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February 26, 2026BatteriesOpen Access

Multi-Objective Optimization of CPCM–Liquid Cooling Hybrid Thermal Management Systems for Lithium-Ion Batteries via NSGA-II Optimized Artificial Neural Networks

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Authors

QXQianqian XinXZXu ZhangTYTianqi Yang

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Overview

Multi-objective optimization shows improved thermal management in lithium-ion batteries, suggesting enhanced safety and energy efficiency for electric vehicles.

Key Points

  • The central aim is to optimize hybrid thermal management systems for lithium-ion batteries under extreme conditions.
  • Hybrid BTMS design using CPCM and liquid cooling
  • Comparison with pure air cooling, pure CPCM, and pure liquid cooling systems
  • Integration of ANN model with NSGA-II algorithm for optimization
  • Maintained battery temperature at 45.27 °C without extra power
  • Reduced thermal fluctuation amplitude by 12.1%
  • Achieved a 5.9% reduction in power consumption compared to initial design

Cite This Study

Xin et al. (2026) studied this question.

synapsesocial.com/papers/699f95571bc9fecf3dab2efehttps://doi.org/10.3390/batteries12030078
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Design of a Li-ion battery cooling system incorporating PCM, heat pipes, and liquid circuits using marine predator algorithm-enhanced ANN and multi-verse optimization2026 · 2 citations
  2. 2A Synergistic Hybrid CPCM–Liquid Thermal Management System for High-Power Battery Modules2026
  3. 3Comparative Thermal Analysis of PCM and Hybrid Cooling with Liquid Cooling for Lithium Ion Battery2026
  4. 4Optimization of hybrid thermal management system in electric vehicle lithium-ion battery using mini-channel cooling and copper-foam-enhanced phase change material2026
  5. 5Optimization of thermal non-uniformity challenges in liquid-cooled lithium-ion battery packs using NSGA-II2024 · 39 citations