A method for predicting mechanical properties of composite microstructure with reduced dataset based on transfer learning
Yangjian Xu, Huanbo Weng, Xiaozhe Ju, Hongshi Ruan, Junjun Chen, Chenyu Nan, Jing Guo, Lihua Liang
Topics & Concepts
Transfer of learningConvolutional neural networkComposite numberComputer scienceArtificial intelligenceMicrostructureFinite element methodDomain (mathematical analysis)Artificial neural networkUniversality (dynamical systems)Pattern recognition (psychology)Machine learningMaterials scienceAlgorithmComposite materialMathematicsStructural engineeringEngineeringPhysicsQuantum mechanicsMathematical analysisNon-Destructive Testing TechniquesMachine Learning in Materials ScienceUltrasonics and Acoustic Wave Propagation