In early stages of the engineering design process it is necessary to explore the design space to find a feasible range or point that satisfies the design requirements. When robustness of the system is among the requirements, the Robust Concept Exploration Method (RCEM) can be used. In RCEM a metamodel such as a global response surface of the entire design space is used. Based on this surrogate model the robustness of the system is evaluated. In nonlinear or multimodal design spaces a very detailed metamodel such as a very high order response surface might be required to reflect accurately the characteristics of the model. For large design spaces this is computationally very expensive. In this paper, using the Probabilistic Collocation Method (PCM) for generating local response models at the points of interest, a Simulation-Based RCEM is proposed as a very efficient and flexible robust concept exploration method. We believe that using the PCM with other design exploration methods would be equally effective.
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ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
August 15–18, 2010
Montreal, Quebec, Canada
Conference Sponsors:
- Design Engineering Division and Computers in Engineering Division
ISBN:
978-0-7918-4409-0
PROCEEDINGS PAPER
A Simulation-Based Robust Concept Exploration Method
Markus Rippel,
Markus Rippel
Georgia Institute of Technology, Savannah, GA
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Seung-Kyum Choi,
Seung-Kyum Choi
Georgia Institute of Technology, Savannah, GA
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Farrokh Mistree,
Farrokh Mistree
University of Oklahoma, Norman, OK
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Janet K. Allen
Janet K. Allen
University of Oklahoma, Norman, OK
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Markus Rippel
Georgia Institute of Technology, Savannah, GA
Seung-Kyum Choi
Georgia Institute of Technology, Savannah, GA
Farrokh Mistree
University of Oklahoma, Norman, OK
Janet K. Allen
University of Oklahoma, Norman, OK
Paper No:
DETC2010-28767, pp. 573-585; 13 pages
Published Online:
March 8, 2011
Citation
Rippel, M, Choi, S, Mistree, F, & Allen, JK. "A Simulation-Based Robust Concept Exploration Method." Proceedings of the ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 1: 36th Design Automation Conference, Parts A and B. Montreal, Quebec, Canada. August 15–18, 2010. pp. 573-585. ASME. https://doi.org/10.1115/DETC2010-28767
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