Fuzzy-Energy-Management-Based Intelligent Direct Torque Control for a Battery-Supercapacitor Electric Vehicle

被引:21
|
作者
Oubelaid, Adel [1 ]
Alharbi, Hisham [2 ]
Bin Humayd, Abdullah S. [3 ]
Taib, Nabil [1 ]
Rekioua, Toufik [1 ]
Ghoneim, Sherif S. M. [2 ]
机构
[1] Univ Bejaia, Fac Technol, Lab Technol Industrielle & Informat, Bejaia 06000, Algeria
[2] Taif Univ, Dept Elect Engn, POB 11099, Taif 21944, Saudi Arabia
[3] Umm Al Qura Univ, Dept Elect Engn, Mecca 21421, Saudi Arabia
关键词
genetic algorithm; hybrid electric vehicle; direct torque control; power management; fuzzy logic control; RT LAB; POWERTRAIN; CELLS;
D O I
10.3390/su14148407
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents a proposed fuzzy energy management strategy developed for a battery-super capacitor electric vehicle. In addition to providing different driving modes, the proposed strategy delivers the suitable type and amount of power to the vehicle. Furthermore, the proposed strategy takes into account possible failures in vehicle power sources. The speed and torque of the HEV traction machine are simultaneously controlled using a genetic algorithm that provides simultaneous tuning via the use of newly proposed cost functions that give the designer the ability to tradeoff and prioritize between the design variables to be minimized. The simulation results show that the intelligent speed and torque control and the fuzzy power management strategy improved the vehicle's performance in terms of ripple minimization. The real-time simulation is conducted using the RT LAB simulator, and the results obtained correspond to those obtained in the numerical simulation using MATLAB/Simulink.
引用
收藏
页数:20
相关论文
共 50 条
  • [21] Assessment of Battery-Supercapacitor Topologies of an Electric Vehicle under Real Driving Conditions
    Pipicelli, Michele
    Sessa, Bernardo
    De Nola, Francesco
    Gimelli, Alfredo
    Di Blasio, Gabriele
    VEHICLES, 2023, 5 (02): : 424 - 445
  • [22] Adaptive energy management of a battery-supercapacitor energy storage system for electric vehicles based on flexible perception and neural network fitting
    Zhu, Tao
    Wills, Richard G. A.
    Lot, Roberto
    Ruan, Haijun
    Jiang, Zhihao
    APPLIED ENERGY, 2021, 292
  • [23] Robust Tracking Control Design of Hybrid Battery-Supercapacitor Energy Storage System in Electric Vehicles
    Zhao, Yang
    Qin, Feiyan
    Zhang, Zhaoyun
    IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2025, 11 (01): : 3262 - 3276
  • [24] Review of battery-supercapacitor hybrid energy storage systems for electric vehicles
    Gopi, Chandu V․V. Muralee
    Ramesh, R.
    Results in Engineering, 2024, 24
  • [25] Peak Current Control of Battery-Supercapacitor Hybrid Energy Storage
    Kozhushko, Yuliia
    Karbivska, Tetiana
    Pavkovic, Danijel
    Bondarenko, Oleksandr
    2020 IEEE KHPI WEEK ON ADVANCED TECHNOLOGY (KHPI WEEK), 2020, : 396 - 401
  • [26] Energy Management System in Battery Electric Vehicle Based on Fuzzy Logic Control to Optimize the Energy Consumption in HVAC System
    Abulifa, Abdulhadi Abdulsalam
    Soh, Azura Binti Che
    Hassan, Mohd Khair
    Ahmad, Raja Mohd Kamil Raja
    Radzi, Mohd Amran Mohd
    INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2019, 11 (04): : 11 - 20
  • [27] An Energy Management Strategy Based on DDPG With Improved Exploration for Battery/Supercapacitor Hybrid Electric Vehicle
    Zhang, Jingyi
    Tao, Jili
    Hu, Yuanmin
    Ma, Longhua
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (05) : 3999 - 4008
  • [28] An Intelligent Energy Management and Control System for Electric Vehicle
    Chellaswamy, C.
    Ramesh, R.
    2014 INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION CONTROL AND COMPUTING TECHNOLOGIES (ICACCCT), 2014, : 180 - 184
  • [29] A MPC Based Energy Management Strategy for Battery-Supercapacitor Combined Energy Storage System of HEV
    Liu Sanfeng
    Peng Jun
    Li Liran
    Gong Xiaohui
    Lu Honghai
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 8727 - 8731
  • [30] An adaptive energy management approach for battery-supercapacitor hybrid energy storage system
    Yuksek, Gokhan
    Alkaya, Alkan
    BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2024, 72 (04)