Performance of Different Techniques Applied in Genetic Algorithm towards Benchmark Functions

作者: Seng Poh Lim , Habibollah Haron

DOI: 10.1007/978-3-642-36546-1_27

关键词:

摘要: Optimisation is the most interesting problems to be tested by using Artificial Intelligence (AI) methods because different optimal results will obtained when are implemented. Yet, there no exact solution from implemented random function usually applied. Genetic algorithm a popular method which used solve optimisation problems. However, any can execute perfectly way of performs different. Therefore, this paper proposed compare performance GA with operation techniques benchmark functions. This prove that applied in operations let produces result. Based on experiment result, proved perform well but it highly depends The for each have shown obtaining time, minimum and average values

参考文章(17)
F. Vavak, T. C. Fogarty, A comparative study of steady state and generational genetic algorithms for use in nonstationary environments AISB Workshop on Evolutionary Computing. pp. 297- 304 ,(1996) , 10.1007/BFB0032791
Sameh Masmoudi Touj, Najoua Essoukri Ben Amara, Hamid Amiri, Incremental Genetic Algorithm. The International Arab Journal of Information Technology. ,vol. 3, pp. 42- 47 ,(2006)
G. A. Vijayalksmi, S. Rajashekaran, Neural Networks, Fuzzy Logic and Genetic Algorithms Prentice-Hall of India Pvt.Ltd. ,(2004)
Andries P. Engelbrecht, Computational Intelligence: An Introduction ,(2018)
S. N. Deepa, S. N. Sivanandam, Introduction to genetic algorithms ,(2007)
Zheng Xu, Hong-Xuan Huang, Panos M. Pardalos, Cheng-Xian Xu, Filled functions for unconstrained global optimization Journal of Global Optimization. ,vol. 20, pp. 49- 65 ,(2001) , 10.1023/A:1011207512894
Terence C. Fogarty, Frank Vavak, A Comparative Study of Steady State and Generational Genetic Algorithms artificial intelligence and the simulation of behaviour. pp. 297- 304 ,(1996)
David E. Goldberg, Kalyanmoy Deb, A Comparative Analysis of Selection Schemes Used in Genetic Algorithms Foundations of Genetic Algorithms. ,vol. 1, pp. 69- 93 ,(1991) , 10.1016/B978-0-08-050684-5.50008-2
Seng Poh Lim, Habibollah Haron, Surface reconstruction techniques: a review Artificial Intelligence Review. ,vol. 42, pp. 59- 78 ,(2014) , 10.1007/S10462-012-9329-Z
Zalinda Othman, Khairanum Subari, Norhashimah Morad, JOB SHOP SCHEDULING WITH ALTERNATIVE MACHINES USING GENETIC ALGORITHMS Jurnal Teknologi. ,vol. 41, pp. 67- 78 ,(2004) , 10.11113/JT.V41.711