801 Ferst Drive
Georgia Institute of Technology
Atlanta, GA 30332-0405
United States
Georgia Institute of Technology - George W. Woodruff School of Mechanical Engineering
Inverse design, Generative modeling, Uncertainty quantification, Bayesian inference, Computational materials design, microstructure
Stochastic Microstructure Generation, Two-Point Statistics, Multi-output Gaussian Random Fields, Ultra-Efficient Generation, Probabilistic Modelling of Materials
Conditional Microstructure Generation, 2-Point Statistics, Score Based Denoising, Data-Efficient Training, Efficient Generation
Biomaterials, Regenerative Engineering, Bioelectronic medicine, Additive manufacturing, Data Science, Machine learning Intelligence
Polycrystalline Microstructure Generation, Conditional Microstructure Generation, 2-Point statistics, Denoising Diffusion Models, Spherical Harmonics
High-throughput, Small Punch Test, additive manufacturing, Machine learning, Image Segmentation
Maraging steels, Microalloying, Niobium, Boron, Spherical microindentation, High-throughput, Yield strength
Sequential Bayesian Inference, Gurson-Tvergaard-Needleman (GTN) model, Digital image correlation, Gaussian Process Regression, Transitional Markov chain Monte Carlo, Multimodal data integration, AA6111 Aluminum Alloy
Active learning, texture, plastic anisotropy
Foundation Model, Machine learning, Diffusion Models, Generative Modeling, Polycrystalline Materials, AI/ML, EBSD
Inverse Design, Process Structure Property Linkage, Bayesian inversion, Flow Matching, Generative Models, microstructure design, Surrogate Models
Kinematic Hardening, Microindentation, Gaussian Process Regression, Markov Chain Monte Carlo Sampling, Bayesian Model Selection
Alpha-titanium, Titanium alloys, Spherical Indentation, HCP anisotropy, Indentation stress and strain
spherical nanoindentation, initial slip resistance, finite element models, Uncertainty quantification, crystal plasticity, Titanium alloys, Alpha-titanium, elastic constant
Titanium alloys, nanoindentation, Mechanical properties, Microstructure, Basket-weave morphology
batch active learning, multi-output gaussian process regression, polymer-bonded explosives, materials modeling
Grain boundary structure, persistent homology, pair-correlation function, principal component analysis, shear-coupled migration, disconnection model
Additive Manufacturing, Gamma prime, Nickel superalloy, CALPHAD simulations, microstructure
spherical nanoindentation, in-situ micro-pillar compression testing, scanning electron microscopy, electron back-scatter diffraction, slip resistance
Directed energy deposition, Graded alloy materials, Small Punch Test, Structure-property linkages, 2-step Bayesian estimation
Generative machine learning, Extreme value statistics, Polymer matrix composites (PMCs), Representative volume elements (RVEs), Damage susceptibility
Additive Manufacturing, Machine Learning, Gamma Prime, Nickel based superalloys, High throughput PSP relationships
Anisotropy, crystallographic texture, data-driven plasticity, micromechanics, multi-scale modelling
Additive manufacturing, machine learning, gamma prime, Nickel based superalloys, High throughput PSP relationships
Conditional Variational Autoencoder, spinodal decomposition, Microstructure, Uncertainty Modeling, Generative Models
