PINNs

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physics-informed neural networks, scientific ML, differential equations, deep learning simulation

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Scoured 59 posts in 6.4 ms

On the training of physics-informed neural operators for solving parametric partial differential equations

聽馃AI Research 聽Content type: Academic
arxiv.org路

Physics-informed neural networks with caputo-fabrizio derivatives for nonlinear fractal-fractional delay equations and chaotic systems

聽馃AI Research 聽Content type: Academic
nature.com路

Bioinspired Zwitterionic Hydrogels With Bound鈥怶ater Reinforcement for Deep鈥怱ea Robotic Velocity Sensing

聽馃AI Research
advanced.onlinelibrary.wiley.com路
Less-relevant results

A hybrid physics-informed neural network and gradient boosting tree approach for predicting earthquake-induced pipeline failure probability

聽馃摐AI Policy 聽Content type: Academic
sciencedirect.com路

Neural Networks Are Pattern Matchers, Not Physicists.

聽馃AI Research 聽Content type: Blog
medium.com路

PhysicsX reels in $300M to speed up hardware design with AI

聽馃摐AI Policy
siliconangle.com路

CFD Python: 12 steps to Navier-Stokes :: Lorena A. Barba Group

聽馃寪Global Economy 聽Content type: Blog
lorenabarba.com路

Conformal Prediction for Neural Operators: Distribution-Free Uncertainty Quantification in Physics Simulation

聽馃AI Research 聽Content type: Academic
arxiv.org路

Operator learning for the 2D incompressible Navier-Stokes equations: a conformal prediction approach in the data-scarce regime

聽馃AI Research 聽Content type: Academic
arxiv.org路

How Terry Tao Became an Evangelist for AI in Math

聽馃AI Research
quantamagazine.org路路Hacker News

PL-KKT-hPINN: Enforcing Nonlinear Equality Constraints on Neural Networks via Piecewise-Linear Projection

聽馃AI Research 聽Content type: Academic
arxiv.org路

A Wiener Physics-Informed Neural Network for Bearing Degradation Modeling and Remaining Useful Life Prediction

聽馃AI Research 聽Content type: Academic
sciencedirect.com路

LFNO: Bridging Laplace and Fourier via Transient-Steady Decomposition

聽馃AI Research 聽Content type: Academic
arxiv.org路

An adaptive framework for the axisymmetric pulsar magnetosphere using physics-informed Kolmogorov-Arnold networks

聽馃AI Research 聽Content type: Academic
arxiv.org路

sparckix/ztare: Zero-Trust Adversarial Reasoning Engine - autoresearch inspired kernel to create and validate new science.

聽馃AI Research 聽Content type: Code
github.com路路Hacker News

Knowledge-Inclusive Adaptive Physics-Informed Neural Network for Microbial Interaction Modelling

聽馃AI Research 聽Content type: Academic
arxiv.org路

Geometry-Aware Anisotropic Boundary Correction for Aerodynamic Simulation

聽馃摐AI Policy 聽Content type: Academic
arxiv.org路

Overcoming the Limits of Finite Difference Method; Physics-Informed Neural Network for Noisy High-Dimensional Heat Diffusion

聽馃AI Research 聽Content type: Academic
arxiv.org路

Error Analysis of Tr-PINNs Algorithm for 2D Incompressible Navier-Stokes Equations with Non-Homogeneous Boundary Conditions

聽馃AI Research 聽Content type: Academic
arxiv.org路

GENERIC-FNO: Embedding Energy Conservation and Entropy Production into Fourier Neural Operators

聽馃AI Research 聽Content type: Academic
arxiv.org路

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