You can get solutions with the least-squares method even if overdetermined systems (the number of equations is greater than the number of variables). It is written in C++. C++11 or later is required.

Abstract: In this paper, we use a physically informed neural network (PINN) to solve the Maxwell's equations in time domain. PINN is a kind of physically constraint network, which can be used to solve ...

Abstract: E-graphs have attracted growing interest in many fields, particularly in logic synthesis and formal verification. E-graph extraction is a challenging NP-hard combinatorial optimization ...

Get article recommendations from ACS based on references in your Mendeley library. Pair your accounts.

This project implements a Physics-Informed Graph Neural Network (PIGNN) framework to solve 1-D equations governing blood flow in arterial networks. The model predicts blood velocity and ...