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Keywords: metamodel
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 012001.
Paper No: MD-22-1210
Published Online: October 7, 2022
... that takes advantages of both empirical and FE models. The validity and accuracy of the metamodel developed in the earlier framework depend on the initial assumption of parameter uncertainties. This causes a problem when the assumed uncertainties are far from the actual values. The proposed framework...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021704.
Paper No: MD-21-1177
Published Online: September 21, 2021
... learning transfer learning surrogate model metamodel structural design approximation-based optimal design conceptual design design methodology design of experiments design representation expert systems machine learning metamodeling simulation-based design structural optimization...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2021, 143(12): 121704.
Paper No: MD-20-1895
Published Online: July 19, 2021
... Structure Using Multiple Surrogate Models ,” Struct. Multidiscipl. Optim. , 47 ( 2 ), pp. 221 – 231 . 10.1007/s00158-012-0820-6 [8] Cai , X. , Qiu , H. , Gao , L. , Wei , L. , and Shao , X. , 2017 , “ Adaptive Radial-Basis-Function-Based Multifidelity Metamodeling...
Journal Articles
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. May 2013, 135(5): 051005.
Paper No: MD-12-1307
Published Online: April 23, 2013
... the proposed sequential algorithm is more efficient in finding the robust design solution than a one-shot space filling design. robust design sequential sampling metamodel interpolation uncertainty To satisfy consumer expectations of high quality and low cost products, it is essential...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2011, 133(3): 031003.
Published Online: February 22, 2011
...Songqing Shan; G. Gary Wang A recently developed metamodel, radial basis function-based high-dimensional model representation (RBF-HDMR), shows promise as a metamodel for high-dimensional expensive black-box functions. This work extends the modeling capability of RBF-HDMR from the current second...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2010, 132(5): 051009.
Published Online: May 17, 2010
... competitiveness. Such integration, however, faces three main challenges: (1) high computational expense of simulation, (2) the simulation process being a black-box function, and (3) design problems being high dimensional. In the past two decades, metamodeling has been intensively developed to deal with expensive...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2006, 128(4): 945–958.
Published Online: December 19, 2005
...Daniel W. Apley; Jun Liu; Wei Chen The use of computer experiments and surrogate approximations (metamodels) introduces a source of uncertainty in simulation-based design that we term model interpolation uncertainty . Most existing approaches for treating interpolation uncertainty in computer...