基于峰值电压最大化准则的交叉和突变系数对超短脉冲持续时间遗传优化的影响

R. Gazizov, R. S. Ryabov, T. T. Gazizov
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引用次数: 5

摘要

强调了遗传算法在研究印刷电路板(PCB)多导体结构中超短脉冲峰值电压中的重要性。对实际PCB多导体母线的梯形超短脉冲传输进行了仿真。利用遗传算法,以PCB总线的峰值电压最大化为准则,对超短脉冲的上升、顶部和下降持续时间进行了优化。优化开始时使用以下参数:种群中染色体数- 5;人口数量- 26;交叉系数为0.5时,变异系数分别为0.01、0.03、0.05和0.08;突变系数为0.1时,交叉系数分别为0.1、0.3、0.5和0.8。当整个超短脉冲持续时间接近1.5 ns时,随着超短上升、顶部和下降持续时间的变化,出现了超过稳态水平38%的电压最大值。说明了突变系数和交叉系数的变化对所得结果收敛性的影响。
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Influence of crossover and mutation coefficients on GA optimization of ultrashort pulse duration by criteria of peak voltage maximization in PCB bus
Importance of genetic algorithms (GA) usage in the investigation of an ultrashort pulse peak voltage in multiconductor structures of printed circuit boards (PCB) is highlighted. Trapezoidal ultrashort pulse propagation along the conductors of real PCB multiconductor bus was simulated. With the usage of GA, an optimization of the rise, top and fall durations of the ultrashort pulse was made by criteria of peak voltage maximization in the PCB bus. The optimization was launched with the following parameters: the number of chromosomes in population — 5; the number of populations — 26; mutation coefficients — 0.01, 0.03, 0.05 and 0.08 when the crossover coefficient was 0.5; crossover coefficients — 0.1, 0.3, 0.5 and 0.8 when the mutation coefficient was 0.1. A voltage maximum by 38% exceeding the steady state level is revealed and localized with variation of ultrashort rise, top and fall durations when the whole ultrashort pulse duration was near 1.5 ns. An influence of mutation and crossover coefficients variation on the obtained results convergence is shown.
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