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Keywords: metamodeling
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2024, 146(11): 111701.
Paper No: MD-23-1795
Published Online: April 9, 2024
... esign . 13 11 2023 01 03 2024 09 03 2024 09 04 2024 Graphical Abstract Figure design for manufacturing design optimization metamodeling simulation-based design topology optimization Additive manufacturing (AM) has enabled the production...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101704.
Paper No: MD-23-1686
Published Online: March 18, 2024
... 18 03 2024 Graphical Abstract Figure Bayesian optimization optimization-under-uncertainty efficient robust global optimization hypervolume expected improvement crash constraints Bayesian classification design optimization machine learning metamodeling multi-objective...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101705.
Paper No: MD-23-1728
Published Online: March 18, 2024
... of engineered materials system design representation metamodeling National Science Foundation 10.13039/100000001 2045322 Office of Naval Research 10.13039/100000006 N00014-23-1-2485 Developments in modern electronic devices such as smartphones, computers, and medical devices [ 1...
Topics: Design, Modeling
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051711.
Paper No: MD-23-1466
Published Online: March 18, 2024
... Graphical Abstract Figure self-organizing system compromise decision-support problem box-pushing problem. artificial intelligence design methodology design optimization machine learning metamodeling multi-objective optimization systems design Group behavior is widespread...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2024, 146(8): 081704.
Paper No: MD-23-1618
Published Online: March 5, 2024
.... Surrogate modeling [ 1 – 3 ], also known as metamodeling or response surface modeling, is a powerful tool for approximating complex and computationally expensive models with simpler and faster models. The goal is to generate a model that accurately represents the behavior of the original system...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101702.
Paper No: MD-23-1583
Published Online: March 5, 2024
... Figure multi-fidelity surrogate neural network machine learning mapping model different input spaces artificial intelligence computer-aided engineering metamodeling Output data from engineering systems, whether observed or predicted, can be categorized into multiple fidelity...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061705.
Paper No: MD-23-1570
Published Online: December 18, 2023
... of experiments Kriging design optimization design theory metamodeling multidisciplinary design and optimization product design simulation-based design National Natural Science Foundation of China (NSFC) 10.13039/501100001809 52111540267 52275275 U22A6001 Addressing the conflict...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051707.
Paper No: MD-23-1554
Published Online: December 15, 2023
... learning design automation metamodeling simulation-based design uncertainty analysis Effective vehicle design needs to meet both regulatory and other essential standards [ 1 , 2 ]. At the forefront of these considerations is the design of structures optimized for controlled deformation, which...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051706.
Paper No: MD-23-1471
Published Online: December 12, 2023
.... In this paper, we integrate Latent Variable Gaussian Process (LVGP) with Sobol’ analysis to develop the first metamodel-based mixed-variable GSA method. Through numerical case studies, we validate and demonstrate the effectiveness of our proposed method for mixed-variable problems. Furthermore, while...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041703.
Paper No: MD-23-1035
Published Online: November 13, 2023
...) References [1] Meckesheimer , M. , Barton , R. R. , Simpson , T. , Limayen , F. , and Yannou , B. , 2001 , “ Metamodeling of Combined Discrete/Continuous Responses ,” AIAA J. , 39 ( 10 ), pp. 1950 – 1959 . 10.2514/2.1185 [2] Biswas , A. , and Hoyle , C. , 2021...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111703.
Paper No: MD-22-1550
Published Online: August 29, 2023
... esign . 31 08 2022 13 07 2023 14 07 2023 29 08 2023 design of experiments design optimization machine learning metamodeling Directorate for Engineering 10.13039/100000084 1826083 One open question within design research is when or under what...
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111705.
Paper No: MD-23-1096
Published Online: August 25, 2023
... Corresponding author. Email: sxg@dlut.edu.cn 24 02 2023 08 07 2023 10 07 2023 25 08 2023 pointwise ensemble of surrogate models model selection cross-validation pointwise weight calculation agent-based design design optimization metamodeling structural optimization...
Journal Articles
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. November 2023, 145(11): 114501.
Paper No: MD-22-1776
Published Online: August 16, 2023
... sheave Schematic diagram of the hoist sheave ensemble of surrogate models adaptive weight strategy median metamodeling Ministry of Science and Technology of the People's Republic of China 10.13039/501100002855 2018YFB1700704 National Natural Science Foundation of China...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2023, 145(10): 101705.
Paper No: MD-22-1758
Published Online: July 19, 2023
... Assisted by Gaussian Random Field Metamodels ,” IEEE Trans. Evol. Comput. , 10 ( 4 ), pp. 421 – 439 . 10.1109/TEVC.2005.859463 [19] Keane , A. J. , 2006 , “ Statistical Improvement Criteria for Use in Multiobjective Design Optimization ,” AIAA. J. , 44 ( 4 ), pp. 879 – 891 . 10.2514...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091708.
Paper No: MD-23-1042
Published Online: July 18, 2023
... Kriging Metamodel for Failure Probability Estimation Considering the Uncertainties of Distribution Parameters ,” Probabilistic Eng. Mech. , 70 , p. 103353 . 10.1016/j.probengmech.2022.103353 [30] Jiang , C. , Qiu , H. , Gao , L. , Wang , D. , Yang , Z. , and Chen , L...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091705.
Paper No: MD-22-1637
Published Online: June 26, 2023
... surrogate model nonlinearity integrated multi-fidelity surrogate correlation metamodeling At present, with the rapid development of computer technology, the methods of numerical analysis, such as the finite element analysis and computational fluid dynamics, have been routinely employed...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091706.
Paper No: MD-23-1128
Published Online: June 26, 2023
...Jie Liu; Yue Zhao; Fei Lei; Fei Ding Metamodel technology provides an efficient method to approximate complex engineering design problems. However, the approximation for high-dimensional problems usually requires a large number of samples for most traditional metamodeling methods, which leads...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091701.
Paper No: MD-22-1737
Published Online: June 15, 2023
... 05 2023 22 05 2023 15 06 2023 black-box dynamic system black-box dynamic optimization right-hand side function surrogate model dynamic hybrid sampling hypercube shrinking approximation-based optimal design metamodeling National Natural Science Foundation of China...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2023, 145(8): 081704.
Paper No: MD-23-1006
Published Online: June 9, 2023
.... , and Naujoks , B. , 2006 , “ Single- and Multiobjective Evolutionary Optimization Assisted by Gaussian Random Field Metamodels ,” IEEE Trans. Evol. Comput. , 10 ( 4 ), pp. 421 – 439 . 10.1109/TEVC.2005.859463 [7] Biswas , A. , Fuentes , C. , and Hoyle , C. , 2022 , “ A Multi...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2023, 145(7): 071703.
Paper No: MD-22-1418
Published Online: May 17, 2023
... integration and to three other candidate algorithms. multidisciplinary analysis derivative-based global sensitivity measures multifidelity kriging metamodeling multidisciplinary design and optimization sensitivity analysis for design The design process of complex aerospace systems, like...
Includes: Supplementary data