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State of Charge estimation via extended Kalman filter designed for electrochemical equations

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Abstract Lithium ion batteries are used to store energy in electric vehicles. Physical models based on electro-chemistry are partial differential equations coupled to algebraic equations. The state of the battery,… Click to show full abstract

Abstract Lithium ion batteries are used to store energy in electric vehicles. Physical models based on electro-chemistry are partial differential equations coupled to algebraic equations. The state of the battery, and most importantly, the state of charge (SOC) needs to be estimated using limited measurements. In this paper, an extended Kalman filter (EKF) is developed using the electro-chemical model. Some simplifications to the full electro-chemical model are made to facilitate the estimation. The performance of the observer is demonstrated through comparison of simulation results with experimental data.

Keywords: state; state charge; extended kalman; kalman filter

Journal Title: IFAC-PapersOnLine
Year Published: 2017

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