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| Content Provider | Springer Nature Link |
|---|---|
| Author | Chaiyaratana, Nachol Piroonratana, Theera Sangkawelert, Nuntapon |
| Copyright Year | 2006 |
| Abstract | This paper covers an investigation on the effects of diversity control in the search performances of single-objective and multi-objective genetic algorithms. The diversity control is achieved by means of eliminating duplicated individuals in the population and dictating the survival of non-elite individuals via either a deterministic or a stochastic selection scheme. In the case of single-objective genetic algorithm, onemax and royal road R 1 functions are used during benchmarking. In contrast, various multi-objective benchmark problems with specific characteristics are utilised in the case of multi-objective genetic algorithm. The results indicate that the use of diversity control with a correct parameter setting helps to prevent premature convergence in single-objective optimisation. Furthermore, the use of diversity control also promotes the emergence of multi-objective solutions that are close to the true Pareto optimal solutions while maintaining a uniform solution distribution along the Pareto front. |
| Starting Page | 1 |
| Ending Page | 34 |
| Page Count | 34 |
| File Format | |
| ISSN | 13811231 |
| Journal | Journal of Heuristics |
| Volume Number | 13 |
| Issue Number | 1 |
| e-ISSN | 15729397 |
| Language | English |
| Publisher | Springer US |
| Publisher Date | 2006-12-21 |
| Publisher Place | Boston |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | Benchmarking Diversity control Multi-objective genetic algorithm Single-objective genetic algorithm Calculus of Variations and Optimal Control; Optimization Artificial Intelligence (incl. Robotics) Operations Research/Decision Theory Operations Research, Mathematical Programming |
| Content Type | Text |
| Resource Type | Article |
| Subject | Control and Optimization Artificial Intelligence Management Science and Operations Research Computer Networks and Communications Information Systems Software |
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