Title :
Real-time model predictive control for the optimal charging of a lithium-ion battery
Author :
Torchio, Marcello ; Wolff, Nicolas A. ; Raimondo, Davide M. ; Magni, Lalo ; Krewer, Ulrike ; Gopaluni, R. Bushan ; Paulson, Joel A. ; Braatz, Richard D.
Author_Institution :
Dipt. di Ing. Civile e Architettura, Univ. of Pavia, Pavia, Italy
Abstract :
Li-ion batteries are widely used in industrial applications due to their high energy density, slow material degradation, and low self-discharge. The existing advanced battery management systems (ABMs) in industry employ semiempirical battery models that do not use first-principles understanding to relate battery operation to the relevant physical constraints, which results in conservative battery charging protocols. This article proposes a Quadratic Dynamic Matrix Control (QDMC) approach to minimize the charge time of batteries to reach a desired state of charge (SOC) while taking temperature and voltage constraints into account. This algorithm is based on an input-output model constructed from a first-principles electrochemical battery model known in the literature as the pseudo two-dimensional (P2D) model. In simulations, this approach is shown to significantly reduce charging time.
Keywords :
battery management systems; lithium; matrix algebra; predictive control; real-time systems; secondary cells; ABMs; Li; P2D model; QDMC approach; SOC; advanced battery management systems; conservative battery charging protocols; energy density; first-principles electrochemical battery model; input-output model; lithium-ion battery optimal charging; low self-discharge; physical constraints; pseudo two-dimensional model; quadratic dynamic matrix control approach; real-time model predictive control; semiempirical battery models; slow material degradation; state of charge; temperature constraints; voltage constraints; Batteries; Computational modeling; Electrodes; Integrated circuit modeling; Mathematical model; System-on-chip;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7172043