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Natarajan Chennimalai Kumar
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Journal Articles

Advances in Bayesian Probabilistic Modeling for Industrial Applications

Sayan Ghosh, Piyush Pandita, Steven Atkinson, Waad Subber, Yiming Zhang, Natarajan Chennimalai Kumar, Suryarghya Chakrabarti, Liping Wang
Journal: ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg
Article Type: Research-Article
ASME J. Risk Uncertainty Part B. September 2020, 6(3): 030904.
Paper No: RISK-19-1074
DOI: https://doi.org/10.1115/1.4046747
Published Online: May 12, 2020
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Topics: Design, Modeling, Sensitivity analysis, Transients (Dynamics), Uncertainty, Calibration
Proceedings Papers

Probabilistic Validation of Complex Engineering Simulations With Sparse Data

Arun K. Subramaniyan, Natarajan Chennimalai Kumar, Liping Wang
Proc. ASME. GT2014, Volume 7B: Structures and Dynamics, V07BT30A003, June 16–20, 2014
Paper No: GT2014-26257
DOI: https://doi.org/10.1115/GT2014-26257
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Topics: Engineering simulation, Calibration, Uncertainty
Proceedings Papers

Calibrating Transient Models With Multiple Responses Using Bayesian Inverse Techniques

Natarajan Chennimalai Kumar, Arun K. Subramaniyan, Liping Wang, Gene Wiggs
Proc. ASME. GT2013, Volume 7A: Structures and Dynamics, V07AT28A007, June 3–7, 2013
Paper No: GT2013-95857
DOI: https://doi.org/10.1115/GT2013-95857
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Topics: Calibration, Transients (Dynamics)
Proceedings Papers

Improving High-Dimensional Physics Models Through Bayesian Calibration With Uncertain Data

Natarajan Chennimalai Kumar, Arun K. Subramaniyan, Liping Wang
Proc. ASME. GT2012, Volume 7: Structures and Dynamics, Parts A and B, 407-416, June 11–15, 2012
Paper No: GT2012-69058
DOI: https://doi.org/10.1115/GT2012-69058
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Topics: Calibration, Physics