Title: Streamlining robust parameter design efforts
Authors: J. Singh, R. Jugulum, N. Soderborg, D.E. Whitney, D.D. Frey
Addresses: 77 Massachusetts Avenue, Room 3-449D, Cambridge, MA 02139, USA. ' 77 Massachusetts Avenue, Room 3-449D, Cambridge, MA 02139, USA. ' 77 Massachusetts Avenue, Room 3-449D, Cambridge, MA 02139, USA. ' 77 Massachusetts Avenue, Room 3-449D, Cambridge, MA 02139, USA. ' 77 Massachusetts Avenue, Room 3-449D, Cambridge, MA 02139, USA
Abstract: This paper proposes and evaluates techniques to streamline robust parameter design, that is, to make products robust using fewer experimental runs. The evaluations are conducted using a combination of hierarchical probability models and six case studies. A procedure is presented for choosing among methods to balance the needs for speed and accuracy. Simulations of robust parameter design being deployed in this way suggest that the proposed approach gives good results and reduces sensitivity of the design process to the fidelity of a priori judgments of which subsystems need robustness improvement.
Keywords: compound noise; hierarchy; effect sparsity; fast heuristics; frugal heuristics; take the best fame; TTBF; robust design; parameter design.
Journal of Design Research, 2007 Vol.5 No.4, pp.435 - 448
Published online: 20 Sep 2007 *
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