A gradient-guided niching method in genetic algorithm for solving continuous optimisation problems

Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

Volumn 4, Issue , 2002, Pages 3333-3338

  Peng, Jian Xun ^a   Thompson, Steve ^a   Li, Kang ^a  

^a QUEEN'S UNIVERSITY BELFAST   (United Kingdom)

Author keywords

Gradient search; Hybrid genetic algorithm; Multimodal optimisation

Indexed keywords

GENETIC ALGORITHMS; GLOBAL OPTIMIZATION; GRADIENT METHODS; MODAL ANALYSIS; NONLINEAR CONTROL SYSTEMS;

GRADIENT BASED LOCAL SEARCH; GRADIENT GUIDED NICHING METHOD; HYBRID GENETIC ALGORITHM; MULTIMODAL OPTIMIZATION;

OPTIMAL CONTROL SYSTEMS;

EID: 0036955879     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Thomas Bäck, Ulrich Hammel, and Hans-Paul Schwefel, "Evolutionary Computation: Comments on the History and Current State". IEEE Transactions on Evolutionary Computation, Vol.1, No.1, Apr. 1997, pp.3-17.
2. David E. Glodberg, Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley Publishing Company, Inc, 1989. ISBN 0-201-15767-5.
3. B. Sareni and L. Krähenbühl, "Fitness Sharing and Niching Methods Revisited". IEEE Transactions on Evol. Computation, Vol.2, No.3, Sep. 1998, pp.97-106.
4. D. Goldberg and L. Wang, "Adaptive Niching via Coevolutionary Sharing". Genetic Algorithms and Evolution Strategies in Engineering and Computer Science - Recent Advances and Industrial Applications, Edited by D. Quagliarella, J. Périaux, C. Poloni and G. Winter, 1998, pp.22-38.
5. F. Li, R.K. Aggarwal, "Fast and Accurate Power Dispatch Using a Relaxed Genetic Algorithm and a Local Gradient Technique". Expert Systems with Application, Vol.19, 2000, pp.159-165.
6. A. M. Sabatini, "A Hybrid Genetic Algorithm for Estimating the Optimal Time Scale of Linear Systems Approximations Using Laguerre Models". IEEE Transactions on Automatic Control, Vol.45, No.5, May 2000, pp. 1007-10011.
7. D. Quagliarella and A. Vicini, "Coupling Genetic Algorithms and Gradient Based Optimisation Techniques". Genetic Algorithms and Evolution Strategies in Engineering and Computer Science - Recent Advances and Industrial Applications, Edited by D. Quagliarella, J. Périaux, C. Poloni and G. Winter, 1998, pp.289-309.
8. K.F. Man, K.S. Tang and S. Kwong, Genetic Algorithms. Springer-Verlag London Limited 1999. ISBN: 1852330724.
9. D. E. Glodberg, J. Richardson, "Genetic Algorithm with Sharing for Multimodal Function Optimization". Proceedings of the 2nd International Conference on Genetic Algorithm, 1987, pp.41-49.
10. Brad L. Miller and Michael J. Shaw, "Genetic Algorithms with Dynamic Niche Sharing for Multimodal Function Optimization". IEEE International Conf. on Evolutionary Computations, 1996, pp.786-791.
11. Aleksandra B. Djurišiæ "Elite genetic Algorithms with Adaptive Mutations for Solving Continuous Optimization Problems - Application to Modeling of the Optical Constants of Solids". Optics Communications, Vol.151, 1998, pp.147-159.
12. J. Andre, P. Siarry, T. Dognon, "An Improvement of the Standard Genetic Algorithm Fighting Premature Convergence in Continuous Optimization". Advances In Engineering Software, Vol.32, 2001, pp.49-60.