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单词 Genetic operator
释义

Genetic operator

中文百科

遗传算子

遗传算子(英语:Genetic operator)是用来维持遗传算法里面的遗传多样性,所使用的算子。

遗传多样性是演化过程的一个必要性质。在遗传算法里面所使用的遗传算子相类似于在自然里面出现的原则:适者生存。或者更仔细的说说,像是筛选(selection)、生产下一代 (交配,crossover,或者也叫做重新组合)、和突变(mutation)。

英语百科

Genetic operator 遗传运算元

A genetic operator is an operator used in genetic algorithms to guide the algorithm towards a solution to a given problem. There are three main types of operators (mutation, crossover and selection), which must work in conjunction with one another in order for the algorithm to be successful. Genetic operators are used to create and maintain genetic diversity (mutation operator), combine existing solutions (also known as chromosomes) into new solutions (crossover) and select between solutions (selection). In his book discussing the use of genetic programming for the optimization of complex problems, computer scientist John Koza has also identified an 'inversion' or 'permutation' operator; however, the effectiveness of this operator has never been conclusively demonstrated and this operator is rarely discussed.

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更新时间:2025/6/25 5:52:18