Optimal Input Design for Parameter Identification in an Electrochemical Li-ion Battery Model

被引:0
|
作者
Park, Saehong [1 ]
Kato, Dylan [1 ]
Gima, Zach [1 ]
Klein, Reinhardt [2 ]
Moura, Scott [1 ]
机构
[1] Univ Calif Berkeley, Energy Controls & Applicat Lab eCAL, Berkeley, CA 94720 USA
[2] Robert Bosch LLC, Res & Technol Ctr, Palo Alto, CA 94304 USA
关键词
Electrochemical Model; Sensitivity Analysis; System Identification; Input Design; Levenberg-Marquardt; STATE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of optimally designing an excitation input for parameter identification of an electrochemical Li-ion battery model. The optimized input is obtained by solving a relaxed, convex knapsack problem. In contrast to performing parameter identification with standard test cycles, we consider the problem as designing an optimal input trajectory that maximizes parameter identifiability. Specifically, we analytically derive sensitivity equations for the electrochemical model. This approach enables parameter sensitivity analysis and optimal parameter fitting via a gradient-based algorithm. The simulation results show that the optimized inputs achieve faster parameter identification compared to standard test cycles and tighten the parameter estimation confidence intervals.
引用
收藏
页码:2300 / 2305
页数:6
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