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MA/RS HOME->MA/RS ROADMAP->SOVA->SYNTHESIS->EXPLICIT YIELD MODEL |
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Title:
Explicit Yield Model (EYM) based Tolerance
Optimization Methodology |
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Sponsor: NIST-ATP |
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Collaborators:
R. Kumar, J. Kong, Y. Zhou, S.
Gogoneni (Dimensional
Control Systems) |
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Team:
W. Huang,
T.
Phoomboplab
, and
D.
Ceglarek |
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Description: |
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One of the
major challenges in statistical tolerance synthesis for
complex assemblies is the computation intensity in estimating
probability of Key Product Characteristics (KPCs)
simultaneously being within specifications or yield of
assembled products. In assemblies with multiple KPCs, the
yield can only be obtained numerically through simulation
techniques such as
Monte Carlo
algorithms. The existed tolerance synthesis methods require a
large number of yield assessments during the iteration for an
optimal solution. A new approach is developed for yield model
approximation based on uniform design (Fang, 1980),
multivariate distribution transformation (MDT), and regression
analysis. An explicit yield function can thus be approximated
which represents relationship between yield and tolerances.
Therefore, the widely used gradient-based optimization methods
(such as Sequential Quadratic Programming) can be easily
applied and the computational intensity of direct optimization
procedures could be avoided. The industrial case study with
moderate complexity is presented to illustrate the proposed
methodology and compared with the existed tolerance synthesis
methods. |
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Related Papers |
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Huang, W.,
Phoomboplab, T., Ceglarek, D., 2006, "Explicit
Yield Model (EYM) based Tolerance Optimization Methodology,"
to be submitted to ASME Trans., Journal of Mechanical Design
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Kong, Z., Ceglarek, D. 2003, "Fixture
Configuration Synthesis for Reconfigurable Assembly Using
Procrustes-based Pairwise Optimization," Transactions of
NAMRI, Vol. 31, pp. 403-410.
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Ding, Y.,
Jin, J., Ceglarek, D., Shi, J., 2005, "Process-Oriented
Tolerancing for Multi-station Assembly Systems," IIE
Transactions on Design and Manufacturing, Vol. 37, No. 6, pp.
493-508. The paper was also summarized and featured in the June 2005 edition of Industrial
Engineer (formerly IIE Solutions).
"
View The Summary".
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