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Anuj Karpatne — most-cited papers & profile · AI for Science
← authors
·
overview
Anuj Karpatne
11
papers ·
461
citations ·
31
h-index
Virginia Tech
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling
2017 · 316 citations
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles
2020 · 41 citations
Mitigating Propagation Failures in Physics-informed Neural Networks using Retain-Resample-Release (R3) Sampling
2022 · 35 citations
Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes
2018 · 34 citations
Knowledge-guided Machine Learning: Current Trends and Future Prospects
2024 · 10 citations
Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling
2019 · 1 citations
Physics-Informed Machine Learning for Optical Modes in Composites
2021
Physics-Guided Problem Decomposition for Scaling Deep Learning of High-dimensional Eigen-Solvers: The Case of Schrödinger's Equation
2022
Top co-authors
Arka Daw
· 3
Vipin Kumar
· 3
Xiaowei Jia
· 3
Jared Willard
· 2
Jordan Read
· 2
Michael Steinbach
· 2
Abantika Ghosh
· 1
Alison P. Appling
· 1
and Vipin Kumar
· 1
Anish Arora
· 1
Cayelan C. Carey
· 1
Hilary A Dugan
· 1
Topics
Physics ML
Climate & Weather
Ecology
Math & Equations
Materials