Plasma rotation simulations could help fusion reactors survive decades of use

Scientists have long seen a puzzling pattern in tokamaks, the doughnut-shaped machines that could one day reliably generate electricity from fusing atoms. When plasma particles escape the core of the ...
Hosted on MSN

Why you should be using this vital car fluid this winter

Drivers have been warned that they could risk serious engine damage if they fail to check their antifreeze levels during winter. Drivers should always ensure that their vehicle's antifreeze/coolant ...
IEEE

A Transparent Neural Network Solver for Optimal Power Flow Problem

Abstract: Effectively solving the optimal power flow (OPF) problem is crucial for power system operations. However, the OPF represents a nonconvex and intractable problem, and using traditional ...
IEEE

Solving Fluid and Diffusion Dynamics Problems Using Physics-Informed Neural Networks and the Lattice Boltzmann Method

Abstract: This work presents a comparative study on the use of Physics-Informed Neural Networks (PINNs) combined with the Lattice Boltzmann Method (LBM) for solving direct and inverse problems in ...
Frontiers

Fluid flow and mass transport along a microchannel with physics-informed neural networks

Introduction: In the present study, fluid and mass transport along a microchannel are aimed to be solved using physics-informed neural networks (PINN), which is an emerging solution method for partial ...