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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…
physics.comp-ph2024
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…