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1987) Simple Genetic Algorithms and the Minimal, Deceptive Problem. In, Genetic Algorithms and Simulated Annealing, L. , Pitman. Goldberg, D. (1989) Genetic Algorithms in Search, Optimization and Machine Learning. Reading, MA: Addison-Wesley. Goldberg, D. (1990) A Note on Boltzmann Tournament Selection for Genetic Algorithms and Population-oriented Simulated Annealing. TCGA 90003, Engineering Mechanics, Univ. Alabama. Goldberg, D. (1991) The Theory of Virtual Alphabets. Parallel Problem Solving from Nature, Springer Verlag.

Rawlins, ed. Morgan-Kaufmann. pp 94-101. , and Mathias, K. (1991) Optimization Using Distributed Genetic Algorithms. Parallel Problem Solving from Nature, Springer Verlag. Tanese, R. (1989) Distributed Genetic Algorithms. Proc 3rd International Conf on Genetic Algorithms, Morgan-Kaufmann, pp 434-439. Vose, M. (1993) Modeling Simple Genetic Algorithms. Foundations of Genetic Algorithms -2-, D. , Morgan Kaufmann. pp: 63-73. Vose, M. and Liepins, G. (1991) Punctuated Equilibria in Genetic Search. Complex Systems 5:3144.

Each subpopulation is an island, and there is some designated way in which genetic material is moved from one island to another. If a large number of strings migrate each generation, then global mixing occurs and local di erences between islands will be driven out. If migration is too infrequent, it may not be enough to prevent each small subpopulation from prematurely converging. 3 Cellular Genetic Algorithms Assume we have 2,500 simple processors laid out on a 50x50 2-dimensional grid. g. north, south, east and west: NSEW).

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