Efficient Computation of Safe, Fast Charging Protocols for Multiphase Lithium-Ion Batteries: A Lithium Iron Phosphate Case Study

16 Pages Posted: 18 Mar 2023

See all articles by Giacomo Galuppini

Giacomo Galuppini

Massachusetts Institute of Technology (MIT); University of Pavia

Marc D. Berliner

affiliation not provided to SSRN

Huada Lian

affiliation not provided to SSRN

Debbie Zhuang

affiliation not provided to SSRN

Martin Z. Bazant

Massachusetts Institute of Technology (MIT) - Department of Chemical Engineering

Richard D. Braatz

Massachusetts Institute of Technology (MIT)

Abstract

Fast charging is a desirable feature for lithium-ion batteries. Charging at high currents, however, can damage the battery and accelerate aging processes. Fast charging protocols are typically computed by solving an optimization in which the cost function and constraints encode the conflicting requirements of safety and speed. A key element of the optimization is the choice of the dynamic model of the battery, with an inherent tradeoff between model accuracy and computational complexity. An oversimplified model may result in unreliable protocols, whereas a complex model may result in an optimization that is too computationally expensive to be suitable for real-time applications. This article describes an approach for embedding a complex battery model into charging optimization while having low computational cost. Multiphase Porous Electrode Theory is used to provide an accurate description of batteries characterized by multiphase materials, and the optimization is solved by transformation into mixed discrete-continuous simulation of a set of Differential Algebraic Equations. The methodology is applied to an MPET model of commercially available Lithium Iron Phosphate batteries. Protocols based on a variety of operational constraints are computed to assess both the effectiveness of the approach, and the advantages and disadvantages of the charging protocols.

Keywords: lithium-ion batteries, Lithium Iron Phosphate, Multiphase Porous Electrode Theory, Fast charging, Charging Protocols, Optimal Control

Suggested Citation

Galuppini, Giacomo and Berliner, Marc D. and Lian, Huada and Zhuang, Debbie and Bazant, Martin Z. and Braatz, Richard D., Efficient Computation of Safe, Fast Charging Protocols for Multiphase Lithium-Ion Batteries: A Lithium Iron Phosphate Case Study. Available at SSRN: https://ssrn.com/abstract=4392427 or http://dx.doi.org/10.2139/ssrn.4392427

Giacomo Galuppini

Massachusetts Institute of Technology (MIT) ( email )

University of Pavia ( email )

Marc D. Berliner

affiliation not provided to SSRN ( email )

No Address Available

Huada Lian

affiliation not provided to SSRN ( email )

No Address Available

Debbie Zhuang

affiliation not provided to SSRN ( email )

No Address Available

Martin Z. Bazant

Massachusetts Institute of Technology (MIT) - Department of Chemical Engineering ( email )

77 Massachusetts Avenue, Room 66-350
Cambridge, MA 02139
United States

Richard D. Braatz (Contact Author)

Massachusetts Institute of Technology (MIT) ( email )

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