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Physics-informed machine learning

Machine learning used to represent physics-based and/or engineering models

Papers

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Showing 1–10 of 192 papers

Title	Date	Tasks	Status	Hype	Score
NeuralFoil: An Airfoil Aerodynamics Analysis Tool Using Physics-Informed Machine Learning	Mar 20, 2025	Feature EngineeringPhysics-informed machine learning	CodeCode Available	3	5
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold Networks	Jul 24, 2024	Kolmogorov-Arnold NetworksPhysics-informed machine learning	CodeCode Available	2	5
Fully-fused Multi-Layer Perceptrons on Intel Data Center GPUs	Mar 26, 2024	GPUImage Compression	CodeCode Available	2	5
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications	Nov 15, 2022	Physics-informed machine learning	CodeCode Available	2	5
Non-destructive Degradation Pattern Decoupling for Ultra-early Battery Prototype Verification Using Physics-informed Machine Learning	Jun 1, 2024	AttributePhysics-informed machine learning	CodeCode Available	2	5
Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems	Dec 17, 2019	BIG-bench Machine LearningPhysics-informed machine learning	CodeCode Available	1	5
A physics-informed neural network for wind turbine main bearing fatigue	May 5, 2020	Graph RegressionGraph-to-Sequence	CodeCode Available	1	5
Multi-Objective Loss Balancing for Physics-Informed Deep Learning	Oct 19, 2021	Deep LearningPhysics-informed machine learning	CodeCode Available	1	5
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecasting	Sep 15, 2020	BIG-bench Machine LearningPhysics-informed machine learning	CodeCode Available	1	5
Fleet Prognosis with Physics-informed Recurrent Neural Networks	Jan 16, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1	5

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