Arka Daw

Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling

Arka Daw, Anuj Karpatne, William J. Watkins et al. · arXiv (Cornell University) · 2017 · 316 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +19

PID-GAN: A GAN Framework based on a Physics-informed Discriminator for Uncertainty Quantification with Physics

Arka Daw, M. Maruf, Anuj Karpatne · 2021 · 35 citations · Full text

Mitigating Propagation Failures in Physics-informed Neural Networks using Retain-Resample-Release (R3) Sampling

Arka Daw, Jie Bu, Sifan Wang et al. · arXiv (Cornell University) · 2022 · 34 citations · Full text

Numerical Analysis, Pde Problems, Engineering +20

Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling

Arka Daw, R. Quinn Thomas, Cayelan C. Carey et al. · Society for Industrial and Applied Mathematics eBooks · 2020 · 24 citations · Full text

Engineering, Machine Learning, Machine Learning Tool +19