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Keywords: Metamodeling
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Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-22-1210
Published Online: August 4, 2022
... developed framework that takes advantages of both empirical and FE models. The validity and accuracy of the metamodel developed in the previous framework depend on the initial assumption of parameter uncertainties. This causes a problem when the assumed uncertainties are far from the actual values...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-22-1243
Published Online: July 29, 2022
...: sxg@dlut.edu.cn Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 21 04 2022 19 07 2022 20 07 2022 29 07 2022 metamodeling multiobjective optimization Ministry of Science and Technology...
Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2022, 144(11): 111703.
Paper No: MD-22-1102
Published Online: July 22, 2022
... 2022 robust design optimization multi-fidelity surrogate sequential sampling metamodeling National Natural Science Foundation of China 10.13039/501100001809 51805179 52105254 52175231 Uncertainty is inevitable for the design and optimization of engineering products...
Journal Articles
Article Type: Research Papers
J. Mech. Des. October 2022, 144(10): 101704.
Paper No: MD-22-1030
Published Online: July 1, 2022
... 07 2022 machine learning metamodeling reliability in design uncertainty analysis National Natural Science Foundation of China 10.13039/501100001809 51875525 51905475 52111540267 Natural Science Foundation of Zhejiang Province 10.13039/501100004731 LY21E050008...
Journal Articles
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091705.
Paper No: MD-21-1780
Published Online: June 13, 2022
..., especially in scenarios where one faces logistic challenges that impede using numerous points to build an initial metamodel or from performing greedy sequential design. The method is demonstrated on a mathematical problem of a set of functions that have similar characteristics in terms of the range...
Journal Articles
Article Type: Research Papers
J. Mech. Des. July 2022, 144(7): 071707.
Paper No: MD-21-1738
Published Online: May 27, 2022
... 2022 the ensemble of surrogate models model selection screening index cross-validation 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...
Journal Articles
Article Type: Research Papers
J. Mech. Des. August 2022, 144(8): 081701.
Paper No: MD-21-1569
Published Online: March 24, 2022
... to approximate high-dimensional problems in engineering design. However, the available one-metamodel-based HDMRs usually encounter the predicament of prediction uncertainty, while current multi-metamodels-based HDMRs cannot provide simple explicit expressions for black-box problems, and have high computational...
Journal Articles
Article Type: Research Papers
J. Mech. Des. June 2022, 144(6): 061701.
Paper No: MD-21-1378
Published Online: January 17, 2022
... 06 2021 06 11 2021 10 11 2021 17 01 2022 data fusion surrogate model multiple data types noisy data regression approximate interpolation metamodeling Recent developments in data analysis and approximation methods have aroused great interest in surrogate models...
Topics: Noise (Sound)
Journal Articles
Article Type: Research Papers
J. Mech. Des. May 2022, 144(5): 051701.
Paper No: MD-21-1123
Published Online: December 6, 2021
... Occupants ,” Traffic Injury Prevention , 15 ( 6 ), pp. 556 – 563 . 10.1080/15389588.2013.842232 [7] Gu , X. , Lu , J. , and Wang , H. , 2015 , “ Reliability-Based Design Optimization for Vehicle Occupant Protection System Based on Ensemble of Metamodels ,” Struct. Multidiscipl...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021710.
Paper No: MD-21-1200
Published Online: November 25, 2021
... intelligence data-driven design metamodeling simulation-based design systems design 09 04 2021 15 10 2021 19 10 2021 25 11 2021 Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . The views, opinions...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031705.
Paper No: MD-20-1934
Published Online: October 21, 2021
... 2021 08 09 2021 21 10 2021 design optimization metamodeling multidisciplinary design and optimization multiobjective optimization simulation-based design structural optimization U.S. Department of Energy 10.13039/100000015 DE-NA-0003525 For a d...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031702.
Paper No: MD-21-1198
Published Online: October 1, 2021
...@ugent.be Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 07 04 2021 26 07 2021 28 07 2021 01 10 2021 design optimization metamodeling multi-objective optimization uncertainty analysis...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021704.
Paper No: MD-21-1177
Published Online: September 21, 2021
... 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 Surrogate models, also known as metamodels, response...
Journal Articles
Article Type: Research Papers
J. Mech. Des. January 2022, 144(1): 011703.
Paper No: MD-20-1759
Published Online: August 11, 2021
..., IL , Oct. 18–21 . [33] Emmerich , M. , Giannakoglou , K. , 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 [34...
Journal Articles
Article Type: Research Papers
J. Mech. Des. December 2021, 143(12): 121702.
Paper No: MD-21-1034
Published Online: June 9, 2021
... sequential sampling multi-fidelity model Voronoi region density of samples design of experiments metamodeling The application of surrogate models on replacing computationally expensive simulation functions in engineering design optimization-based processes has received much attention...
Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2021, 143(11): 111704.
Paper No: MD-20-1858
Published Online: May 28, 2021
...George H. Cheng; G. Gary Wang; Yeong-Maw Hwang Multi-objective optimization (MOO) problems with computationally expensive constraints are commonly seen in real-world engineering design. However, metamodel-based design optimization (MBDO) approaches for MOO are often not suitable for high...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031716.
Paper No: MD-20-1404
Published Online: February 8, 2021
... metamodeling stress, strain in design Bayesian optimization design space discontinuity design classification problem In the early design phase, it is very important for the designers to be able to identify the feasible regions in a large design space, while the design cost is low. This knowledge...
Includes: Supplementary data
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031711.
Paper No: MD-20-1396
Published Online: January 27, 2021
... design automation design optimization metamodeling Parametric optimization, also known as multi-parametric programming, is the process of solving an optimization problem as a function of one or more variables, termed parameters, over a given range [ 1 – 7 ]. In this context, parameters...
Journal Articles
Article Type: Research Papers
J. Mech. Des. April 2021, 143(4): 041703.
Paper No: MD-20-1165
Published Online: October 12, 2020
... property of MPS-DCP is theoretically analyzed. The performance of MPS-DCP is tested on several numerical benchmarks and compared with state-of-the-art metamodel-based design optimization methods for HEB problems. The results indicate that MPS-DCP generally outperforms the competitive methods regarding...