Bayesian optimization for material discovery processes with noise
Sanket Diwale, Maximilian K. Eisner, Corinne Carpenter, Weike Sun, Gregory C. Rutledge, Richard D. Braatz
Abstract
An augmented Bayesian optimization approach is presented for materials discovery with noisy and unreliable measurements.
Topics & Concepts
Bayesian optimizationBayesian probabilityComputer scienceNoise (video)Artificial intelligenceImage (mathematics)Advanced Multi-Objective Optimization AlgorithmsMachine Learning and AlgorithmsOptimal Experimental Design Methods