Title :
Nonlinear observer designs for state-of-charge estimation of Lithium-ion batteries
Author :
Dey, Satadru ; Ayalew, Beshah
Author_Institution :
Int. Center for Automotive Res., Clemson Univ., Greenville, SC, USA
Abstract :
State-of-Charge (SOC) information is very crucial for the control, diagnostics and monitoring of Li-ion cells/batteries. Compared to conventional data-driven or equivalent circuit models often employed in battery management systems, electrochemical battery models have the potential to give physically accurate the SOC information by tracking the Li-ion concentration in each electrode. In this paper, two nonlinear observer designs are presented to estimate Li-ion battery State-of-Charge based on reductions of an electrochemical model. The first observer design uses a constant gain Luenberger structure whereas the second one improves it by weighing the gain with the output Jacobian. For both observer designs, Lyapunov´s direct method is applied and the design problems are converted to solving LMIs. Simulation results are included to demonstrate the effectiveness of both observer designs.
Keywords :
Jacobian matrices; Lyapunov methods; battery management systems; electrochemical electrodes; equivalent circuits; linear matrix inequalities; observers; secondary cells; LMI; Li-ion cell-battery monitoring; Lyapunov direct method; SOC estimation; battery management system; constant gain Luenberger structure; electrochemical battery model; electrode; equivalent circuit model; lithium-ion battery; nonlinear observer design; output Jacobian; state-of-charge estimation; Batteries; Computational modeling; Convergence; Integrated circuit modeling; Observers; Symmetric matrices; System-on-chip; Control applications; Estimation; Observers for nonlinear systems;
Conference_Titel :
American Control Conference (ACC), 2014
Conference_Location :
Portland, OR
Print_ISBN :
978-1-4799-3272-6
DOI :
10.1109/ACC.2014.6858766