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Reseach Article

Comparison of Parents Selection Methods of Genetic Algorithm for TSP

Published on Decmber 2011 by Chetan Chudasama, S. M. Shah, Mahesh Panchal
International Conference on Computer Communication and Networks CSI-COMNET-2011
Foundation of Computer Science USA
COMNET - Number 1
Decmber 2011
Authors: Chetan Chudasama, S. M. Shah, Mahesh Panchal
ae05b179-8e2f-4d01-9b62-ed2f4d070b22

Chetan Chudasama, S. M. Shah, Mahesh Panchal . Comparison of Parents Selection Methods of Genetic Algorithm for TSP. International Conference on Computer Communication and Networks CSI-COMNET-2011. COMNET, 1 (Decmber 2011), 102-105.

@article{
author = { Chetan Chudasama, S. M. Shah, Mahesh Panchal },
title = { Comparison of Parents Selection Methods of Genetic Algorithm for TSP },
journal = { International Conference on Computer Communication and Networks CSI-COMNET-2011 },
issue_date = { Decmber 2011 },
volume = { COMNET },
number = { 1 },
month = { Decmber },
year = { 2011 },
issn = 0975-8887,
pages = { 102-105 },
numpages = 4,
url = { /proceedings/comnet/number1/5431-1019/ },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Proceeding Article
%1 International Conference on Computer Communication and Networks CSI-COMNET-2011
%A Chetan Chudasama
%A S. M. Shah
%A Mahesh Panchal
%T Comparison of Parents Selection Methods of Genetic Algorithm for TSP
%J International Conference on Computer Communication and Networks CSI-COMNET-2011
%@ 0975-8887
%V COMNET
%N 1
%P 102-105
%D 2011
%I International Journal of Computer Applications
Abstract

One of Area of Artificial Intelligence is used to optimize combinatorial problem. Many combinatorial problems like Travelling Salesman, Network Graph problem are optimize by Artificial Intelligence (AI) Searching Methods. One of Searching method of AI is Genetic Algorithm. In Genetic Algorithm parent selection for next generation is very important because solution of problem depends on how much optimized solution derives. In this paper, we present comparative performance of roulette wheel, Elitism and tournament selection method for Travelling Salesman problem. And we found that elitism method is best in all these methods.

References
  1. Fozia Hanif Khan, Nasiruddin Khan, Syed Inyatullah and Shaikh Tajuddin Nizam. Solving TSP problem TSP solving TSP problem by using genetic algorithm. Pages[79-88]. International Journal of Basic & Applied Sciences IJBAS Vol: 9 No: 10.
  2. S.N. Sivananadam, S.N. Deepa, Introduction to Genetic Algorithm, Springer- Verlag Berlin Heidelberg 2008.
  3. G. Kendall and G. Whitwell. An evolutionary approach for the tuning of a chess evaluation function using population dynamics. In Proceedings of the 2001 Congress on Evolutionary Computation, pages 995–1002. IEEE Press, World Trade Center, Seoul, Korea, 2001
  4. Shah, S.M.; Thaker, C. S.; Singh, D.; Multimedia based fitness function optimization through evolutionary game learning, Emerging Trends in Networks and Computer Communications (ETNCC), 2011 International Conference on Publication Year: 2011, page(s): 164- 168.
  5. Goldberg, D.E.: Genetic Algorithm in Search, Optimization and Machine Learning, Addison Wesley pub. Co. (1989)
  6. http://www2.stetson.edu/mathcs/people/students/research/pdf/2010/dwells/final.pdf
Index Terms

Computer Science
Information Sciences

Keywords

Combinatorial problem TSP Genetic algorithm Elitism Roulette wheel selection Tournament selection