Physics-informed AI extracts concrete fracture parameters from stress images
A hybrid physics-informed neural network extracts concrete fracture parameters from stress images with an error margin of about 3.9 percent.
Tag: finite element method
Machine learning mirrors finite element physics to predict photoionization in quantum dot rings
Machine learning models trained on finite element simulations predicted the photoionization cross section of a donor impurity in a GaAs/AlGaAs ...
New Open-Source Python Framework Turns Prototype Finite Element Solvers into Reusable Simulations
Researchers have released bryne, an open-source Python framework built on DUNE-FEM that turns rapid finite element prototypes into reusable, metadata-rich ...
Semi-analytical model maps heat transport in Maxwell nanofluid over stretching sheet
A new semi-analytical study combines Akbari-Ganji's method with finite element simulation to show how magnetic fields, buoyancy, activation energy and ...
Computational Modeling Links Damping to Beam–Foundation Regime Shifts
A computational study finds that increasing damping shifts viscoelastically supported beam systems toward vibration suppression, while stiffer foundations raise natural ...
Hidden Math Trick Could Supercharge Simulations of Earth’s Deep Interior
Researchers have doubled the speed and accuracy of mantle simulations by reformulating a decades-old iterative algorithm with viscosity-weighted error measurement ...
Grooved copper rolling trick yields tunable gradient microstructures with double the toughness
Machining trapezoidal grooves into copper before cold rolling creates tunable gradient microstructures, with simulations and experiments revealing how groove geometry ...
Machine learning reveals hidden danger in China’s gently dipping highway slopes
A new study of a 40-meter highway slope in Southwest China shows how saturated clay seams trigger stepped sliding failure, ...
Finite Element Methods Are Quietly Rewriting the Rules of Precision Manufacturing
A new editorial in Frontiers in Manufacturing Technology surveys how finite element methods are transforming precision manufacturing, from laser shock ...
New Open-Source Toolbox Predicts Sloshing Frequencies in Fuel Tanks of Any Shape
An open-source MATLAB toolbox called LeClapotis uses the finite element method to compute natural sloshing frequencies for fuel tanks of ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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