Diogo Ribeiro·4h agoPINNs Against Finite Differences, Spectral Grids and Monte Carlo, from One to Eight DimensionsA matched-accuracy benchmark on two ground states with exact answers. The dimension at which a physics-informed network starts to beat a…
Nishant Gupta·Oct 27Why Our PINN Improved Without Getting BiggerLessons from reconstructing strongly separated aerodynamic flow on a 16-GB GPU
Megha Soni·Oct 10Physics-Informed Neural Networks (PINNs): A Simple Introduction to AI for ScienceDeep learning is remarkably good at learning patterns from data. Give a model enough examples, and it can recognize images, generate text…A response icon1A response icon1
Winnie W.·Sep 28Looking at Artemis — PINNsOriginally published at https://livnlearns.com — I would recommend reading there, cause latex didn’t import and I couldn’t be bothered :)
Oladayo·Aug 19From PINNs to Neural Operators: Learning the Solution, or Learning the Solver?In a previous article, I explored how Physics-Informed Neural Networks (PINNs) can be used to solve the lid-driven cavity problem.
mamitiana ignace·Jul 23Training Neural Networks on Partial Differential Equations: Physics-Informed Models Without Labeled…We usually train our neural networks with labeled data. We take millions of data points labeled as good/bad, cat/dog, or cat/muffin, and…
Kriuk Boris·Jul 17Korzhinskii-Net Is Getting Traction — And Here’s the Honest Story of Why I Built ItWhen I uploaded Korzhinskii-Net to arXiv, I half-expected it to disappear into the void where most single-author geoscience-ML preprints…
Islam Ashraf·Jun 26“Introducing Q-SBI V1: A Physics-Informed AI Approach to Battery State-of-Health Prediction”.Q-SBI V1
InTotalEnergies Digital FactorybyNoura Riahi·Jun 8Harnessing Physics-informed Neural Networks for Simulating Refinery UnitsNoura RIAHI, Manuel RAMOS CASTILLO, Baptiste RONDELEUX, Yichang WANG
InTowards AIbyAbirami Ravindran·May 29Something Is Falling Right Now and Nobody Knows Where — The only PINN Tutorial you need
