Data centric nanocomposites design <i>via</i> mixed-variable Bayesian optimization
Akshay Iyer, Yichi Zhang, Aditya Prasad, Praveen Gupta, Siyu Tao, Yixing Wang, Prajakta Prabhune, Linda S. Schadler, L. Catherine Brinson, Wei Chen
Abstract
Integrating experimental data with computational methods enables multicriteria design of nanocomposites using quantitative and qualitative design variables.
Topics & Concepts
NanocompositeBayesian probabilityVariable (mathematics)Bayesian optimizationComputer scienceQualitative propertyMaterials scienceMathematicsNanotechnologyArtificial intelligenceMachine learningMathematical analysisAdvanced Multi-Objective Optimization AlgorithmsOptimal Experimental Design MethodsProbabilistic and Robust Engineering Design