Energy Management Strategy in Consideration of Battery Health for PHEV via Stochastic Control and Particle Swarm Optimization Algorithm
Energy Management Strategy in Consideration of Battery Health for PHEV via Stochastic Control and Particle Swarm Optimization Algorithm
复制标题
通过随机控制和粒子群优化算法考虑PHEV电池健康的能量管理策略
DOI：
10.3390/en10111894
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发表时间：
2017-11
期刊：
影响因子：
3.2
通讯作者：
Li Ping
中科院分区：
文献类型：
--
作者：
Wang Yuying;Jiao Xiaohong;Sun Zitao;Li Ping
This paper presents an energy management strategy for plug-in hybrid electric vehicles (PHEVs) that not only tries to minimize the energy consumption, but also considers the battery health. First, a battery model that can be applied to energy management optimization is given. In this model, battery health damage can be estimated in the different states of charge (SOC) and temperature of the battery pack. Then, because of the inevitability that limiting the battery health degradation will increase energy consumption, a Pareto energy management optimization problem is formed. This multi-objective optimal control problem is solved numerically by using stochastic dynamic programming (SDP) and particle swarm optimization (PSO) for satisfying the vehicle power demand and considering the tradeoff between energy consumption and battery health at the same time. The optimization solution is obtained offline by utilizing real historical traffic data and formed as mappings on the system operating states so as to implement online in the actual driving conditions. Finally, the simulation results carried out on the GT-SUITE-based PHEV test platform are illustrated to demonstrate that the proposed multi-objective optimal control strategy would effectively yield benefits.
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DOI：
10.1109/vppc.2012.6422678
发表时间：
2012-10
期刊：
2012 IEEE Vehicle Power and Propulsion Conference
影响因子：
--
作者：
F. Vidal-Naquet;G. Zito
通讯作者：
F. Vidal-Naquet;G. Zito
影响因子：
3.3
作者：
C. Shiau;N. Kaushal;C. Hendrickson;S. B. Peterson;J. Whitacre;Jeremy J. Michalek
通讯作者：
C. Shiau;N. Kaushal;C. Hendrickson;S. B. Peterson;J. Whitacre;Jeremy J. Michalek
影响因子：
3.2
作者：
Hanho Son;Hyunsoo Kim
通讯作者：
Hanho Son;Hyunsoo Kim
影响因子：
9.2
作者：
F. Martel;Y. Dubé;S. Kelouwani;J. Jaguemont;K. Agbossou
通讯作者：
F. Martel;Y. Dubé;S. Kelouwani;J. Jaguemont;K. Agbossou
影响因子：
3.2
作者：
F. Millo;L. Rolando;Rocco Fuso
通讯作者：
F. Millo;L. Rolando;Rocco Fuso