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Multi-module satellite component assignment and layout optimization

机译:多模块卫星组件分配和布局优化

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In previous optimization methods for multi-module satellite equipment (component) layout optimization problem, each component was limited to certain module or supporting surface and could only search its position there. Components could not migrate from one module or supporting surface to another. In this case, the layout design of components within satellite module was seriously hindered from further improvement. In this study a component assignment and layout integration optimization algorithm is presented to deal with this problem, which can assign components to each module of satellite dynamically during optimization procedure. The aim of this paper is to expand the solution space of component layout optimization so as to further improve the component layout design. The proposed component assignment and layout integration optimization algorithm is inspired from the idea of stepwise regression in multiple regression analysis, which allows independent variables to enter or leave regression equation freely. In the proposed algorithm components enter the satellite module one by one in descending order of the product of mass and height. For all supporting surfaces within satellite module, each component will try all of them through layout optimization together with these components have been in the satellite module, and finally select the one with the best fitness as its initial assignment. At the same time, these components have been in the satellite module will be evaluated by their moment of inertia to decide whether they leave the current supporting surfaces and move to another or not. The layout optimization algorithm uses the differential evolution (DE) and random mutation operation to optimize the coordinates and orientations of components, respectively. The performance of the proposed algorithm is finally evaluated on a simplified satellite case. Experimental results show the proposed algorithm outperforms other two algorithms that did not consider component assignment in computational accuracy. (C) 2018 Elsevier B.V. All rights reserved.
机译:在以前的多模块卫星设备(组件)布局优化问题的先前优化方法中,每个组件仅限于某些模块或支撑表面,只能在那里搜索其位置。组件无法从一个模块迁移到另一个模块或支持表面。在这种情况下,卫星模块内部件的布局设计从进一步改进中受到严重阻碍。在本研究中,提出了一个组件分配和布局集成优化算法来处理这个问题,这可以在优化过程中动态地将组件分配给卫星的每个模块。本文的目的是扩展组件布局优化的解决方案空间,以进一步改善组件布局设计。所提出的组件分配和布局集成优化算法是从多元回归分析中逐步回归的思想的启发,这允许自动变量自由进入或离开回归方程。在所提出的算法组件中,以质量和高度的乘积的降序逐个进入卫星模块。对于卫星模块中的所有支持表面,每个组件都将通过布局优化以及这些组件在卫星模块中尝试所有组件,最后选择具有最佳健身的组件作为其初始分配。同时,这些组件一直在卫星模块中,将通过惯性的时刻评估,以决定它们是否留下电流支持表面并移动到另一个或不移动。布局优化算法使用差分演进(de)和随机突变操作来优化组件的坐标和方向。最终在简化的卫星壳上评估所提出的算法的性能。实验结果表明,所提出的算法优于其他两种算法,这些算法不考虑计算准确性的组件分配。 (c)2018 Elsevier B.v.保留所有权利。

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