| Title of paper:
|
A generalized net model of a mutation operator for the breeder genetic algorithm
|
| Author(s):
|
| Olympia Roeva
|
| Centre of Biomedical Engineering – Bulgarian Academy of Sciences, 105, Acad. G. Bonchev Str., Sofia 1113, Bulgaria
|
| olympia@clbme.bas.bg
|
| Anthony Shannon
|
Raffles College of Design and Commerce, North Sydney, 2060, Australia
Warrane College, University of New South Wales, Kensington, 1465, Australia
|
| t.shannon@warrane.unsw.edu.au
|
|
| Presented at:
|
9th IWGN, Sofia, 4 July 2008
|
| Published in:
|
Conference proceedings, pages 59—63
|
| Download:
|
 PDF (167 Kb, File info)
|
| Abstract:
|
A generalized net model of the mutation operator for the genetic algorithm is developed. The apparatus of generalized nets is considered as an appropriate tool for describing the performance of the genetic algorithm. The proposed generalized net model is a realization of the mutation operator for the Breeder genetic algorithm. The resulting GN model can be considered as a separate net, but also can be aggregated into a generalized net model which describes the whole genetic algorithm performance.
|
| Keywords:
|
Generalized nets, Breeder genetic algorithms, Mutation
|
| References:
|
- Aladjov H., K. Atanassov, A Generalized Net for Genetic Algorithms Learning, Proc. of the XXX Spring Conference of the Union of Bulgarian Mathematicians, Borovets, 2001, 242-249.
- Atanassov K., Generalized Nets and Systems Theory, Sofia, Academic Publishing House “Prof. M. Drinov”, 1997.
- Atanassov K., Generalized Nets, Singapore, New Jersey, London, World Scientific, 1991.
- Atanassov K., H. Aladjov, Generalized Nets in Artificial Intelligence, Vol. 2: Generalized nets and Machine Learning, Prof. M. Drinov Academic Publishing House, Sofia, 2000.
- Crisan C., H. Mühlenbein, The Breeder Genetic Algorithm for Frequency Assignment, Lecture Notes in Computer Science, 1498, 1998, 897.
- Montiel O., O. Castillo, P. Melin, R. Sepulveda, Application of a Breeder Genetic Algorithm for Filter Optimization, Natural Computing: An International Journal Archive, 4(1), 2005, 11-37.
- Montiel O., O. Castillo, R. Sepulveda, P. Melin, Application of a Breeder Genetic Algorithm for Finite Impulse Filter Optimization, Information Sciences, 161, 2004, 139-158.
- Mühlenbein H., D. Schlierkamp-Voosen, Predictive Model for Breeder Genetic Algorithm, Evolutionary Computation, 1, 1993, 25-49.
- Mühlenbein H., M. Schomisch, J. Born, The Parallel Genetic Algorithm as Function Optimizer, Parallel Computing, 17, 1991, 619-632.
- Roeva O., K. Atanassov, A. Shannon, Generalized net for evaluation of genetic algorithm fitness function, Proceedings of the Eighth International Workshop on Generalized Nets, Sofia, June 26, 2007, 48-55.
- Roeva О., K. Atanassov, A. Shannon, Generalized Net for Selection of Genetic Algorithm Operators, Proceedings of Scientific Session of the Section “Informatics”, Union of Scientists in Bulgaria, in press.
|
| Citations:
|
The list of publications, citing this article may be empty or incomplete. If you can provide relevant data, please, write on the talk page.
|
|
