Title :
Development and implementation of control-oriented electrochemical battery models in a battery management system
Author_Institution :
Vehicle Controls & Syst. Eng., R&A, Ford Motor Co., Dearborn, MI, USA
Abstract :
This paper proposes an approach to develop reduced-order electrochemical battery models for controls. The reduced-order models are derived from detailed electrochemical battery models, which combine ionic and electronic processes in the level of active material particles, through a significant model reduction with the order of hundreds or more. The reduction is possible through the understanding of electrochemical process in battery cells. The developed models can capture most of key electrochemical dynamics in a cell with a few state variables. The model is validated using real-world vehicle test data, which consist of both charge depleting (CD) and charge sustaining (CS) driving modes. The models were implemented and tested in a battery management system (BMS).
Keywords :
battery management systems; electrochemistry; reduced order systems; secondary cells; active material particle; battery management system; charge depleting; charge sustaining driving mode; control oriented electrochemical battery models; electrochemical dynamics; electrochemical process; electronic process; ionic process; reduced order models; vehicle test data; Accuracy; Batteries; Computational modeling; Electrodes; Predictive models; Vehicle dynamics;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170818