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Cited by
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Since 2019
Citations
156
156
h-index
2
2
i10-index
1
1
0
44
22
2019
2020
2021
2022
2023
2024
5
19
28
44
34
26
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Co-authors
Ilias Bilionis
Associate Professor, Mechanical Engineering, Purdue University
Verified email at purdue.edu
Rohit Tripathy
The Jackson Laboratory
Verified email at jax.org
Jitesh H. Panchal
School of Mechanical Engineering, Purdue University, West Lafayette, IN
Verified email at purdue.edu
Alejandro Strachan
Reilly Professor of Materials Engineering, Purdue University
Verified email at purdue.edu
Michael S Titus
Associate Professor at Purdue University
Verified email at purdue.edu
Zachary D. McClure
Purdue University
Verified email at purdue.edu
Kenneth H. Sandhage
Reilly Professor, School of Materials Engineering, Purdue University
Verified email at purdue.edu
Saswat Mishra
Graduate Research Assistant, Purdue University
Verified email at purdue.edu
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Sharmila Karumuri
PhD,
Purdue University
Verified email at purdue.edu -
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Uncertainty Quantification
Deep Learning
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Scientific Machine Learning
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Year
Simulator-free solution of high-dimensional stochastic elliptic partial differential equations using deep neural networks
S Karumuri, R Tripathy, I Bilionis, J Panchal
Journal of Computational Physics 404, 109120
, 2020
150
2020
Hierarchical Bayesian approach to experimental data fusion: Application to strength prediction of high entropy alloys from hardness measurements
S Karumuri, ZD McClure, A Strachan, M Titus, I Bilionis
Computational Materials Science 217, 111851
, 2023
5
2023
Learning to solve Bayesian inverse problems: An amortized variational inference approach using Gaussian and Flow guides
S Karumuri, I Bilionis
arXiv preprint arXiv:2305.20004
, 2024
1
2024
Mass uptake during oxidation of metallic alloys: Literature data collection, analysis, and FAIR sharing
S Mishra, S Karumuri, V Mika, C Scott, C Choy, KH Sandhage, I Bilionis, ...
Computational Materials Science 233, 112671
, 2024
2024
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