Identification of drivers' driving habits and shift schedule correction for vehicles with automatic transmission

被引:5
|
作者
Xia, Guang [1 ,2 ]
Zhang, Hualei [1 ,2 ]
Tang, Xiwen [3 ]
Wu, Shilong [3 ]
Zhao, Linfeng [2 ]
Hu, Jinfang [2 ]
机构
[1] Hefei Univ Technol, Inst Automot Engn, 193 Tunxi St,Mailbox 116, Hefei 230009, Anhui, Peoples R China
[2] Hefei Univ Technol, Sch Automot & Traff Engn, Hefei, Anhui, Peoples R China
[3] Natl Univ Def Technol, Coll Elect Engn, Hefei, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Driving habit recognition; phase space reconstruction; driving habit evaluation index; shifting correction; real vehicle; BEHAVIOR; INFORMATION; SYSTEMS;
D O I
10.1177/09544070211034325
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Resource conservation has become a hot topic, and driving habits also have a significant impact on a car's fuel consumption. In view of the different needs of drivers with different driving habits for automatic transmission and shift characteristics, a vehicle automatic transmission, and shift correction control strategy based on driving habit recognition is proposed. Based on the analysis of drivers' driving behavior, the phase space reconstruction method is first used to reconstruct the time series of driving control signals, and the driving habit identification and gear shift correction control are conducted based on the correlation dimension and Kolmogorov entropy evaluation index. Simulation and real car test show that the identification method based on phase space reconstruction method and driving habits evaluation index can accurately identify drivers' driving habits. The gear shift correction control strategy based on driving habit recognition fully meets the different requirements of different drivers for the gearshift performance of vehicles and improves the intelligence degree of automatic transmission of vehicles.
引用
收藏
页码:805 / 824
页数:20
相关论文
共 46 条
  • [1] Control Strategy for Shift Schedule Correction Based on Driving Habits for Vehicles with Automatic Transmission
    Xia, Guang
    Gao, Jun
    Tang, Xiwen
    Wang, Shaojie
    Sun, Baoqun
    INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY, 2020, 21 (02) : 407 - 418
  • [2] Control Strategy for Shift Schedule Correction Based on Driving Habits for Vehicles with Automatic Transmission
    Guang Xia
    Jun Gao
    Xiwen Tang
    Shaojie Wang
    Baoqun Sun
    International Journal of Automotive Technology, 2020, 21 : 407 - 418
  • [3] Study on Shift Schedule of Pure Electric Vehicles Automatic Transmission
    Huang, Kang
    Yan, Min Liang
    Wang, Zhao
    Zhu, Dan Dan
    MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 1212 - 1216
  • [4] Study on shift schedule saving energy of automatic transmission of ground vehicles
    龚捷
    赵丁选
    陈鹰
    陈宁
    Journal of Zhejiang University Science, 2004, (07) : 130 - 135
  • [5] Study on shift schedule saving energy of automatic transmission of ground vehicles
    Gong J.
    Zhao D.-X.
    Chen Y.
    Chen N.
    Journal of Zhejiang University-SCIENCE A, 2004, 5 (7): : 878 - 883
  • [6] Study on Shift Schedule of Automatic Transmission Based on Road Environment and Driving Intentions
    Song, Yongdao
    Cheng, Xiusheng
    Liu, Xi
    Han, Peng
    MATERIALS PROCESSING TECHNOLOGY II, PTS 1-4, 2012, 538-541 : 758 - +
  • [7] Study of the Engineering Vehicles of Automatic Transmission Shift Schedule Based on Fuzzy Neural Network
    Huang, Yong Jing
    Yao, Jin
    Han, Jia Hua
    Wu, Di
    MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 1720 - 1723
  • [8] Shift schedule of dual clutch automatic transmission based on driver type identification
    Liu, Xi
    He, Ren
    Cheng, Xiusheng
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2015, 31 (20): : 68 - 73
  • [9] Research on Automatic Mechanical Transmission Shift Schedule
    Cao, Yabin
    ADVANCES IN MECHANICAL DESIGN, PTS 1 AND 2, 2011, 199-200 : 318 - 322
  • [10] Graphic method on automatic transmission shift schedule
    Zheng, Lei
    Guo, Kong-Hui
    Yu, Tian-Ming
    Ge, An-Lin
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2009, 39 (SUPPL. 1): : 5 - 9