Bayesian optimization algorithms for accelerator physics
Accelerator physics relies on numerical algorithms to solve optimization problems in online
accelerator control and tasks such as experimental design and model calibration in …
accelerator control and tasks such as experimental design and model calibration in …
Generalizing Bayesian optimization with decision-theoretic entropies
Bayesian optimization (BO) is a popular method for efficiently inferring optima of an
expensive black-box function via a sequence of queries. Existing information-theoretic BO …
expensive black-box function via a sequence of queries. Existing information-theoretic BO …
Targeted materials discovery using Bayesian algorithm execution
Rapid discovery and synthesis of future materials requires intelligent data acquisition
strategies to navigate large design spaces. A popular strategy is Bayesian optimization …
strategies to navigate large design spaces. A popular strategy is Bayesian optimization …
arXiv: Bayesian Optimization Algorithms for Accelerator Physics
Accelerator physics relies on numerical algorithms to solve optimization problems in online
accelerator control and tasks such as experimental design and model calibration in …
accelerator control and tasks such as experimental design and model calibration in …
Data-Driven Techniques for Materials Characterization and Intelligent Experimental Design at Advanced Scattering Facilities
SR Chitturi - 2024 - search.proquest.com
This dissertation addresses the need to accelerate materials discovery, particularly within
the context of advanced scattering facilities. The complexity of materials discovery arises …
the context of advanced scattering facilities. The complexity of materials discovery arises …
[图书][B] Data-Driven Sequential Decision Making with Deep Probabilistic Modeling
L Yu - 2022 - search.proquest.com
A central ability of intelligent agents is learning by interacting with the surrounding
environment. Bayesian optimization (BO) and reinforcement learning (RL) provide …
environment. Bayesian optimization (BO) and reinforcement learning (RL) provide …