20 citations · 68 across the 9 of their papers we have counts for
3 papers · 1 filter
Multi-Objective Bayesian Materials Discovery: Application on the Discovery of Precipitation Strengthened NiTi Shape Memory Alloys through Micromechanical Modeling
Alexandros Solomou, Guang Zhao, Shahin Boluki +5
In this study, a framework for the multi-objective materials discovery based on Bayesian approaches is developed. The capabilities of the framework are demonstrated on an example c…
Experimental Design via Generalized Mean Objective Cost of Uncertainty
Shahin Boluki, Xiaoning Qian, Edward R. Dougherty
The mean objective cost of uncertainty (MOCU) quantifies the performance cost of using an operator that is optimal across an uncertainty class of systems as opposed to using an ope…
Autonomous Efficient Experiment Design for Materials Discovery with Bayesian Model Averaging
Anjana Talapatra, Shahin Boluki, Thien Duong +3
The accelerated exploration of the materials space in order to identify configurations with optimal properties is an ongoing challenge. Current paradigms are typically centered aro…