4.8 Article

Lithium-ion battery cell-level control using constrained model predictive control and equivalent circuit models

Journal

JOURNAL OF POWER SOURCES
Volume 285, Issue -, Pages 374-384

Publisher

ELSEVIER
DOI: 10.1016/j.jpowsour.2015.03.074

Keywords

Model predictive control; Lithium ion battery; Equivalent circuit model; Battery management systems

Funding

  1. Advanced Research Projects Agency-Energy (ARPA-E), U.S. Department of Energy [DE-AR0000271]
  2. General Motors/University of Michigan Advanced Battery Coalition for Drivetrains (GM/UM ABCD)
  3. College of Engineering and Applied Science, University of Colorado Colorado Springs

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This paper introduces a novel application of model predictive control (MPC) to cell-level charging of a lithium-ion battery utilizing an equivalent circuit model of battery dynamics. The approach employs a modified form of the MPC algorithm that caters for direct feed-though signals in order to model near-instantaneous battery ohmic resistance. The implementation utilizes a 2nd-order equivalent circuit discrete-time state-space model based on actual cell parameters; the control methodology is used to compute a fast charging profile that respects input, output, and state constraints. Results show that MPC is well-suited to the dynamics of the battery control problem and further suggest significant performance improvements might be achieved by extending the result to electrochemical models. (C) 2015 Elsevier B.V. All rights reserved.

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