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A Proposal on Analysis Support System Based on Association Rule Analysis for Non-dominated Solutions:Through the Application to the Conceptual Design of Hybrid Rocket Engine

机译:基于关联规则分析的非支配解决方案支持系统建议 - 通过应用于混合火箭发动机概念设计

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摘要

This paper presents a new analysis support system for analyzing non-dominated solutions (NDSs) derived by evolutionary multi-criterion optimization (EMO). The main features of the proposed system are to use association rule analysis and to perform a multi-granularity analysis based on a hierarchical tree of NDSs. The proposed system applies association rule analysis to the whole NDSs and derives association rules related to NDSs. And a hierarchical tree is created through our original association rule grouping that guarantees to keep at least one common features. Each node of a hierarchical tree corresponds to one group consisting of association rules and is fixed in position according to inclusion relations between groups. Since each group has some kinds of common features, the designer can analyze each node with previous knowledge of these common features. To investigate the characteristics and effectiveness of the proposed system, the proposed system is applied to the concept design problem of hybrid rocket engine (HRE) which has two objectives and six variable parameters. HRE separately stores two different types of thrust propellant unlike in the case of usual other rockets and the concept design problem of HRE has been provided by JAXA. The results of this application provided possible to analyze the trends and specifics contained in NDSs in an organized way unlike analysis approaches targeted at the whole NDSs.
机译:本文提出了一种新的分析支持系统,用于分析通过进化多准则优化(EMO)得出的非支配解决方案(NDS)。所提出系统的主要特征是使用关联规则分析并基于NDS的层次树执行多粒度分析。所提出的系统将关联规则分析应用于整个NDS,并导出与NDS相关的关联规则。通过我们最初的关联规则分组创建了一个层次树,该分组保证至少保留一个公共功能。层次树的每个节点对应于由关联规则组成的一组,并根据组之间的包含关系固定在位置上。由于每个组具有某些共同特征,因此设计人员可以使用这些共同特征的先前知识来分析每个节点。为了研究该系统的特点和有效性,将该系统应用于具有两个目标和六个可变参数的混合动力火箭发动机(HRE)的概念设计问题。与常规的其他火箭弹不同,HRE分别存储两种不同类型的推力推进剂,并且JAXA提供了HRE的概念设计问题。与针对整个NDS的分析方法不同,此应用程序的结果为以有组织的方式分析NDS中包含的趋势和细节提供了可能。

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