Optimal energy management strategy offuel-cellbattery hybrid electric mining truck to achieve minimum lifecycle operation costs

被引:31
作者
Feng, Yanbiao [1 ,2 ]
Dong, Zuomin [1 ,2 ]
机构
[1] Univ Victoria, Dept Mech Engn, Victoria, BC, Canada
[2] Univ Victoria, Inst Integrated Energy Syst, Victoria, BC, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
adaptive control; battery ESS; energy management strategy; fuel cell electric vehicle; hybrid electric mining truck; overall cost minimization; performance degradation; FUEL-CELL; BATTERY DEGRADATION; POWER MANAGEMENT; VEHICLES; CONSUMPTION; SYSTEM; OPTIMIZATION; MODEL; PERFORMANCE; PREDICTION;
D O I
10.1002/er.5728
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Proton exchange membrane fuel cell (PEMFC) electric vehicle is an effective solution for improving fuel efficiency and onboard emissions, taking advantage of the high energy density and short refuelling time. However, the higher cost and short life of the PEMFC system and battery in an electric vehicle prohibit the fuel cell electric vehicle (FCEV) from becoming the mainstream transportation solution. The fuel efficiency-oriented energy management strategy (EMS) cannot guarantee the improvement of total operating costs. This paper proposes an EMS to minimize the overall operation costs of FCEVs, including the cost of hydrogen fuel, as well as the cost associated with the degradations of the PEMFC system and battery energy storage system (ESS). Based on the PEMFC and battery performance degradation models, their remaining useful life (RUL) models are introduced. The control parameters of the EMS are then optimized using a meta-model based global optimization algorithm. This study presents a new optimal control method for a large mining truck operating on a real closed-road operation cycle, using the combined energy efficiency and performance degradation cost measures of the PEMFC system and lithium-ion battery ESS. Simulation results showed that the proposed EMS could improve the total operating costs and the life of the FCEV.
引用
收藏
页码:10797 / 10808
页数:12
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