Multi-objective design optimization of battery thermal management system for electric vehicles

S Su, W Li, Y Li, A Garg, L Gao, Q Zhou - Applied Thermal Engineering, 2021 - Elsevier
Lithium batteries are commonly used as the primary power storage unit for electric vehicles,
and their performance is sensitive to temperature. Thus, the battery thermal management …

Surrogate based multi-objective design optimization of lithium-ion battery air-cooled system in electric vehicles

L Cheng, A Garg, AK Jishnu, L Gao - Journal of Energy Storage, 2020 - Elsevier
An effective and efficient lithium-ion Battery Thermal Management System (BTMS) design
can significantly improve the performance of the battery pack. However, it is difficult to …

Multi‐objective design optimization for mini‐channel cooling battery thermal management system in an electric vehicle

W Li, X Peng, M Xiao, A Garg… - International Journal of …, 2019 - Wiley Online Library
Lithium‐ion battery packs have been generally used as the power source for electric
vehicles. Heat generated during discharge and limited space in the battery pack may bring …

Experimental and numerical investigation on efficient optimization of battery thermal management systems

J Zhang, X Wu, D Zhou, QY Li, X Li, K Chen - Applied Thermal Engineering, 2023 - Elsevier
Air-cooled battery thermal management systems are widely used in electric vehicles for
cooling of battery pack. Design of air-cooled systems is in urgent need to enable the …

Design and optimization of a hybrid battery thermal management system for electric vehicle based on surrogate model

W Zhang, Z Liang, W Wu, G Ling, R Ma - … Journal of Heat and Mass Transfer, 2021 - Elsevier
The hybrid thermal management scheme for lithium-ion battery combining the advantages of
various thermal management strategies has been widely adopted. However, due to the …

Cooling performance and optimization of a new hybrid thermal management system of cylindrical battery

W Zeng, Y Niu, S Li, S Hu, B Mao, Y Zhang - Applied Thermal Engineering, 2022 - Elsevier
To enhance the temperature uniformity of liquid cooling system, an effective strategy was
proposed based on liquid cooling and micro heat pipe array (MHPA) for prismatic batteries …

Design a J-type air-based battery thermal management system through surrogate-based optimization

Y Liu, J Zhang - Applied Energy, 2019 - Elsevier
Battery thermal management system is of great importance to the performance and safety of
electric vehicles. The conventional U-and Z-type air-based structures may fail to meet the …

An intelligent thermal management system for optimized lithium-ion battery pack

W Zhuang, Z Liu, H Su, G Chen - Applied Thermal Engineering, 2021 - Elsevier
Battery thermal management system is one of the most essential parts for the battery pack in
electric vehicles. In this paper, a new battery thermal management system is developed …

Surrogate based multidisciplinary design optimization of lithium-ion battery thermal management system in electric vehicles

X Wang, M Li, Y Liu, W Sun, X Song… - Structural and …, 2017 - Springer
A battery thermal management system (BTMS) is a complex system that uses various heat
removal and temperature control strategies to keep battery packs at optimal thermal …

Cooling efficiency improvement of air-cooled battery thermal management system through designing the flow pattern

K Chen, W Wu, F Yuan, L Chen, S Wang - Energy, 2019 - Elsevier
Air-cooled battery thermal management system (BTMS) is one of the most commonly used
solutions to maintain the appropriate temperature of battery pack in electric vehicle. In the …