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cond-mat.mtrl-sci2025
Physics-Informed Gaussian Process Classification for Constraint-Aware Alloy Design
Christofer Hardcastle, Ryan O Mullan, Raymundo Arroyave +1
Alloy design can be framed as a constraint-satisfaction problem. Building on previous methodologies, we propose equipping Gaussian Process Classifiers (GPCs) with physics-informed…
eess.SY2025★ 1 cited
Towards Autonomous Experimentation: Bayesian Optimization over Problem Formulation Space for Accelerated Alloy Development
Danial Khatamsaz, Joseph Wagner, Brent Vela +2
Accelerated discovery in materials science demands autonomous systems capable of dynamically formulating and solving design problems. In this work, we introduce a novel framework t…