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 27 条
[1]  
[Anonymous], 2012, Genetic Algorithms: Concepts and Designs
[2]  
[Anonymous], 2011, 811754 US DOT
[3]  
[Anonymous], 2013, Proceedings of the Second International Conference on Genetic Algorithms
[4]  
Banzi M, 2014, MAKE GETTING STARTED
[5]  
Berenji H.R., 1992, INTRO FUZZY LOGIC AP, P69
[6]   Determination of scaling factors for fuzzy logic control using the sliding-mode approach: Application to control of a DC machine drive [J].
Betin, Franck ;
Sivert, Arnaud ;
Yazidi, Amine ;
Capolino, Gerard-Andre .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2007, 54 (01) :296-309
[7]  
Chen C, 2012, INT J DISTRIB SENS N, V2012, P3485
[8]   Fuzzy logic and RULA method for assessing the risk of working [J].
Cruz Rivero, Lidilia ;
Garcia Rodriguez, Rogelio ;
Del Rosario Perez, Ma. ;
Mar, Carlos ;
Juarez, Zuleyma .
6TH INTERNATIONAL CONFERENCE ON APPLIED HUMAN FACTORS AND ERGONOMICS (AHFE 2015) AND THE AFFILIATED CONFERENCES, AHFE 2015, 2015, 3 :4816-4822
[9]  
David KKA, 2013, SYST INT SII 2013 SI
[10]  
Doi A., 1994, JSAE Review, V15, P335, DOI DOI 10.1016/0389-4304(94)90216-X