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An AM Radio Receiver Designed With a Genetic Algorithm Based on a Bacterial Conjugation Genetic Operator

机译:基于细菌共轭遗传算子的遗传算法设计的AM无线电接收机

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Most methods in evolutionary computation are biologically inspired by chromosome crossover and mutation, two of the main sources of genetic variability in biological populations, as well as in genetic algorithms. In fact, this is a very important feature of the biological populations and their counterpart in genetic algorithms since the efficiency of the Darwinian natural selection depends on the degree of genetic variation that is achieved with the genetic mechanism or operator responsible for the population variability. Furthermore, in Nature, several other genetic mechanisms are used by populations as sources of variability such as bacterial conjugation, that is the transfer of genetic material between bacteria. In this paper, we introduce a biologically inspired conjugation operator simulating the genetic mechanism exhibited by bacterial colonies. The efficiency of the bacterial conjugation operator is illustrated designing with a genetic algorithm based on this operator an AM radio receiver, optimizing the main features of the electronic components of the AM radio circuit, as well as those of the radio enclosure.
机译:进化计算中的大多数方法在生物学上都受到染色体交叉和突变的启发,这是生物种群以及遗传算法中遗传变异的两个主要来源。实际上,这是生物种群及其遗传算法中对应种群的一个非常重要的特征,因为达尔文式自然选择的效率取决于遗传机制或操作员对种群变异负责的遗传变异程度。此外,在《自然》杂志上,人群还使用了其他几种遗传机制作为变异源,例如细菌共轭,即细菌之间遗传物质的转移。在本文中,我们介绍了一种生物学启发的缀合算子,以模拟细菌菌落展现的遗传机制。举例说明了细菌共轭算子的效率,该算子是基于遗传算法设计的,用于调幅AM无线电接收器,优化了AM无线电电路的电子组件以及无线电外壳的电子组件的主要功能。

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