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Visualization of Global Trade-Offs in Aerodynamic Problems by ARMOGAs

Authors: Daisuke Sasaki and Shigeru Obayashi

Published in: Dagstuhl Seminar Proceedings, Volume 4461, Practical Approaches to Multi-Objective Optimization (2005)

Abstract

Trade-offs is one of important elements for engineering design problems characterized by multiple conflicting design objectives to be simultaneously improved. In many design problems such as aerodynamic design, due to computational reasons, only a limited number of evaluations can be allowed for industrial use. Efficient MOEAs, Adaptive Range Multi-Objective Genetic Algorithms (ARMOGAs), to identify trade-offs using a small number of function evaluations have been developed. In this study, ARMOGAs are applied to aerodynamic designs problems to identify trade-offs efficiently. In addition to identify trade-offs, trade-off analysis is also important to obtain useful knowledge about the design problem. To analyze the high-dimensional data of aerodynamic optimization problem, Self-Organizing Maps are applied to understand the trade-offs.

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Daisuke Sasaki and Shigeru Obayashi. Visualization of Global Trade-Offs in Aerodynamic Problems by ARMOGAs. In Practical Approaches to Multi-Objective Optimization. Dagstuhl Seminar Proceedings, Volume 4461, pp. 1-14, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2005)

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@InProceedings{sasaki_et_al:DagSemProc.04461.20,
  author =	{Sasaki, Daisuke and Obayashi, Shigeru},
  title =	{{Visualization of Global Trade-Offs in Aerodynamic Problems by ARMOGAs}},
  booktitle =	{Practical Approaches to Multi-Objective Optimization},
  pages =	{1--14},
  series =	{Dagstuhl Seminar Proceedings (DagSemProc)},
  ISSN =	{1862-4405},
  year =	{2005},
  volume =	{4461},
  editor =	{J\"{u}rgen Branke and Kalyanmoy Deb and Kaisa Miettinen and Ralph E. Steuer},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.04461.20},
  URN =		{urn:nbn:de:0030-drops-2418},
  doi =		{10.4230/DagSemProc.04461.20},
  annote =	{Keywords: Aerodynamic optimization, MOEA, SOM, trade-off analysis}
}

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Visualization of Global Trade-Offs in Aerodynamic Problems by ARMOGAs

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