Barwey, Shivam
- Multiscale Graph Neural Network Autoencoders for Interpretable Scientific Machine Learning
2023/02/13 by Shivam Barwey, Barwey, Shivam, Varun Shankar +3 · 3 citations
Computer Science · Engineering · Physics and Astronomy · #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Lattice Boltzmann Simulation Studies #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- 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
- Importance of equivariant and invariant symmetries for fluid flow modeling
2023/05/03 by Varun Shankar, Shivam Barwey, Shankar, Varun +7 · 1 citation
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- Interpretable A-posteriori Error Indication for Graph Neural Network Surrogate Models
2023/11/13 by Shivam Barwey, Barwey, Shivam, Kim, Hojin +1 · 2 citations
Computer Science · Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #Energy Load and Power Forecasting #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- An AMReX-based Compressible Reacting Flow Solver for High-speed Reacting Flows relevant to Hypersonic Propulsion
2024/12/01 by Shivank Sharma, Ral Bielawski, Sharma, Shivank +19 · 4 citations
Engineering · Mathematics · #Computational Fluid Dynamics and Aerodynamics #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Gas Dynamics and Kinetic Theory #Plasma and Flow Control in Aerodynamics