3 papers
physics.comp-ph2025
Reinforcement learning framework for the mechanical design of microelectronic components under multiphysics constraints
Siddharth Nair, Timothy F. Walsh, Greg Pickrell +1
This study focuses on the development of reinforcement learning based techniques for the design of microelectronic components under multiphysics constraints. While traditional desi…
cs.CE2024
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…
cs.LG2024
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…