دنبال کردن
Sharmila Karumuri
عنوان
نقل شده توسط
نقل شده توسط
سال
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
1812020
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
92023
Learning to solve Bayesian inverse problems: An amortized variational inference approach using Gaussian and Flow guides
S Karumuri, I Bilionis
Journal of Computational Physics 511, 113117, 2024
4*2024
Efficient training of deep neural operator networks via randomized sampling
S Karumuri, L Graham-Brady, S Goswami
arXiv preprint arXiv:2409.13280, 2024
22024
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
12024
Physics-Informed Latent Neural Operator for Real-time Predictions of Complex Physical Systems
S Karumuri, L Graham-Brady, S Goswami
arXiv preprint arXiv:2501.08428, 2025
2025
PHYSICS INFORMED MACHINE LEARNING METHODS FOR UNCERTAINTY QUANTIFICATION
S Karumuri
Purdue University Graduate School, 2024
2024
Discovery of High-Strength Complex Concentrated Alloys from Physics, Machine Learning, and Experiments
S Karumuri, A Hernandez, S Mishra, Z McClure, V Tucker, JC Flanagan, ...
Machine Learning, and Experiments, 0
سیستم در حال حاضر قادر به انجام عملکرد نیست. بعداً دوباره امتحان کنید.
مقاله‌ها 1–8