1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.LG2026
Geometric and Topological Deep Learning for Predicting Thermo-mechanical Performance in Cold Spray Deposition Process Modeling
Akshansh Mishra
This study presents a geometric deep learning framework for predicting cold spray particle impact responses using finite element simulation data. A parametric dataset was generated…
cond-mat.mtrl-sci2025
Atomistic Simulation Guided Convolutional Neural Networks for Thermal Modeling of Friction Stir Welding
Akshansh Mishra
Accurate prediction of temperature evolution is essential for understanding thermomechanical behavior in friction stir welding. In this study, molecular dynamics simulations were p…
cs.AI2024★ 1 cited
Advanced Displacement Magnitude Prediction in Multi-Material Architected Lattice Structure Beams Using Physics Informed Neural Network Architecture
Akshansh Mishra
This paper proposes an innovative method for predicting deformation in architected lattice structures that combines Physics-Informed Neural Networks (PINNs) with finite element ana…