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Keywords: Bayesian Inference
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Proceedings Papers

Proc. ASME. IDETC-CIE2020, Volume 11B: 46th Design Automation Conference (DAC), V11BT11A036, August 17–19, 2020
Paper No: DETC2020-22014
.... We prove that our approach offers a better modeling capacity for complex system dynamics as compared to established methods. policy search robotics control Gaussian processes Bayesian inference reinforcement learning DESIGN OF CONTROL SYSTEMS USING ACTIVE UNCERTAINTY REDUCTION-BASED...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 2B: 45th Design Automation Conference, V02BT03A032, August 18–21, 2019
Paper No: DETC2019-97010
... and accuracy of GEBHM with ASMC on four mathematical problems and on two challenging industry applications of varying complexity. surrogate modeling Bayesian inference sequential Monte Carlo Gaussian processes design under uncertainty TOWARDS SCALABLE GAUSSIAN PROCESS MODELING Piyush Pandita...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 7: 31st International Conference on Design Theory and Methodology, V007T06A015, August 18–21, 2019
Paper No: DETC2019-98335
... on the experimental environment as well as the number of available units. This highlights the importance of such an approach which incorporates these factors to determine the budget. online experimentation Bayesian inference cumulative regret design of experiments CONDUCTING NON-ADAPTIVE EXPERIMENTS...
Proceedings Papers

Proc. ASME. IDETC-CIE2012, Volume 3: 38th Design Automation Conference, Parts A and B, 1101-1111, August 12–15, 2012
Paper No: DETC2012-70234
... for uncertainties. Several examples are used to demonstrate the validity of the method in product development. Design under Uncertainty Bayesian Inference Markov-Chair Monte Carlo Sample Augmentation OPTIMAL SAMPLE AUGMENTATION AND RESOURCE ALLOCATION FOR DESIGN WITH INADEQUATE UNCERTAINTY DATA Pin-Yi...
Proceedings Papers

Proc. ASME. IDETC-CIE2011, Volume 2: 31st Computers and Information in Engineering Conference, Parts A and B, 1317-1328, August 28–31, 2011
Paper No: DETC2011-48801
... the remaining useful life is estimated. Using three examples, it is shown that the RUL estimates are accurate even when an inaccurate stress intensity factor is used. 13 06 2012 Prognosis Structural Health Monitoring Bayesian Inference Remaining Useful Life 1 Copyright © 2011 by ASME...
Proceedings Papers

Proc. ASME. IDETC-CIE2010, Volume 3: 30th Computers and Information in Engineering Conference, Parts A and B, 1003-1011, August 15–18, 2010
Paper No: DETC2010-29161
... between the follower link and the slide stage, as well as a prismatic joint for the linear slide, are used. Based on the relative motion between the centers of pin and bushing, the wear volumes are estimated at six different operating cycles. The Bayesian inference technique is used to update...
Proceedings Papers

Proc. ASME. IDETC-CIE2006, Volume 1: 32nd Design Automation Conference, Parts A and B, 1157-1168, September 10–13, 2006
Paper No: DETC2006-99458
... information. As a demonstration, we apply the method to design an optimal piston-ring/cylinder-liner assembly under surface roughness uncertainty. 09 06 2008 Reliability-based optimization Uncertainty Incomplete information Bayesian inference B I ch o ic tain incomplete information...