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Use of Genetic Algorithm and Evolution Strategy when Revealing the Worst Case Effects of Crosstalk Propagation in PCB Bus of Spacecraft Autonomous Navigation System

机译:遗传算法和演化策略在揭示航天器自主导航系统PCB总线中串扰传播的最坏情况影响

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Importance of the genetic algorithm (GA) and evolution strategy (ES) usage in the investigation of an ultrashort pulse peak voltage in a printed circuit board (PCB) bus of autonomous navigation system (ANS) is highlighted. Trapezoidal ultrashort pulse propagation along the conductors of the PCB bus was optimized. The optimization was made by maximization criteria of maximum crosstalk amplitude at the preset point. The two methods were used for the optimization, which results are compared. The ES optimization was run 20 times when the initial solution was 300 ps. The GA optimization was run 10 times with the parameters: the number of chromosomes ?5, 10; the number of populations ?5, 7, 10, 15; mutation coefficient ?0.1; crossover coefficient ?0.5. After the ES and GA optimizations the crosstalk maximums of 320% and 78% of steady state level in the active conductors respectively were revealed and localized.
机译:突出显示了遗传算法(GA)和演化策略的重要性,在自主导航系统(ANS)中的印刷电路板(PCB)总线上进行超短脉冲峰值电压的研究。优化了沿PCB总线的导体的梯形超短脉冲传播。通过预设点处的最大串扰幅度的最大化标准来进行优化。这两种方法用于优化,比较该结果。当初始解决方案为300 ps时,ES优化运行20次。 GA优化随参数运行10次:染色体的数量?5,10;人口数量?5,7,10,15;突变系数?0.1;交叉系数?0.5。在ES和GA优化之后,分别显示和局限地显示在有源导体中的320 %和78 %稳态水平的串扰。

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