Title :
A new battery modelling method based on simulation error minimization
Author :
Cheng Zhang ; Kang Li ; Zhile Yang ; Lei Pei ; Chunbo Zhu
Author_Institution :
Sch. of Electron., Electr. Eng. & Comput. Sci., Queen´s Univ. Belfast, Belfast, UK
Abstract :
A new battery modelling method is presented based on the simulation error minimization criterion rather than the conventional prediction error criterion. A new integrated optimization method to optimize the model parameters is proposed. This new method is validated on a set of Li ion battery test data, and the results confirm the advantages of the proposed method in terms of the model generalization performance and long-term prediction accuracy.
Keywords :
battery management systems; optimisation; secondary cells; battery modelling method; integrated optimization method; long term prediction accuracy; model generalization performance; simulation error minimization; Batteries; Data models; Integrated circuit modeling; Minimization; Predictive models; System-on-chip; Training;
Conference_Titel :
PES General Meeting | Conference & Exposition, 2014 IEEE
Conference_Location :
National Harbor, MD
DOI :
10.1109/PESGM.2014.6939188
