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Keywords: surrogate modeling
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Journal Articles
Anindya Bhaduri, Nesar Ramachandra, Sandipp Krishnan Ravi, Lele Luan, Piyush Pandita, Prasanna Balaprakash, Mihai Anitescu, Changjie Sun, Liping Wang
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. May 2024, 24(5): 051008.
Paper No: JCISE-23-1360
Published Online: March 5, 2024
... of the system is complex. This limits their application to solve inverse design problems and identify structures that maximize performance. In such scenarios, surrogate models are employed to make the forward mapping computationally efficient to evaluate. However, the high dimensionality of the input...
Journal Articles
Publisher: ASME
Article Type: Technical Briefs
J. Comput. Inf. Sci. Eng. February 2023, 23(1): 014501.
Paper No: JCISE-21-1366
Published Online: May 20, 2022
... 1 Corresponding author. Email: chris.hoyle@oregonstate.edu 22 10 2021 28 04 2022 29 04 2022 20 05 2022 multi-objective Bayesian optimization nested design weighted techbycheff surrogate modeling model parameter estimation machine learning for engineering...
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. February 2023, 23(1): 011001.
Paper No: JCISE-21-1386
Published Online: May 17, 2022
...Ying Zhao; Chen Jiang; Manuel A. Vega; Michael D. Todd; Zhen Hu Surrogate models play a vital role in overcoming the computational challenge in designing and analyzing nonlinear dynamic systems, especially in the presence of uncertainty. This paper presents a comparative study of different...
Journal Articles
Publisher: ASME
Article Type: Technical Papers
J. Comput. Inf. Sci. Eng. September 2002, 2(3): 141–149.
Published Online: January 2, 2003
...Ping (Christine) Ge, ASME Member,; Nancy Wang, ASME Member,; Stephen C-Y. Lu, ASME Member, Surrogate models play an important role in improving design productivity and discovering knowledge at early design stage. In this paper, a preliminary version of an E_volutionary M_odeling A_pproach (EMA...
