Inverse Problems

Solving Inverse Problems in Engineering via Hardware-Accelerated Differentiable Simulations

A case study of the Differentiable Digital Twin: minimising the compliance of a loaded structure by backpropagating through a finite-element solver, with measured solve counts against finite differences, CMA-ES and random search. Updated with a matrix-free sparse solver that holds memory flat where the dense matrix alone would need gigabytes.