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Author:

Shen, Zhen (Shen, Zhen.) | Luo, Can (Luo, Can.) | Dong, Xisong (Dong, Xisong.) | Lu, Wanze (Lu, Wanze.) | Lv, Yisheng (Lv, Yisheng.) | Xiong, Gang (Xiong, Gang.) | Wang, Fei-Yue (Wang, Fei-Yue.)

Indexed by:

EI Scopus SCIE

Abstract:

The number of vehicles is rapidly increasing. An effective control strategy for Hybrid Electric Vehicles (HEVs) is important. In this paper, we present a two-level control strategy that combines the Adaptive-Equivalent Consumption Minimization Strategy (A-ECMS) and the Adaptive Dynamic Programming (ADP). At the lower level, the A-ECMS is used to convert the consumed charge into Equivalent Fuel Consumption (EFC) for every sample moment, and a PI controller is used to adjust the values of the equivalent factor of the A-ECMS. At the upper level, the ADP is used to find the minimum of EFC corresponding to equivalent factor for every sample moment, and it maintains the State of Charge (SOC) of battery to charge and discharge smoothly in a high-efficiency field for the HEV. As by the ADP, we look into the future and then we can have a better estimate for the equivalent factor than the ordinary A-ECMS. In this way, we can save energy as well as calculate instantaneous parameters for the control strategy. Compared with a typical rule-based control strategy, the proposed control method saves EFC up to 10.3% and the stability of the SOC is increased by more than 60%, tested on benchmarks.

Keyword:

Minimization Energy management Hybrid electric vehicles Fuels Electronic countermeasures energy control Optimization adaptive-equivalent consumption minimization strategy Adaptive dynamic programming Mechanical power transmission hybrid electric vehicle

Author Community:

  • [ 1 ] [Shen, Zhen]Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
  • [ 2 ] [Luo, Can]Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
  • [ 3 ] [Dong, Xisong]Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
  • [ 4 ] [Lv, Yisheng]Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
  • [ 5 ] [Xiong, Gang]Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
  • [ 6 ] [Wang, Fei-Yue]Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
  • [ 7 ] [Shen, Zhen]Qingdao Acad Intelligent Ind, Intelligent Mfg Ctr, Qingdao 266109, Peoples R China
  • [ 8 ] [Lu, Wanze]Beijing Univ Technol, Sch Artificial Intelligence & Automat, Beijing 100124, Peoples R China
  • [ 9 ] [Xiong, Gang]Chinese Acad Sci, Guangdong Engn Res Ctr 3D Printing & Intelligent, Cloud Comp Ctr, Donggguan 523808, Peoples R China

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Source :

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

ISSN: 1524-9050

Year: 2022

Issue: 8

Volume: 23

Page: 13178-13189

8 . 5

JCR@2022

8 . 5 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:49

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 28

SCOPUS Cited Count: 30

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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