Title :
On-line adaptive tuning of a lithium-ion battery cell state of charge observer
Author :
Gagneur, Laurent ; Forgez, Christophe ; Franco, Ana Lucia Driemeyer
Author_Institution :
Renault, Guyancourt, France
Abstract :
This paper deals with the adaptive tuning of a state of charge observer for a lithium ion battery cell, based on an extended Kalman filter and on the main electrochemical phenomena modeling. A high level parameter to tune the observer is introduced and used to reduce the influence of modeling errors on the state of charge estimate.
Keywords :
Kalman filters; lithium; nonlinear filters; observers; secondary cells; Li; electrochemical phenomena modeling; extended Kalman filter; lithium-ion battery cell state of charge observer; online adaptive tuning; state of charge estimation modeling errors; Adaptation models; Batteries; Kalman filters; Observability; Observers; System-on-chip; Tuning;
Conference_Titel :
Energy Conversion Congress and Exposition (ECCE), 2013 IEEE
Conference_Location :
Denver, CO
DOI :
10.1109/ECCE.2013.6646716