TY - JOUR
T1 - Energy management of a power-split plug-in hybrid electric vehicle based on genetic algorithm and quadratic programming
AU - Chen, Zheng
AU - Mi, Chris Chunting
AU - Xiong, Rui
AU - Xu, Jun
AU - You, Chenwen
PY - 2014
Y1 - 2014
N2 - This paper introduces an online and intelligent energy management controller to improve the fuel economy of a power-split plug-in hybrid electric vehicle (PHEV). Based on analytic analysis between fuel-rate and battery current at different driveline power and vehicle speed, quadratic equations are applied to simulate the relationship between battery current and vehicle fuel-rate. The power threshold at which engine is turned on is optimized by genetic algorithm (GA) based on vehicle fuel-rate, battery state of charge (SOC) and driveline power demand. The optimal battery current when the engine is on is calculated using quadratic programming (QP) method. The proposed algorithm can control the battery current effectively, which makes the engine work more efficiently and thus reduce the fuel-consumption. Moreover, the controller is still applicable when the battery is unhealthy. Numerical simulations validated the feasibility of the proposed controller.
AB - This paper introduces an online and intelligent energy management controller to improve the fuel economy of a power-split plug-in hybrid electric vehicle (PHEV). Based on analytic analysis between fuel-rate and battery current at different driveline power and vehicle speed, quadratic equations are applied to simulate the relationship between battery current and vehicle fuel-rate. The power threshold at which engine is turned on is optimized by genetic algorithm (GA) based on vehicle fuel-rate, battery state of charge (SOC) and driveline power demand. The optimal battery current when the engine is on is calculated using quadratic programming (QP) method. The proposed algorithm can control the battery current effectively, which makes the engine work more efficiently and thus reduce the fuel-consumption. Moreover, the controller is still applicable when the battery is unhealthy. Numerical simulations validated the feasibility of the proposed controller.
KW - Fuel-rate
KW - Genetic algorithm (GA)
KW - Plug-in hybrid electric vehicle (PHEV)
KW - Quadratic programming (QP)
KW - State of charge (SOC)
KW - State of health (SOH)
UR - http://www.scopus.com/inward/record.url?scp=84886294012&partnerID=8YFLogxK
U2 - 10.1016/j.jpowsour.2013.09.085
DO - 10.1016/j.jpowsour.2013.09.085
M3 - Article
AN - SCOPUS:84886294012
SN - 0378-7753
VL - 248
SP - 416
EP - 426
JO - Journal of Power Sources
JF - Journal of Power Sources
ER -