GitHub

Solving PDE by PINNs

Lte's take a look at how to solve PDE by deep learning! Start by load some packages. The most important package in this file is Pytorch, which is also the famous package for deep learning.
GitHub

DanieleCucurachi/quantum-pde-solver

A research-oriented Python package that implements a variational quantum algorithm for solving nonlinear PDEs using a forward Euler time-stepping scheme as proposed in Lubasch et al., “Variational ...
IEEE

Solving PDEs in Space-Time: 4D Tree-Based Adaptivity, Mesh-Free and Matrix-Free Approaches

Abstract: Numerically solving partial differential equations (PDEs) remains a compelling application of supercomputing resources. The next generation of computing resources - exhibiting increased ...
IEEE

Monte Carlo Neural PDE Solver for Learning PDEs Via Probabilistic Representation

Abstract: In scenarios with limited available data, training the function-to-function neural PDE solver in an unsupervised manner is essential. However, the efficiency and accuracy of existing methods ...
acm.org

Machine Learning Framework Integrates Geometry into Fast PDE Solving

Partial differential equations (PDEs) are workhorses of science and engineering. They describe a vast range of phenomena, from flow around a ship’s hull, to acoustics in a concert hall, to heat ...