Scholar
Ilias Bilionis
Google Scholar ID: rjXLtJMAAAAJ
Professor, Mechanical Engineering, Purdue University
Scientific Machine Learning
Physics-informed machine learning
Uncertainty Quantification
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Citations & Impact
All-time
Citations
3,338
H-index
30
i10-index
67
Publications
20
Co-authors
62
list available
Publications
6 items
Coding-agents can replicate scientific machine learning papers
2026
Cited
0
Modeling diesel output particulate matter as the Ornstein-Uhlenbeck process
2026
Cited
0
Bayesian Calibration of Engine-out NOx Models for Engine-to-Engine Transferability
2025
Cited
0
Bayesian neural networks with interpretable priors from Mercer kernels
2025
Cited
0
An interpretation of the Brownian bridge as a physics-informed prior for the Poisson equation
2025
Cited
0
A Causal Graph-Enhanced Gaussian Process Regression for Modeling Engine-out NOx
arXiv.org · 2024
Cited
0
Co-authors
6 total
Jitesh H. Panchal
School of Mechanical Engineering, Purdue University, West Lafayette, IN
Shirley J. Dyke
Coates Professor of Mechanical Eng, Professor of Civil and Construction Eng, Purdue University
Chul Min Yeum
University of Waterloo
Adrián Buganza Tepole
Columbia University
Atharva Hans
Purdue University
Xiaoyu Liu
Assistant Professor, University of South Florida
