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Physics-informed neural network frameworks for crack simulation based on minimized peridynamic potential energy

Luyuan Ning, Zhenwei Cai, Han Dong, Yingzheng Liu, Weizhe Wang

2023Computer Methods in Applied Mechanics and Engineering37 citationsDOI

Topics & Concepts

PeridynamicsNonlinear systemArtificial neural networkFracture mechanicsRegularization (linguistics)Displacement fieldContinuum mechanicsConvergence (economics)Computer scienceSolid mechanicsMechanicsApplied mathematicsPhysicsMathematicsFinite element methodStructural engineeringEngineeringArtificial intelligenceThermodynamicsEconomic growthEconomicsQuantum mechanicsNumerical methods in engineeringModel Reduction and Neural NetworksElectromagnetic Simulation and Numerical Methods
Physics-informed neural network frameworks for crack simulation based on minimized peridynamic potential energy | Litcius