Context based clearing procedure: A niching method for genetic algorithms

Journal of Advanced Research

Volumn 1, Issue 4, 2010, Pages 301-307

  Fayek, Magda B ^a   Darwish, Nevin M ^a   Ali, Mayada M ^a  

^a CAIRO UNIVERSITY   (Egypt)

Author keywords

Genetic algorithms; Multimodal optimization; Niching methods; Niching problem

Indexed keywords

EID: 78649750367     PISSN: 20901232     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jare.2010.09.001     Document Type: Article

References (15)

1. Goldberg D.E. Genetic algorithms in search, optimization and machine learning 1989, Addison-Wesley Professional. 1st ed.
2. Mahfoud SW. Niching methods extend genetic algorithms, ; 1995. http://citeseer.ist.psu.edu/mahfoud95niching.html.
3. Deb K., Goldberg D.E. An investigation of niche and species formation in genetic function optimization. Proceedings of the third international conference on genetic algorithms 1989, 42-50. Morgan Kaufmann Publishers Inc, George Mason University, United States.
4. Beasley D., Bully D.R., Martinz R.R. A sequential niche technique for multimodal function optimization. Evol Comput 1993, 1(2):101-125.
5. Pétrowski A. A clearing procedure as a niching method for genetic algorithms. In: Proceedings of IEEE international conference on evolutionary computation. Nagoya; 1996. p. 798-803.
6. Cioppa A.D., De Stefano C., Marcelli A. Where are the niches? Dynamic fitness sharing. IEEE Trans Evol Comput 2007, 11(4):453-465.
7. Ellabaan MMH, Ong YS. Valley-adaptive clearing scheme for multimodal optimization evolutionary search. In: 9th international conference on intelligent systems design and applications; 2009. p. 1-6.
8. Shir OM, Bäck T. Dynamic niching in evolution strategies with covariance matrix adaptation. In: 2005 IEEE congress on evolutionary computation, IEEE CEC 2005, vol. 3; 2005. p. 2584-91.
9. Shir O.M., Bäck T. Niche radius adaptation in the CMA-ES niching algorithm. Parallel problem solving from nature - PPSN IX 2006, 142-151. Springer, Berlin/Heidelberg. O.M. Shir, T. Bäck (Eds.).
10. Jelasity M., Dombi J. GAS, a concept on modeling species in genetic algorithms. Artif Intell 1998, 99(1):1-19.
11. Jelasity M. UEGO, an abstract niching technique for global optimization. Parallel problem solving from nature - PPSN 1998, 378-387. Springer, Berlin/Heidelberg. M. Jelasity (Ed.).
12. Ortigosa PM, Garcia I, Jelasity M. Two approaches for parallelizing the UEGO algorithm. ; 2001. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.4.7973.
13. Holland J.H. Adaptation in natural and artificial systems 1992, The MIT Press.
14. Goldberg D, Deb K, Horn J. Massive multimodality, deception and genetic algorithms. In: Proceeding of the 2nd international conference of parallel problem solving from nature, vol. 2; 1992. p. 37-46.
15. Hadhoud M.M., Darwish N.M., Fayek M.B. A context based niching methods for niching GA (Genetic Algorithms) to solve the scheduling problem 2009, Faculty of Engineering, Cairo.