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Keywords: epistemic uncertainty
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Journal Articles
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2021, 143(9): 091701.
Paper No: MD-20-1678
Published Online: February 11, 2021
..., one of the epistemic uncertainties in reliability-based design optimization (RBDO), has to be considered during the design process to prevent unexpected failure of a system that stems from an inaccurate surrogate model. However, there have been limited attempts to obtain a reliable optimum taking...
Journal Articles
Article Type: Research Papers
J. Mech. Des. May 2020, 142(5): 051701.
Paper No: MD-18-1475
Published Online: November 11, 2019
...Lixiong Cao; Jie Liu; Chao Jiang; Zhantao Wu; Zheng Zhang Evidence theory has the powerful feature to quantify epistemic uncertainty. However, the huge computational cost has become the main obstacle of evidence theory on engineering applications. In this paper, an efficient uncertainty...
Journal Articles
Article Type: Research-Article
J. Mech. Des. April 2019, 141(4): 041403.
Paper No: MD-18-1308
Published Online: January 11, 2019
... enough to demonstrate the effect of epistemic uncertainty on the optimization. Fig. 6 Failure modes in Pyrolock Each component of the PMD system is modeled as a system of differential equations to describe the physical behavior of the component. First, the temperature rate of the heating...
Journal Articles
Article Type: Research-Article
J. Mech. Des. May 2019, 141(5): 051404.
Paper No: MD-18-1618
Published Online: January 11, 2019
... epistemic uncertainty modeling for both model bias and model parameters can make reliability estimation errors controllable with less conservativeness compared to the direct reliability modeling using the Bayesian approach. Contributed by the Design Automation Committee of ASME for publication...
Journal Articles
Journal Articles
Journal Articles
Article Type: Research Papers
J. Mech. Des. May 2010, 132(5): 051003.
Published Online: April 29, 2010
...Jooho Choi; Dawn An; Junho Won An efficient method for a structural reliability analysis is proposed under the Bayesian framework, which can deal with the epistemic uncertainty arising from a limited amount of data. Until recently, conventional reliability analyses dealt mostly with the aleatory...
Journal Articles
Journal Articles
Article Type: Technical Briefs
J. Mech. Des. August 2007, 129(8): 876–882.
Published Online: May 4, 2006
...Byeng D. Youn; Kyung K. Choi; Liu Du; David Gorsich In practical engineering applications, there exist two different types of uncertainties: aleatory and epistemic uncertainties. This study attempts to develop a robust design optimization with epistemic uncertainty. For epistemic uncertainties...
Journal Articles
Article Type: Research Papers
J. Mech. Des. July 2006, 128(4): 969–979.
Published Online: December 21, 2005
.... , 2003 , “ Incorporating Epistemic Uncertainty in Robust Design ,” 2003 ASME DETC , American Society of Mechanical Engineers , Chicago, IL , Vol. 2A , pp. 85 – 95 . Taguchi...