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Coarse Graining Selection and Mutation

机译:粗粒选择和变异

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摘要

Coarse graining is defined in terms of a commutative diagram. Necessary and sufficient conditions are given in the continuously differentiable case. The theory is applied to linear coarse grainings arising from partitioning the population space of a simple Genetic Algorithm (GA). Cases considered include proportional selection, binary tournament selection, and mutation. A nonlinear coarse graining for ranking selection is also presented. Within the context of GAs, the primary contribution made is the introduction and illustration of a technique by which the possibility for coarse grainings may be analyzed. A secondary contribution is that a number of new coarse graining results are obtained.
机译:粗粒度是根据可交换图定义的。在连续可微的情况下给出了必要和充分的条件。该理论适用于通过划分简单遗传算法(GA)的种群空间而产生的线性粗粒度。考虑的案例包括比例选择,二元锦标赛选择和变异。还提出了用于排序选择的非线性粗粒度。在GA的背景下,做出的主要贡献是对一种技术的介绍和说明,通过该技术可以分析粗粒的可能性。第二个贡献是获得了许多新的粗粒度结果。

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