1-20 of 86
Keywords: metamodeling
Close
Sort by
Journal Articles
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
... in a second step using K -means clustering so that a metamodel-based optimizer can search for an optimum during the final step. Mean field homogenization is used to approximate material nonlinearity. This approach demonstrates the benefits of using static loading minimum compliance TO to augment...
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
... problem. artificial intelligence design methodology design optimization machine learning metamodeling multi-objective optimization systems design Group behavior is widespread with phenomena like ant colonies, fish swarms, bird flights, and so on. The industry has been inspired...
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
... 03 2024 Graphical Abstract Figure multi-task learning partially observed information reliability-based design optimization uncertainty quantification data-driven design design automation design optimization machine learning metamodeling reliability in design systems...
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
... 05 03 2024 Graphical Abstract 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...
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
...@umich.edu Email: gli8@ford.com Email: zgao@ford.com Email: yli197@ford.com Email: sbarbat@ford.com 1 Corresponding author. Email: zhennhu@umich.edu CAE model bias Gaussian process regression Gaussian mixture model transfer learning design automation metamodeling simulation...
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
... 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 conditions providing diverse stimuli or starting...
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
... median metamodeling Ministry of Science and Technology of the People's Republic of China 10.13039/501100002855 2018YFB1700704 National Natural Science Foundation of China 10.13039/501100001809 52075068 Despite the tremendous increase in computer processing capabilities...
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
... 2023 Bayesian optimization multi-objective optimization Gaussian process acquisition function data-driven design design optimization machine learning metamodeling simulation-based design The solution of design optimization problems in engineering and science often requires...
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
... of ASME for publication in the J ournal of M echanical D esign . 27 01 2023 23 05 2023 25 05 2023 18 07 2023 time-dependent reliability analysis surrogate model digital twin expansion optimal linear estimation adaptive sampling strategy kriging metamodeling...
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
... by Reducing Bumpiness of Discrepancy Function ,” Struct. Multidiscip. Optim. , 58 ( 2 ), pp. 399 – 414 . 10.1007/s00158-018-2031-2 [43] Jin , R. , Chen , W. , and Simpson , T. W. , 2001 , “ Comparative Studies of Metamodelling Techniques Under Multiple Modelling Criteria ,” Struct...
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
... dynamic hybrid sampling hypercube shrinking approximation-based optimal design metamodeling National Natural Science Foundation of China 10.13039/501100001809 Grant No. 51575205 In the dynamic control system, the system state evolves through time and the system response depends...
Journal Articles