)(vg)), and coefficient of friction (Fc(avg)) using Cuckoo search (CS) and artificial bee colony (ABC) algorithm is attempted. For faster numerical analysis, the developed code is parallelized using OpenMP paradigm. 25 coolants having Pr in the range 0.02 to 511.5 belonging to five categories i.e. gases, oils, thermal oils, nanofluids, and liquid metals, are adopted for optimization. Nu(a)(vg) and Fc(avg) are not affected by Cr and Q(gen), while T-b, (max) changes significantly. W-s, Pr, and Re impact these characters differently, demanding the need for optimization. Nanofluids and thermal oils have emerged as the best coolants for optimized thermal characteristics at higher heat generations. CS algorithm provided high fitness of objective functions in single-objective optimization, whereas the ABC algorithm converged with high fitness during multi-objective optimization. (C) 2020 Elsevier Ltd. All rights reserved.
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页数:21
相关论文
共 78 条
[71]   Cuckoo Search via Levey Flights [J].
Yang, Xin-She ;
Deb, Suash .
2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, :210-+
[72]   Cuckoo search: recent advances and applications [J].
Yang, Xin-She ;
Deb, Suash .
NEURAL COMPUTING & APPLICATIONS, 2014, 24 (01) :169-174
[73]   Design and Optimization of Cooling Plate for Battery Module of an Electric Vehicle [J].
Ye, Ben ;
Rubel, Md Rashedul Haque ;
Li, Hongjun .
APPLIED SCIENCES-BASEL, 2019, 9 (04)
[74]   Prediction of Thermal Barrier Coatings Microstructural Features Based on Support Vector Machine Optimized by Cuckoo Search Algorithm [J].
Ye, Dongdong ;
Wang, Weize ;
Xu, Zhou ;
Yin, Changdong ;
Zhou, Haiting ;
Li, Yuanjun .
COATINGS, 2020, 10 (07)
[75]   The Structure Optimization of Lithium-ion Battery Pack Based on Fluid-solid Conjugate Thermodynamic Analysis [J].
Ye, Min ;
Xu, Yining ;
Huangfu, Yangfang .
CLEANER ENERGY FOR CLEANER CITIES, 2018, 152 :643-648
[76]   Obtaining More Accurate Thermal Boundary Conditions of Machine Tool Spindle Using Response Surface Model Hybrid Artificial Bee Colony Algorithm [J].
Zhang, Leilei ;
Xuan, Jianping ;
Shi, Tielin .
SYMMETRY-BASEL, 2020, 12 (03)
[77]   A Hybrid Ant Colony and Cuckoo Search Algorithm for Route Optimization of Heating Engineering [J].
Zhang, Yang ;
Zhao, Huihui ;
Cao, Yuming ;
Liu, Qinhuo ;
Shen, Zhanfeng ;
Wang, Jian ;
Hu, Minggang .
ENERGIES, 2018, 11 (10)
[78]   Thermal behavior study of discharging/charging cylindrical lithium-ion battery module cooled by channeled liquid flow [J].
Zhao, Chunrong ;
Cao, Wenjiong ;
Dong, Ti ;
Jiang, Fangming .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2018, 120 :751-762