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Keywords: metamodeling
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Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-22-1364
Published Online: January 25, 2023
... Committee of ASME for publication in the J ournal of M echanical D esign . 15 06 2022 20 01 2023 23 01 2023 25 01 2023 Email: rmalak@tamu.edu Email: jwrosen@tamu.edu design optimization metamodeling multiobjective optimization Journal of Mechanical Design...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031706.
Paper No: MD-22-1420
Published Online: November 24, 2022
... in the J ournal of M echanical D esign . 03 07 2022 14 10 2022 29 10 2022 24 11 2022 ensemble remaining useful life lithium-ion batteries rolling element bearings machine learning metamodeling Accurately predicting the remaining useful life (RUL) of equipment...
Journal Articles
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011705.
Paper No: MD-22-1319
Published Online: November 17, 2022
... reasonable request. References [1] Oune , N. , and Bostanabad , R. , 2021 , “ Latent Map Gaussian Processes for Mixed Variable Metamodeling ,” Comput. Methods Appl. Mech. Eng. , 387 , p. 114128 . 10.1016/j.cma.2021.114128 [2] Eweis-Labolle , J. T. , Oune , N...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031703.
Paper No: MD-22-1363
Published Online: November 3, 2022
... = covariance function hyperparameters ϕ = Gaussian probability distribution function Φ = Gaussian cumulative distribution function robust optimization surrogate modeling bi-objective design optimization metamodeling multi-objective optimization robust design...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031702.
Paper No: MD-22-1354
Published Online: October 31, 2022
... mapping design methodology metamodeling reliability in design uncertainty analysis National Research Foundation of Korea 10.13039/501100003725 2021K2A9A2A06044278 FY2021 References [1] Hasofer , A. M. , and Lind , N. C. , 1974 , “ Exact and Invariant Second-Moment...
Journal Articles
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
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
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091703.
Paper No: MD-21-1733
Published Online: June 13, 2022
... in the J ournal of M echanical D esign . 01 12 2021 28 04 2022 04 05 2022 13 06 2022 Gaussian processes data fusion calibration emulation manifold learning machine learning metamodeling uncertainty modeling National Aeronautics and Space Administration...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091705.
Paper No: MD-21-1780
Published Online: June 13, 2022
... 2022 13 06 2022 sequential optimal experimental design deep reinforcement learning uncertainty quantification Gaussian processes data-driven design design of experiments design optimization machine learning metamodeling uncertainty modeling Design of experiments (DOE) [ 1...
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
... optimization metamodeling multidisciplinary design and optimization multiobjective optimization simulation-based design structural optimization U.S. Department of Energy 10.13039/100000015 DE-NA-0003525 Global optimization is a common problem that appears in many contexts...
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
... metamodeling stress in design References [1] Feng , J. , Shen , W. Z. , and Li , Y. , 2018 , “ An Optimization Framework for Wind Farm Design in Complex Terrain ,” Appl. Sci. , 8 ( 11 ), p. 2053 . 10.3390/app8112053 [2] Huo , J. , and Liu , L. , 2018...
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...