Danial Khatamsaz

Bayesian optimization with active learning of design constraints using an entropy-based approach

Danial Khatamsaz, Brent Vela, Prashant Singh et al. · npj Computational Materials · 2023 · 93 citations · Full text

Multi-objective materials bayesian optimization with active learning of design constraints: Design of ductile refractory multi-principal-element alloys

Danial Khatamsaz, Brent Vela, Prashant Singh et al. · Acta Materialia · 2022 · 90 citations · Full text

Materials Science, Model Optimization, Engineering +11

Data-augmented modeling for yield strength of refractory high entropy alloys: A Bayesian approach

Brent Vela, Danial Khatamsaz, Cafer Acemi et al. · Acta Materialia · 2023 · 45 citations

Materials Science, Yield Strength, Engineering +10

A physics informed bayesian optimization approach for material design: application to NiTi shape memory alloys

Danial Khatamsaz, Raymond Neuberger, Arunabha M. Roy et al. · npj Computational Materials · 2023 · 43 citations · Full text

Towards inverse microstructure-centered materials design using generative phase-field modeling and deep variational autoencoders

Vahid Attari, Danial Khatamsaz, Douglas Allaire et al. · Acta Materialia · 2023 · 40 citations · Full text

Materials Science, Deep Variational Autoencoders, Engineering +9