Scholar
George Em Karniadakis
Google Scholar ID: yZ0-ywkAAAAJ
The Charles Pitts Robinson and John Palmer Barstow Professor of Applied Mathematics and Engineering
Math+Machine Learning
Probabilistic Scientific Computing
Stochastic Multiscale Modeling
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Citations & Impact
All-time
Citations
97,334
H-index
115
i10-index
544
Publications
20
Co-authors
17
list available
Contact
No contact links provided.
Publications
24 items
Operator Learning for Reconstructing Flow Fields from Sparse Measurements: a Language Model Approach
2026
Cited
0
UFO: A Domain-Unification-Free Operator Framework for Generalized Operator Learning
2026
Cited
0
GRAFT-ATHENA: Self-Improving Agentic Teams for Autonomous Discovery and Evolutionary Numerical Algorithms
2026
Cited
0
NSPOD: acceleratingthe convergence ofKrylov-based iterative linearsolvers via approximated PODs
2026
Cited
0
Multi-fidelity surrogates for mechanics of composites: from co-kriging to multi-fidelity neural networks
2026
Cited
0
Uncertainty Quantification in PINNs for Turbulent Flows: Bayesian Inference and Repulsive Ensembles
2026
Cited
0
Agentic Risk-Aware Set-Based Engineering Design
2026
Cited
0
PINNs in PDE Constrained Optimal Control Problems: Direct vs Indirect Methods
2026
Cited
0
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Resume (English only)
Academic Achievements
- Published the first original works on PINNs and DeepONet.
- Supported generously by AFOSR, DOE, ARL, ONR, and multiple industrial partners.
Research Experience
- Leads the CRUNCH research group focusing on neural partial differential equations and neural operators.
- Collaborates with several US universities including MIT, Stanford, etc.
Background
- Research Interests: Computational Mathematics + Machine Learning + X (where X can be problems in biology, geophysics, etc.)
- Specialization: Neural PDEs and neural operators
- Brief Introduction: Leader of a research team at the Division of Applied Mathematics, Brown University, since the early 1990s.
Miscellany
- Supports diversity and inclusion, including support for MET School @ PVD, WISE@Brown, and the Association of Women in Mathematics@Brown.
- Has a research team with interdisciplinary backgrounds.
Co-authors
17 total
Co-author 1
Michael S. Triantafyllou
Henry L. and Grace Doherty Professor of Ocean Science & Engineering, MIT
Co-author 3
Co-author 4
Co-author 5
Dongbin Xiu
Professor of Mathematics, The Ohio State University
Suchuan Dong
Department of Mathematics, Purdue University
Didier Lucor
Senior researcher, CNRS, LISN, Orsay, France
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