DocumentCode :
3098015
Title :
Mathematical modeling and simulation of lead acid battery
Author :
Khafagy, Hafiz S. ; Makk, Asaad
Author_Institution :
CAE Dept., Ford Motor Co., Dearborn, MI, USA
fYear :
2004
fDate :
19-23 April 2004
Firstpage :
137
Abstract :
In this paper, a new systematic methodology for extracting a mathematical model of a lead acid battery is developed. The developed model is based on studying the battery electrical behaviors. Also, it includes battery dynamics such as the state of charge, the change in the battery capacity, the effect of the temperature and the change in the load current representing the battery dynamics. The developed methodology depends on online learning. The algorithm used for learning is the recursive least square (RLS). The use of learning fine-tunes the parameters of a mathematical model to emulate a real battery dynamics. Also, it enables the estimated model to cover wide band of ambiguity and nonlinearity included in the battery dynamics.
Keywords :
electrical engineering computing; electrical engineering education; lead acid batteries; battery dynamics; lead acid battery; mathematical modeling; online learning; recursive least square algorithm; Batteries; Computer aided engineering; Least squares methods; Mathematical model; Resonance light scattering; Temperature; Wideband;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technologies: From Theory to Applications, 2004. Proceedings. 2004 International Conference on
Print_ISBN :
0-7803-8482-2
Type :
conf
DOI :
10.1109/ICTTA.2004.1307653
Filename :
1307653
Link To Document :
بازگشت