2021
DOI: 10.1016/j.csite.2021.101012
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Optimization of liquid cooling and heat dissipation system of lithium-ion battery packs of automobile

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Cited by 73 publications
(26 citation statements)
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References 26 publications
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“…Deng et al optimized the channels of a novel symmetric double-layer rotating bifurcated liquid cooling system by numerical simulation and multiobjective optimization techniques. Xu et al proposed an adaptive integration algorithm based on an improved particle swarm optimization algorithm to assist in the optimal design of serpentine cooling channels. Optimization strategies can be combined with machine learning and deep learning algorithms; however, accuracy can be biased due to local minimum traps, poor search capabilities, and incorrect parameter settings .…”
Section: Development Of Btmsmentioning
confidence: 99%
“…Deng et al optimized the channels of a novel symmetric double-layer rotating bifurcated liquid cooling system by numerical simulation and multiobjective optimization techniques. Xu et al proposed an adaptive integration algorithm based on an improved particle swarm optimization algorithm to assist in the optimal design of serpentine cooling channels. Optimization strategies can be combined with machine learning and deep learning algorithms; however, accuracy can be biased due to local minimum traps, poor search capabilities, and incorrect parameter settings .…”
Section: Development Of Btmsmentioning
confidence: 99%
“…In conclusion of the optimization studies, the MTD is reduced by 7.49% compared with the initial state and it reached a more uniform temperature distribution for the lithium battery pack. 68 Li et al also analyzed the U-type and serpentine-type liquid cooling systems. Their research showed that two different schemes exhibit results so close to each other about cooling effects.…”
Section: Battery Thermal Management Systemsmentioning
confidence: 99%
“…This state negatively affects the overall efficiency of the EV. 31,[68][69][70][71] On the other hand, this system has some shortcomings and discussed aspects. Especially, its compact structure and high weight, which is crucial to the specific energy of the battery pack, have drawn attention.…”
Section: Liquid Cooling Systemmentioning
confidence: 99%
“…Based on the higher heat dissipation efficiency and good temperature uniformity of liquid cooling methods, [24][25][26] a coupled heat dissipation way was implemented by liquid flow coupled with air flow to conduct the heat generated by batteries rapidly. The thermal management system has been denoted as liquid cold plate coupled with air flow channels (LCP-AFC).…”
Section: Introductionmentioning
confidence: 99%