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A general coarse-graining framework for studying simultaneous inter-population constraints induced by evolutionary operations

机译:用于研究进化操作引起的同时种群间约束的通用粗粒度框架

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The use of genotypic populations is necessary for adaptation in Evolutionary Algorithms. We use a technique called form-invariant commutation to study the immediate effect of evolutionary operations on populations of genotypes. This technique allows us to understand compositional changes induced by evolutionary operations in terms of constraints between populations. Deep insight into the population-level effect of some evolutionary operation is possible when multiple constraints can be derived for all pairs of pre and post operative populations; for each such pair of populations the constraints between them are then said to hold simultaneously. When selection is fitness proportional we show that any coarse-graining of the genotype set can be used to systematically derive single constraints between between all pairs of pre and post selection populations. Matters are not so simple in the case of variation. We develop an abstract condition called ambivalence and show that when a coarse-graining and a variation operation satisfy this condition then a systematic derivation of single constraints between all pairs of pre and post variation populations is possible. Finally we show that it is possible to use schema partitions to systematically derive simultaneous constraints for any combination of variation operations that are commonly used in GAs.
机译:为了适应进化算法,必须使用基因型种群。我们使用一种称为形式不变换向的技术来研究进化操作对基因型种群立即作用。该技术使我们能够根据种群之间的约束来理解由进化操作引起的成分变化。当可以对所有术前和术后人群进行多重约束时,就有可能深入了解某些进化操作的种群水平效应。然后,对于每一个这样的人口对,它们之间的约束条件称为同时。当选择适应度比例,我们表明,任何粗粒化的基因型组的可用于系统地导出预所有对和后选择种群之间单个约束。在变化的情况下,事情并不是那么简单。我们开发了一个称为 ambivalence 的抽象条件,并表明,当粗粒度和变异操作满足此条件时,则有可能系统地推导所有前和后变异种群对之间的单个约束。最后,我们表明可以使用模式分区为GA中常用的变体运算的任何组合系统地导出同时约束。

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