Browse > Article
http://dx.doi.org/10.5391/JKIIS.2002.12.2.123

Fuzzy Traffic Controller with Control Rules and Membership Functions Generated by Genetic Algorithms  

Kim, Byeong-Man (금오공과대학교 컴퓨터공학부)
Kim, Jong-Wan (대구대학교 컴퓨터정보공학부)
Huh, Nam-Chul (대구미래대학 컴퓨터정보처리학과)
Publication Information
Journal of the Korean Institute of Intelligent Systems / v.12, no.2, 2002 , pp. 123-128 More about this Journal
Abstract
A fuzzy traffic controller with the control rules and the membership functions generated by using genetic algorithm is presented for crossroad management. Conventional fuzzy traffic controllers use control rules and membership functions generated by human operators. However, this approach does not guarantee the optimal solution to design fuzzy control system. Genetic algorithm is a good solution for an optimal problem requiring domain-specific knowledge that is often heuristic. In this paper, we use genetic algorithms to automatically determine the near optimal rules and their membership functions of fuzzy traffic controllers. The effectiveness of our method was shown through simulation of crossroad network.
Keywords
Fuzzy Traffic Controller; Genetic Algorithm;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 신경망 및 퍼지규칙을 이용한 최적교통신호주기 알고리즘 /
[ 홍유식;박종국 ] / 대한전자공학회논문지   과학기술학회마을
2 유전 알고리즘에 의해 생성된 퍼지 소속함수를 갖는 교통 신호 제어 /
[ 김종완;김병만;김주연 ] / 한국 퍼지 및 지능 시스템학회 논문지   과학기술학회마을
3 /
[ McShane, W.R.;Roess, R. P. ] / Traffic Engineering
4 Traffic Fuzzy Control: Software and Hardware Implementations /
[ Jamshidi, M.;Kelsey,R.;Bisset, K. ] / Proc. of 5th IFSA World Congress
5 Fuzzy Traffic Cotrol: Adaptive Strategies /
[ Favilla, J.;Machion, A.;Gomide, F. ] / Proc. of 2nd IEEE Int'l Conf. on Fuzzy Systems   DOI
6 /
[ Goldberg, D. ] / Genetic Algorithms in Search, Optimization and Machine Learning
7 A GA-Based Fuzzy Traffic Simulation for Crossroad Management /
[ Jong-Wan Kim;Byeong Man Kim ] / Proc. of the 2001 Congress on Evolutionary Computation   DOI
8 A Fuzzy Logic Controller for a Traffic Junction /
[ Pappis, C.P.;Mamdani, E.H. ] / IEEE Trans. on Systems, Man, and Cybernetics   DOI
9 그룹교차로를 위한 퍼지 신호기의 설계 및 구현 /
[ 이지형 ] / 한국과학기술원 석사학위논문
10 퍼지 교통신호 제어에 관한 연구 /
[ 홍윤광;조성원;최경삼 ] / 한국퍼지시스템학회 1994년도 춘계학술발표대회 논문집
11 A Fuzzy Logic Control Simulator for Adaptive Traffic Management /
[ Kim, J ] / Proc. of 6th IEEE Int'l Conf. on Fuzzy Systems   DOI
12 /
[ Grefenstette, J.;Buckles, B.(ed.);Petry, F.(ed.) ] / Optimization of Control Parameters for Genetic Algorithms, Genetic Algoritms