Battery-Health Conscious Power Management in Plug-In Hybrid Electric Vehicles via Electrochemical Modeling and Stochastic Control

被引:164
|
作者
Moura, Scott J. [1 ]
Stein, Jeffrey L. [2 ]
Fathy, Hosam K. [3 ]
机构
[1] Univ Calif San Diego, Mech & Aerosp Engn Dept, San Diego, CA 92093 USA
[2] Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
[3] Penn State Univ, Dept Mech & Nucl Engn, University Pk, PA 16802 USA
基金
美国国家科学基金会;
关键词
Batteries; electrochemical modeling; optimal control; plug-in hybrid vehicles; power management; stochastic control; LITHIUM-ION BATTERIES; LI; SIMULATION; ENERGY;
D O I
10.1109/TCST.2012.2189773
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper develops techniques to design plug-in hybrid electric vehicle (PHEV) power management algorithms that optimally balance lithium-ion battery pack health and energy consumption cost. As such, this research is the first to utilize electrochemical battery models to optimize the power management in PHEVs. Daily trip length distributions are integrated into the problem using Markov chains with absorbing states. We capture battery aging by integrating two example degradation models: solid-electrolyte interphase (SEI) film formation and the "Ah-processed" model. This enables us to optimally tradeoff energy cost versus battery-health. We analyze this tradeoff to explore how optimal control strategies and physical battery system properties are related. Specifically, we find that the slope and convexity properties of the health degradation model profoundly impact the optimal charge depletion strategy. For example, solutions that balance energy cost and SEI layer growth aggressively deplete battery charge at high states-of-charge (SoCs), then blend engine and battery power at lower SoCs.
引用
收藏
页码:679 / 694
页数:16
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