Model-Based Electrochemical Estimation and Constraint Management for Pulse Operation of Lithium Ion Batteries

被引:272
作者
Smith, Kandler A. [1 ]
Rahn, Christopher D. [2 ]
Wang, Chao-Yang [2 ]
机构
[1] Natl Renewable Energy Lab, Golden, CO 80401 USA
[2] Penn State Univ, Dept Mech & Nucl Engn, University Pk, PA 16802 USA
关键词
Electrochemical model; lithium ion battery; model reduction; reference governor; state-of-charge (SOC) estimation; PARAMETER-ESTIMATION; INSERTION CELL; REFERENCE GOVERNOR; STATE; IMPEDANCE; CHARGE; PERFORMANCE; DISCHARGE; SYSTEMS;
D O I
10.1109/TCST.2009.2027023
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
High-power lithium ion batteries are often rated with multiple current and voltage limits depending on the duration of the pulse event. These variable control limits, however, are difficult to realize in practice. In this paper, a linear Kalman filter based on a reduced order electrochemical model is designed to estimate internal battery potentials, concentration gradients, and state-of-charge (SOC) from external current and voltage measurements. A reference current governor predicts the operating margin with respect to electrode side reactions and surface depletion/saturation conditions responsible for damage and sudden loss of power. The estimates are compared with results from an experimentally validated, 1-D, nonlinear finite volume model of a 6 Ah hybrid electric vehicle battery. The linear filter provides, to within similar to 2%, performance in the 30%-70% SOC range except in the case of severe current pulses that draw electrode surface concentrations to near saturation and depletion, although the estimates recover as concentration gradients relax. With 4 to 7 states, the filter has low-order comparable to empirical equivalent circuit models commonly employed and described in the literature. Accurate estimation of the battery's internal electrochemical state enables an expanded range of pulse operation.
引用
收藏
页码:654 / 663
页数:10
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