Inverse design of polymer alloys using deep learning based on self-consistent field analysis and finite element analysis
Kazuya Hiraide, Yutaka Oya, Misato Suzuki, Mayu Muramatsu
Topics & Concepts
Finite element methodMaterials scienceRealization (probability)InversePhase (matter)Field (mathematics)Inverse problemDeep learningConvolutional neural networkComputer scienceArtificial neural networkArtificial intelligenceAlgorithmStructural engineeringMathematicsGeometryMathematical analysisPhysicsEngineeringStatisticsPure mathematicsQuantum mechanicsMachine Learning in Materials ScienceHydrogen embrittlement and corrosion behaviors in metalsProbabilistic and Robust Engineering Design