Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms for Tracking Changing Environments
Proceedings of the 5th International Conference on Genetic Algorithms
A New Approach to Evolutionary Computation: Segregative Genetic Algorithms (SEGA)
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
Expert Systems with Applications: An International Journal
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Expert Systems with Applications: An International Journal
A genetic distance metric to discriminate the selection of algorithms for the general ATSP problem
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Advances in Engineering Software
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In this paper we propose some generic extensions to the general concept of a Genetic Algorithm. These biologically and sociologically inspired interrelated hybrids aim to make the algorithm more open for scalability on the one hand, and to retard premature convergence on the other hand without necessitating the development of new coding standards and operators for certain problems. Furthermore, the corresponding Genetic Algorithm is unrestrictedly included in all of the newly proposed hybrid variants under special parameter settings. The experimental part of the paper discusses the new algorithms for the Traveling Salesman Problem as a well documented instance of a multimodal combinatorial optimization problem achieving results which significantly outperform the results obtained with a conventional Genetic Algorithm using the same coding and operators.