PREDICTIVE ENERGY MANAGEMENT;
CYCLE-LIFE;
VEHICLES;
OPTIMIZATION;
MODEL;
DESIGN;
D O I:
10.1016/j.energy.2021.120368
中图分类号:
O414.1 [热力学];
学科分类号:
摘要:
For plug-in hybrid electric buses, optimizing the battery size is beneficial for lowering the capital cost and improving the efficiency of energy split between multiple power sources. In addition to the energy management strategy, the optimization of battery size is highly dependent on expected trip mileage. For a fleet of urban buses, the travel distance varies between different routes or even within the same route due to random events. The strategy proposed in this paper addresses uncertainty in route length by a method that coordinates the energy management strategy and battery aging to determine optimal battery size. The route length is assumed to follow a normal distribution, and the overall speed profile along the route is composed of basic driving cycles established using a Markov chain model. The co-optimization of battery size, energy management, and battery aging is formulated as a convex programming problem. The optimal battery size for a given expectation value of route length is identified by minimizing the total weighted cost of energy consumption and battery aging over the whole route length distribution. The results, when assuming a variable route length and calculating a weighted cost, are significantly different compared to the case when a fixed route length is used. When optimal depth-of-discharge is not considered, the weighted cost versus route length has a shallow parabolic shape, and an optimal battery size corresponding to minimum weighted cost can be identified. If the optimal depth-of-discharge is taken into account, the optimal battery size is roughly constant versus route length. (C) 2021 Elsevier Ltd. All rights reserved.
机构:
Ningbo Univ Technol, Fac Sci, Ningbo 315211, Zhejiang, Peoples R ChinaNingbo Univ Technol, Fac Sci, Ningbo 315211, Zhejiang, Peoples R China
Chen, Zheng
Li, Liang
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Automot Safety & Energy, Beijing 100084, Peoples R ChinaNingbo Univ Technol, Fac Sci, Ningbo 315211, Zhejiang, Peoples R China
Li, Liang
Hu, Xiaosong
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h-index: 0
机构:
Chongqing Univ, Dept Automot Engn, Chongqing 400044, Peoples R ChinaNingbo Univ Technol, Fac Sci, Ningbo 315211, Zhejiang, Peoples R China
Hu, Xiaosong
Yan, Bingjie
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h-index: 0
机构:
Tsinghua Univ, State Key Lab Automot Safety & Energy, Beijing 100084, Peoples R ChinaNingbo Univ Technol, Fac Sci, Ningbo 315211, Zhejiang, Peoples R China
Yan, Bingjie
Yang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Automot Safety & Energy, Beijing 100084, Peoples R ChinaNingbo Univ Technol, Fac Sci, Ningbo 315211, Zhejiang, Peoples R China
机构:
Univ Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, Spain
CSIC UPC, Inst Robot & Informat Ind, Llorens i Artigas 4-6, Barcelona 08028, SpainUniv Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, Spain
Roda, Vicente
Carroquino, Javier
论文数: 0引用数: 0
h-index: 0
机构:
Univ Zaragoza, Dept Elect Engn, Maria de Luna 3, Zaragoza 50018, Spain
Intergia Energia Sostenible SL, Av Cataluna 19, Zaragoza 50014, SpainUniv Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, Spain
Carroquino, Javier
Valino, Luis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, SpainUniv Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, Spain
Valino, Luis
Lozano, Antonio
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h-index: 0
机构:
Univ Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, SpainUniv Zaragoza, CSIC, LIFTEC, Maria de Luna 10, Zaragoza 50018, Spain
机构:
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R ChinaJiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China
Tian, Xiang
Cai, Yingfeng
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R ChinaJiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China
Cai, Yingfeng
Sun, Xiaodong
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R ChinaJiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China
Sun, Xiaodong
Zhu, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R ChinaJiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China
Zhu, Zhen
Wang, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China
Xihua Univ, Vehicle Measurement Control & Safety Key Lab Sichu, Chengdu 610039, Peoples R China
Xihua Univ, Prov Engn Res Ctr New Energy Vehicle Intelligent C, Chengdu 610039, Peoples R ChinaJiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China
Wang, Yong
Xu, Yiqiang
论文数: 0引用数: 0
h-index: 0
机构:
Nexteer Automot Suzhou Co Ltd, Suzhou 215000, Peoples R ChinaJiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Peoples R China