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Extraction of design rules from multi-objective design exploration (MODE) using rough set theory

Published 3 August 2011 2011 The Japan Society of Fluid Mechanics and IOP Publishing Ltd
, , Citation Shigeru Obayashi 2011 Fluid Dyn. Res. 43 041404 DOI 10.1088/0169-5983/43/4/041404

1873-7005/43/4/041404

Abstract

Multi-objective design exploration (MODE) and its application for design rule extraction are presented. MODE reveals the structure of design space from the trade-off information. The self-organizing map (SOM) is incorporated into MODE as a visual data-mining tool for design space. SOM divides the design space into clusters with specific design features. The sufficient conditions for belonging to a cluster of interest are extracted using rough set theory. The resulting MODE was applied to the multidisciplinary wing design problem, which revealed a cluster of good designs, and we extracted the design rules of such designs successfully.

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10.1088/0169-5983/43/4/041404