The solution of complex system design problems using decomposition-based optimization methods requires determination of appropriate problem partitioning and coordination strategies. Previous optimal partitioning techniques have not addressed the coordination issue explicitly. This article presents a formal approach to simultaneous partitioning and coordination strategy decisions that can provide insights on whether a decomposition-based method will be effective for a given problem. Pareto-optimal solutions are generated to quantify tradeoffs between the sizes of subproblems and coordination problems as measures of the computational costs resulting from different partitioning and coordination strategies. Promising preliminary results with small test problems are presented. The approach is illustrated on an electric water pump design problem.
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August 2009
Research Papers
Optimal Partitioning and Coordination Decisions in Decomposition-Based Design Optimization
James T. Allison,
James T. Allison
Senior Applications Engineer
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Michael Kokkolaras,
Michael Kokkolaras
Associate Research Scientist
Department of Mechanical Engineering,
e-mail: mk@umich.edu
University of Michigan
, G.G. Brown Building, Ann Arbor, MI 48109
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Panos Y. Papalambros
Panos Y. Papalambros
Professor
Department of Mechanical Engineering,
e-mail: pyp@umich.edu
University of Michigan
, G.G. Brown Building, Ann Arbor, MI 48109
Search for other works by this author on:
James T. Allison
Senior Applications Engineer
Michael Kokkolaras
Associate Research Scientist
Department of Mechanical Engineering,
University of Michigan
, G.G. Brown Building, Ann Arbor, MI 48109e-mail: mk@umich.edu
Panos Y. Papalambros
Professor
Department of Mechanical Engineering,
University of Michigan
, G.G. Brown Building, Ann Arbor, MI 48109e-mail: pyp@umich.edu
J. Mech. Des. Aug 2009, 131(8): 081008 (8 pages)
Published Online: July 27, 2009
Article history
Received:
May 17, 2007
Revised:
April 15, 2009
Published:
July 27, 2009
Citation
Allison, J. T., Kokkolaras, M., and Papalambros, P. Y. (July 27, 2009). "Optimal Partitioning and Coordination Decisions in Decomposition-Based Design Optimization." ASME. J. Mech. Des. August 2009; 131(8): 081008. https://doi.org/10.1115/1.3178729
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