Deep learning surrogate for phase field modeling in fiber-reinforced composites: From stress evolution to final crack path
Peng Zhang, Yujie Xiang, Keke Tang
Topics & Concepts
Field (mathematics)Surrogate modelStress fieldComputer scienceComputational modelPath (computing)AccelerationPhase (matter)Stress (linguistics)Stress pathAlgorithmInverse problemFuse (electrical)Phase field modelsComputationWork (physics)Reliability (semiconductor)Computational complexity theoryArtificial intelligenceInverseUncertainty quantificationStructural engineeringPredictive modellingSupercomputerInterface (matter)Finite element methodFracture mechanicsComputer simulationComputational scienceComposite Material MechanicsNumerical methods in engineeringMachine Learning in Materials Science