文章基本信息

标题：Development of a Design Support System that Can Efficiently Utilize Non-dominated Solutions Through an Example of Turbojet Engine Design
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作者：Shinya Watanabe ; Ryojiro Minato
期刊名称：人工知能学会論文誌
印刷版ISSN：1346-0714
电子版ISSN：1346-8030
出版年度：2009
卷号：24
期号：1
页码：1-12
DOI：10.1527/tjsai.24.1
出版社：The Japanese Society for Artificial Intelligence
摘要：This paper proposes a new design support approach, which efficiently utilizes the information of many non-dominated solutions obtained from evolutionary multi-criterion optimization (EMO). The proposed approach consists of four mechanisms: grouping (clustering), reducing the number of candidates (selecting the representative solutions), dimensionality reduction, and estimation. Non-dominated solutions can be regarded as a beneficial subspace in whole search space, which have the feature of being non-inferior to other solutions. Therefore, we think the proposed approach can be used to estimate the characteristics of a problem through the interaction with the designer. In this paper, we examine the characteristics and effectiveness of the proposed approach through computational experiments on a design problem of a counter rotating axial fan turbojet engine. A counter rotating axial fan turbojet engine with two spools is chosen for the design target of the present study. We handle this task as a seven-objective design problem.
关键词：Design Support Method ; Selection Support Method ; Non-dominated Solutions ; Evolutionary Multi-Criterion Optimization ; Jet-Engine Optimization