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Offline Multiobjective Optimization for Fast Charging and Reduced Degradation in Lithium-Ion Battery Cells Using Electrochemical Dynamics

Authors :
Won Tae Joe
Fredric Lam
Anirudh Allam
Yohwan Choi
Simona Onori
Source :
IEEE Control Systems Letters. 5:2066-2071
Publication Year :
2021
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2021.

Abstract

The rapid charging of lithium ion battery cells while minimizing degradation is a key challenge in battery management. Offline optimal control frameworks employing physics-based models provide a first-principles approach to this problem that provides critical insights and benchmarks for real-time oriented online optimization algorithms. In this letter, we approach the optimal control problem of minimizing both charging time and degradation of a NMC battery using the single shooting optimization framework, employing a coupled electrochemical-thermal-aging model. The aging mechanism used captures growth of the SEI layer, solvent diffusion. The effectiveness of the single shooting method using a piecewise polynomial control and the low sensitivity of the method to chosen numerical parameters in the multi-objective problem is illustrated. The tradeoff between charging time and degradation is investigated numerically.

Details

ISSN :
24751456
Volume :
5
Database :
OpenAIRE
Journal :
IEEE Control Systems Letters
Accession number :
edsair.doi...........738d141eb1b687890d1b860fb3b4a0d1
Full Text :
https://doi.org/10.1109/lcsys.2020.3046378