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An Empirical Study on the Synergy of Multiple Crossover Operators.
- Source :
- IEEE Transactions on Evolutionary Computation; Apr2002, Vol. 6 Issue 2, p212, 12p, 14 Charts, 4 Graphs
- Publication Year :
- 2002
-
Abstract
- Typical evolutionary algorithms (EAs) exploit the different space-search properties of variation operators such as crossover, mutation, and local optimization. There are also various operators in each element. This paper provides an extensive empirical study on the synergy among multiple crossover operators. We choose a number of different crossover operators in an EA and investigate whether or not their combinations outperform the sole usage of the best crossover operator. The traveling salesman problem and the graph bisection problem were chosen for experimentation. Strong synergy effects were observed in both problems. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 1089778X
- Volume :
- 6
- Issue :
- 2
- Database :
- Complementary Index
- Journal :
- IEEE Transactions on Evolutionary Computation
- Publication Type :
- Academic Journal
- Accession number :
- 11291303
- Full Text :
- https://doi.org/10.1109/4235.996022