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首页> 外文期刊>Journal of Mechanical Science and Technology >Multidimensional visualization and clustering for multiobjective optimization of artificial satellite heat pipe design
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Multidimensional visualization and clustering for multiobjective optimization of artificial satellite heat pipe design

机译:多维可视化和聚类,用于人造卫星热管设计的多目标优化

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摘要

This study presents a newly developed approach for visualization of Pareto and quasi-Pareto solutions of a multiobjective design problem for the heat piping system in an artificial satellite. Given conflicting objective functions, multiobjective optimization requires both a search algorithm to find optimal solutions and a decision-making process for finalizing a design solution. This type of multiobjective optimization problem may easily induce equally optimized multiple solutions such as Pareto solutions, quasi-Pareto solutions, and feasible solutions. Here, a multidimensional visualization and clustering technique is used for visualization of Pareto solutions. The proposed approach can support engineering decisions in the design of the heat piping system in artificial satellites. Design considerations for heat piping system need to simultaneously satisfy dual conditions such as thermal robustness and overall limitation of the total weight of the system. The proposed visualization and clustering technique can be a valuable design tool for the heat piping system, in which reliable decision-making has been frequently hindered by the conflicting nature of objective functions in conventional approaches.
机译:这项研究提出了一种新方法,用于可视化人造卫星热管道系统的多目标设计问题的帕累托和准帕累托解决方案。给定冲突的目标函数,多目标优化既需要搜索算法来找到最佳解决方案,又需要用于最终确定设计解决方案的决策过程。这种类型的多目标优化问题可以轻松地得出同等优化的多个解,例如Pareto解,准Pareto解和可行解。在这里,多维可视化和聚类技术用于Pareto解决方案的可视化。所提出的方法可以支持人造卫星热管道系统设计中的工程决策。热管道系统的设计注意事项需要同时满足双重条件,例如热稳定性和系统总重量的总体限制。所提出的可视化和聚类技术可能是热管系统的一种有价值的设计工具,在该方法中,常规方法中目标函数的冲突性质经常阻碍可靠的决策。

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