A genetic algorithm-optimized fuzzy logic controller to avoid rear-end collisions

被引:20
|
作者
Chen, Chen [1 ,2 ]
Li, Meilian [1 ]
Sui, Jisheng [3 ]
Wei, Kangwen [1 ]
Pei, Qingqi [1 ]
机构
[1] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710071, Peoples R China
[2] Xidian Ningbo Informat Technol Inst, Ningbo, Zhejiang, Peoples R China
[3] Jilin Elect Power Co Ltd, Informat & Commun Co, Changchun, Peoples R China
基金
中国国家自然科学基金;
关键词
rear-end collision; fuzzy logic; genetic algorithm;
D O I
10.1002/atr.1426
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this paper, a rear-end collision control model is proposed using the fuzzy logic control scheme. Through detailed analysis of car-following cases, our fuzzy control system is established with reasonable control rules. Furthermore, a genetic algorithm is introduced into the fuzzy rules refining process to reduce the computational complexity while maintaining accuracy. Numerical results indicate that our genetic algorithm-optimized fuzzy logic controller outperforms the traditional fuzzy logic controller in terms of better safety guarantee and higher traffic efficiency. Copyright (C) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:1735 / 1753
页数:19
相关论文
共 50 条
  • [21] Optimizing fuzzy logic with genetic algorithm
    Uchibori, A
    Miyajima, K
    Shidama, Y
    Yamaura, H
    1998 SECOND INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED INTELLIGENT ELECTRONIC SYSTEMS, KES '98, PROCEEDINGS, VOL 2, 1998, : 126 - 131
  • [22] Fuzzy logic genetic algorithm for hypercompression
    Jannson, T
    Kostrzewski, A
    Ternovskiy, I
    Kim, D
    APPLICATIONS OF SOFT COMPUTING, 1997, 3165 : 270 - 278
  • [23] Fuzzy Logic Controller Design Based on Genetic Algorithm for DC Motor
    Liu, Chun-juan
    Li, Bian-xia
    Yang, Xiao-xu
    2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC), 2011, : 2662 - 2665
  • [24] Genetic Algorithm Based Fully Automated and Adaptive Fuzzy Logic Controller
    Shill, Pintu Chandra
    Pal, Kishore Kumar
    Amin, Md Faijul
    Murase, Kazuyuki
    IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ 2011), 2011, : 1572 - 1579
  • [25] Optimizing fuzzy logic controller for diabetes type I by genetic algorithm
    Osgouie, Kambiz Ghaemi
    Azizi, Aydin
    2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 2, 2010, : 4 - 8
  • [26] Various hybrid methods based on genetic algorithm with fuzzy logic controller
    Yun, YS
    Gen, M
    Seo, S
    JOURNAL OF INTELLIGENT MANUFACTURING, 2003, 14 (3-4) : 401 - 419
  • [27] Optimization of Fuzzy Logic Controller for Trajectory Tracking Using Genetic Algorithm
    Shill, Pintu Chandra
    Akhand, M. A. H.
    Amin, Md Faijul
    Murase, Kazuyuki
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2011, 15 (06) : 639 - 651
  • [28] Various hybrid methods based on genetic algorithm with fuzzy logic controller
    Youngsu Yun
    Mitsuo Gen
    Seunglock Seo
    Journal of Intelligent Manufacturing, 2003, 14 : 401 - 419
  • [29] Does a tow-bar increase the risk of neck injury in rear-end collisions?
    Olesen, Anne Vingaard
    Elvik, Rune
    Andersen, Camilla Sloth
    Lahrmann, Harry S.
    JOURNAL OF SAFETY RESEARCH, 2018, 65 : 59 - 65
  • [30] The effect of seatbelt tensioner for pregnant female drivers involved in rear-end vehicle collisions
    Hitosugi, Masahito
    Tokudome, Shogo
    INTERNATIONAL JOURNAL OF CRASHWORTHINESS, 2009, 14 (05) : 483 - 487