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Keywords: metamodeling
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Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1780
Published Online: May 23, 2022
... 2022 04 05 2022 23 05 2022 Email: piyush.pandita@ge.com Email: sayan.ghosh1@ge.com Email: yashenaf@ualberta.ca Data-driven design design of experiments design optimization Machine learning metamodeling uncertainty modeling Journal of Mechanical Design. Received...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1733
Published Online: May 9, 2022
... in the J ournal of M echanical D esign . 01 12 2021 28 04 2022 04 05 2022 09 05 2022 Machine learning metamodeling uncertainty modeling National Aeronautics and Space Administration 10.13039/100000104 80NSSC21K1809 Accepted Manuscript Not Copyedited...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1738
Published Online: April 1, 2022
... of ASME for publication in the J ournal of M echanical D esign . 03 12 2021 21 03 2022 25 03 2022 01 04 2022 Email: lpw12104059@mail.dlut.edu.cn Email: sxg@dlut.edu.cn Email: shuaizhang@mail.dlut.edu.cn Email: pangy@mail.dlut.edu.cn metamodeling Accepted...
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
...] Chen , L. , Qiu , H. , Jiang , C. , Xiao , M. , and Gao , L. , 2018 , “ Support Vector Enhanced Kriging for Metamodeling With Noisy Data ,” Struct. Multidiscipl. Optim. , 57 ( 4 ), pp. 1611 – 1623 . 10.1007/s00158-017-1831-0 [17] Smola , A. J. , and Schölkopf , B...
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
... of ASME for publication in the J ournal of M echanical D esign . 16 03 2021 26 10 2021 27 10 2021 06 12 2021 1 Corresponding author. Email: smissoum@arizona.edu Email: ssaeeda@email.arizona.edu crashworthiness simulation-based design metamodeling Bayesian...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021710.
Paper No: MD-21-1200
Published Online: November 25, 2021
... design metamodeling simulation-based design systems design Defense Advanced Research Projects Agency 10.13039/100000185 HR00112090069 Email: adachowi@purdue.edu Email: mall@purdue.edu Email: balasub9@purdue.edu Mission engineering and design (ME&D...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031705.
Paper No: MD-20-1934
Published Online: October 21, 2021
... [8] Li , M. , Li , G. , and Azarm , S. , 2008 , “ A Kriging Metamodel Assisted Multi-Objective Genetic Algorithm for Design Optimization ,” J. Mech. Des. , 130 ( 3 ), p. 031401 . 10.1115/1.2829879 [9] Li , G. , Li , M. , Azarm , S. , Al Hashimi , S. , Al...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031702.
Paper No: MD-21-1198
Published Online: October 1, 2021
... and epistemic stochastic process F = model matrix A S = attainment surface metric C D = drag coefficient C L = lift coefficient Re = Reynold’s number 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
...: chris.hoyle@oregonstate.edu Bayesian optimization surrogate modeling multi-objective optimization weighted Tchebycheff Bayesian regression metamodeling stress in design References [1] Feng , J. , Shen , W. Z. , and Li , Y. , 2018 , “ An Optimization Framework...
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
... evaluations and demonstrated on the parametric optimization of a structural stiffened plate requiring FEA. Figure 1 relates EPO to other efficient metamodel-based optimization algorithms by the type of problems they can solve. One challenge for parametric optimization techniques is the application...
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...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031701.
Paper No: MD-20-1154
Published Online: October 9, 2020
... learning metamodeling reliability in design uncertainty analysis uncertainty modeling 10 03 2020 23 06 2020 22 08 2020 09 10 2020 This work is in part a work of the U.S. Government. ASME disclaims all interest in the U.S. Government’s contributions. Contributed...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2021, 143(2): 021705.
Paper No: MD-19-1886
Published Online: September 17, 2020
... 2020 13 05 2020 17 09 2020 multi-fidelity surrogate canonical correlation analysis correlation scaling factor cost ratio design of experiments metamodeling Design optimization of complicated engineering problems, which relies on lots of high-fidelity (HF) simulations...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2021, 143(2): 021701.
Paper No: MD-20-1012
Published Online: August 18, 2020
...-temporal prediction metamodeling uncertainty analysis uncertainty modeling Optimizing design and/or operation of dynamical systems generally requires accurate prediction of their behavior (or response). Predicting the behavior of such spatio-temporal systems is important due to the need...
Journal Articles
Article Type: Research Papers
J. Mech. Des. January 2021, 143(1): 011706.
Paper No: MD-19-1928
Published Online: August 11, 2020
.... , Abdelaziz , O. , Azarm , S. , and Radermacher , R. , 2013 , “ Cross-validation Based Single Response Adaptive Design of Experiments for Kriging Metamodeling of Deterministic Computer Simulations ,” Struct. Multidiscip. Optim. , 48 ( 3 ), pp. 581 – 605 . 10.1007/s00158-013-0918-5 [2...