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Matthew Plumlee
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Journal Articles

Scalable Adaptive Batch Sampling in Simulation-Based Design With Heteroscedastic Noise

Anton van Beek, Umar Farooq Ghumman, Joydeep Munshi, Siyu Tao, TeYu Chien, Ganesh Balasubramanian, Matthew Plumlee, Daniel Apley, Wei Chen
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031709.
Paper No: MD-20-1421
DOI: https://doi.org/10.1115/1.4049134
Published Online: December 15, 2020
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Topics: Design, Noise (Sound), Optimization, Simulation, Interpolation, Uncertainty, Simulation models, Modeling
Proceedings Papers

Scalable Objective-Driven Batch Sampling in Simulation-Based Design for Models With Heteroscedastic Noise

Anton van Beek, Umar Farooq Ghumman, Joydeep Munshi, Siyu Tao, TeYu Chien, Ganesh Balasubramanian, Matthew Plumlee, Daniel Apley, Wei Chen
Proc. ASME. IDETC-CIE2020, Volume 11B: 46th Design Automation Conference (DAC), V11BT11A049, August 17–19, 2020
Paper No: DETC2020-22629
DOI: https://doi.org/10.1115/DETC2020-22629
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Topics: Design, Noise (Sound), Simulation, Optimization, Simulation models, Algorithms, Interpolation, Uncertainty
Journal Articles

Integration of Normative Decision-Making and Batch Sampling for Global Metamodeling

Anton van Beek, Siyu Tao, Matthew Plumlee, Daniel W. Apley, Wei Chen
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2020, 142(3): 031114.
Paper No: MD-19-1444
DOI: https://doi.org/10.1115/1.4045601
Published Online: January 25, 2020
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Topics: Approximation, Decision making, Design, Dynamic programming, Probability, Risk, Simulation, Uncertainty, Optimization, Preferences