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首页> 外文期刊>Advanced Science Letters >Layout Design of Satellite Module Using a Modified Artificial Bee Colony Algorithm
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Layout Design of Satellite Module Using a Modified Artificial Bee Colony Algorithm

机译:基于改进人工蜂群算法的卫星模块布局设计

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摘要

Layout design of a satellite module is the problem of arranging a set of components in satellite module such that a set of objectives and constraints are satisfied. This layout is a NP-hard engineering optimization problem. We propose a modified artificial bee colony algorithm (ABC-G for short) to tackle this problem. In the proposed ABC-G algorithm, the onlooker bees not only choose food sources depending on their experience, but also employed a gauss mutation from genetic algorithm to improve local solution, i.e., micro-adjust the placement of layout component. The comparative results with genetic algorithm (GA for short) showed that the ABC-G algorithm outperformed GA and the standard ABC algorithm.
机译:卫星模块的布局设计是在卫星模块中布置一组组件以便满足一组目标和约束的问题。此布局是NP难题的工程优化问题。我们提出了一种改进的人工蜂群算法(简称ABC-G)来解决这个问题。在提出的ABC-G算法中,围观蜜蜂不仅根据食物的经验选择食物来源,而且还采用遗传算法的高斯突变来改进局部解,即微调整布局组件的位置。与遗传算法(简称GA)的比较结果表明,ABC-G算法优于GA算法和标准ABC算法。

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