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contributor authorCho, Hyunkyoo
contributor authorChoi, K. K.
contributor authorLamb, David
date accessioned2017-11-25T07:18:06Z
date available2017-11-25T07:18:06Z
date copyright2017/10/5
date issued2017
identifier issn1050-0472
identifier othermd_139_07_071402.pdf
identifier urihttp://138.201.223.254:8080/yetl1/handle/yetl/4234974
description abstractIn reliability-based design optimization (RBDO), dependent input random variables and varying standard deviation (STD) should be considered to correctly describe input distribution model. The input dependency and varying STD significantly affect sensitivity for the most probable target point (MPTP) search and design sensitivity of probabilistic constraint in sensitivity-based RBDO. Hence, accurate sensitivities are necessary for efficient and effective process of MPTP search and RBDO. In this paper, it is assumed that dependency of input random variable is limited to the bivariate statistical correlation, and the correlation is considered using bivariate copulas. In addition, the varying STD is considered as a function of input mean value. The transformation between physical X-space and independent standard normal U-space for correlated input variable is presented using bivariate copula and marginal probability distribution. Using the transformation and the varying STD function, the sensitivity for the MPTP search and design sensitivity of probabilistic constraint are derived analytically. Using a mathematical example, the accuracy and efficiency of the developed sensitivities are verified. The RBDO result for the mathematical example indicates that the developed methods provide accurate sensitivities in the optimization process. In addition, a 14D engineering example is tested to verify the practicality and scalability of the developed sensitivity methods.
publisherThe American Society of Mechanical Engineers (ASME)
titleSensitivity Developments for RBDO With Dependent Input Variable and Varying Input Standard Deviation
typeJournal Paper
journal volume139
journal issue7
journal titleJournal of Mechanical Design
identifier doi10.1115/1.4036568
journal fristpage71402
journal lastpage071402-9
treeJournal of Mechanical Design:;2017:;volume( 139 ):;issue: 007
contenttypeFulltext


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