21 citations · 38 across the 5 of their papers we have counts for
3 papers · 1 filter
Time transient Simulations via Finite Element Network Analysis: Theoretical Formulation and Numerical Validation
Mehdi Jokar, Siddharth Nair, Fabio Semperlotti
This paper extends the finite element network analysis (FENA) to include a dynamic time-transient formulation. FENA was initially formulated in the context of the linear static ana…
Physics and geometry informed neural operator network with application to acoustic scattering
Siddharth Nair, Timothy F. Walsh, Greg Pickrell +1
In this paper, we introduce a physics and geometry informed neural operator network with application to the forward simulation of acoustic scattering. The development of geometry i…
Multiple scattering simulation via physics-informed neural networks
Siddharth Nair, Timothy F. Walsh, Greg Pickrell +1
This work presents a physics-driven machine learning framework for the simulation of acoustic scattering problems. The proposed framework relies on a physics-informed neural networ…