Jonathan F. MacArt

1. DPM: A deep learning PDE augmentation method (with application to\n large-eddy simulation)
   2019/11/20 by Jonathan B. Freund, Jonathan F. MacArt, Freund, Jonathan B. +3 · 6 citations
   Earth and Planetary Sciences · Engineering · Physics and Astronomy · #Computational Engineering #FOS: Computer and information sciences #Finance #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks #and Science (cs.CE)
2. Understanding Latent Timescales in Neural Ordinary Differential Equation Models for Advection-Dominated Dynamical Systems
   2024/03/04 by Ashish Nair, Nair, Ashish S., Shivam Barwey +7 · 3 citations
   Computer Science · Physics and Astronomy · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Model Reduction and Neural Networks #Neural Networks and Applications
3. Deep Learning Closure of the Navier-Stokes Equations for Transition-Continuum Flows
   2023/03/21 by Ashish Nair, Nair, Ashish S., Justin Sirignano +5 · 3 citations
   Engineering · Physics and Astronomy · #Enhanced Oil Recovery Techniques #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Model Reduction and Neural Networks #Phase Equilibria and Thermodynamics
4. Dynamic Deep Learning LES Closures: Online Optimization With Embedded DNS
   2023/03/04 by Justin Sirignano, Sirignano, Justin, Jonathan F. MacArt +1 · 2 citations
   Engineering · Physics and Astronomy · #Aerodynamics and Acoustics in Jet Flows #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #Model Reduction and Neural Networks
5. Adjoint-based machine learning for active flow control
   2023/07/19 by Xuemin Liu, Jonathan F. MacArt, Liu, Xuemin +1 · 2 citations
   Engineering · Medicine · Physics and Astronomy · #Cardiovascular Function and Risk Factors #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Model Reduction and Neural Networks
6. Optimization of Second-Order Transport Models for Transition-Continuum Flows
   2024/11/20 by M. H. Kryger, Jonathan F. MacArt, Kryger, Mikolaj +1 · 2 citations
   Engineering · Mathematics · #Computational Fluid Dynamics and Aerodynamics #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Gas Dynamics and Kinetic Theory
7. Solver-in-the-loop training of deep learning closures for large-eddy simulation of turbulent premixed jet flames
   2026/07/19 by Priyesh Kakka, Jonathan F. MacArt
   #physics.flu-dyn #physics.comp-ph