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Using Adaptive Operators in Genetic Search

机译:在基因搜索中使用自适应运算符

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In this paper, we provided an extension of our previous work on adaptive genetic algorithm [1]. Each individual encodes the probability (rate) of its genetic operators. In every generation, each individual is modified by only one operator. This operator is selected according to its encoded rates. The rates are updated according to the performance achieved by the offspring (compared to its parents) and a random learning rate. The proposed approach is augmented with a simple transposition operator and tested on a number of benchmark functions.
机译:在本文中,我们提供了我们以前关于自适应遗传算法的工作的延伸[1]。每个人编码其遗传算子的概率(速率)。在每一代,每个人只由一个操作员修改。根据其编码的速率选择该操作员。根据后代(与其父母相比)和随机学习率实现的性能进行更新费率。所提出的方法是用一个简单的转换运算符来扩充,并在许多基准函数上进行测试。

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