Physics-informed machine learning model for computational fracture of quasi-brittle materials without labelled data
Bin Zheng, Tongchun Li, Huijun Qi, Lingang Gao, Xiaoqing Liu, Li Yuan
Topics & Concepts
Artificial neural networkFracture mechanicsDisplacement (psychology)Consistency (knowledge bases)Convergence (economics)Displacement fieldBrittlenessGeneralizationEnergy minimizationComputer scienceFracture (geology)Field (mathematics)Representation (politics)Applied mathematicsAlgorithmMachine learningArtificial intelligenceFinite element methodStructural engineeringMathematical analysisMaterials scienceMathematicsPhysicsEngineeringPoliticsPsychotherapistPsychologyEconomic growthPure mathematicsQuantum mechanicsEconomicsLawPolitical scienceComposite materialModel Reduction and Neural NetworksNumerical methods in engineeringNon-Destructive Testing Techniques