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作者:

Ruan, Jiageng (Ruan, Jiageng.) | Wu, Changcheng (Wu, Changcheng.) | Cui, Hanghang (Cui, Hanghang.) | Li, Weihan (Li, Weihan.) | Sauer, Dirk Uwe (Sauer, Dirk Uwe.)

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摘要:

The anxiety-provoking driving range has always been an obstacle to the large-scale popularization of electric vehicles (EVs). To improve the driving range without affecting the driving performance, a Dual-Motor Two-Speed All-Wheel-Drive (DMTS-AWD) electrified powertrain is proposed in this work. The system adopts amotor on the front axle and rear axle, respectively, and the rear motor adopts a two-speed automaticmechanical transmission to improve energy efficiency and dynamic performance. An advanced Delayed Deep Deterministic Policy Gradient (TD3)-based Energy Management Strategy (EMS) is used to pursue bettermotor working efficiency with consideration of practicability. In addition, a direct control method without complicating the structure of the actor network is proposed to realize mode selection and torque distribution simultaneously, which is a discrete(mode)-continuous (motor torque) hybrid action space. The simulation results show that the energy consumption of DMTS-AWD with TD3-based EMS improves by 6.44% compared to the Single-Motor Single-Speed (SMSS) powertrain, which is comparable to the global optimization method. Moreover, the proposedEMSin this paper has a faster convergence speed and better adaptability compared with the classic Deep Deterministic Policy Gradient (DDPG).

关键词:

Twin delayed deep deterministic policy gradient dual-motor two-speed electric vehicle energy management strategy all-wheel-drive

作者机构:

  • [ 1 ] [Ruan, Jiageng]Univ Technol Beijing, Beijing 100020, Peoples R China
  • [ 2 ] [Wu, Changcheng]Beijing Univ Technol, Dept Mat & Mfg, Coll Intelligent Machinery, Beijing 100020, Peoples R China
  • [ 3 ] [Cui, Hanghang]Beijing Univ Technol, Dept Mat & Mfg, Coll Intelligent Machinery, Beijing 100020, Peoples R China
  • [ 4 ] [Li, Weihan]Rhein Westfal TH Aachen, Inst Power Elect & Elect Drives ISEA, Chair Electrochem Energy Convers & Storage Syst, D-52074 Aachen, Germany
  • [ 5 ] [Sauer, Dirk Uwe]Rhein Westfal TH Aachen, Inst Power Elect & Elect Drives ISEA, Chair Electrochem Energy Convers & Storage Syst, D-52074 Aachen, Germany

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来源 :

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

ISSN: 0018-9545

年份: 2023

期: 9

卷: 72

页码: 11415-11427

6 . 8 0 0

JCR@2022

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SCOPUS被引频次: 23

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