Optimization of solidification in die casting using numerical simulations and machine learning
Shantanu Shahane, Narayana Aluru, Placid Ferreira, Shiv G. Kapoor, Surya Pratap Vanka
Topics & Concepts
SolverCoolantMaterials scienceMechanical engineeringArtificial neural networkPerceptronSortingGenetic algorithmFlow (mathematics)Die (integrated circuit)Die castingFinite volume methodSensitivity (control systems)Water coolingBoundary value problemEnergy (signal processing)Volume (thermodynamics)Finite element methodVolumetric flow rateMultilayer perceptronMulti-objective optimizationComputer scienceOptimization problemComputer simulationYield (engineering)Surrogate modelAlgorithmBoundary (topology)Mathematical optimizationFinite difference methodDimension (graph theory)Stefan problemMoldCastingFluid dynamicsRadiator (engine cooling)Computational fluid dynamicsNumerical analysisDiscretizationMargin (machine learning)Injection Molding Process and PropertiesMachine Learning in Materials ScienceSolidification and crystal growth phenomena