Application of reliability-based optimization to earth-moving machine: hydraulic cylinder components design process |
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Authors: | Kuo-Wei Liao Christopher Ha |
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Affiliation: | (1) Tamkang University, 151 Ying-chuan Road, Tamsui, Taipei County, 25137, Taiwan;(2) Champaign Simulation Center, Caterpillar, 6 Sigma Black Belt, 1901 S. First St., Champaign, IL 61820, USA |
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Abstract: | Reliability-based design optimization (RBDO) incorporates probabilistic analysis into optimization process so that an optimum
design has a great chance of staying in the feasible design space when the inevitable variability in design variables/parameters
is considered. One of the biggest drawbacks of applying RBDO to practical problem is its high computational cost that is often
impractical to industries. In search of the most suitable RBDO method for industrial applications, we first evaluated several
existing RBDO approaches in details such as the double-loop RBDO, the sequential optimization and reliability assessment,
and the response surface method. Then, based on industry needs, a platform incorporating/integrating the existing algorithm
of optimization and reliability analysis is built for a practical RBDO problem. Effectiveness of the proposed RBDO approach
is demonstrated using a simple cantilever beam problem and a more complicated industry problem. |
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Keywords: | Reliability Optimization Random variables Industrial applications |
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