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  • 标题:Development of a Design Support System that Can Efficiently Utilize Non-dominated Solutions Through an Example of Turbojet Engine Design
  • 本地全文:下载
  • 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
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