Application of Artificial Intelligence and Machine Learning to Accelerators

Application of Artificial Intelligence and Machine Learning to Accelerators
Author :
Publisher : Frontiers Media SA
Total Pages : 113
Release :
ISBN-10 : 9782832537749
ISBN-13 : 283253774X
Rating : 4/5 (74X Downloads)

Book Synopsis Application of Artificial Intelligence and Machine Learning to Accelerators by : Robert Garnett

Download or read book Application of Artificial Intelligence and Machine Learning to Accelerators written by Robert Garnett and published by Frontiers Media SA. This book was released on 2023-10-31 with total page 113 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) and Machine learning (ML) promise significant enhancements for particle accelerator operations, including applications in diagnostics, controls, and modeling. Challenges still exist in experimentally verifying AI/ML methods before deployment at user facilities. The ability to quickly generalize and adapt these methods to new operating configurations at the same facility or between facilities also remains a challenge and requires combining model-independent adaptive feedback with traditional ML tools. These methods also apply to the detection, classification, and prevention of operational anomalies that can cause accelerator damage or excessive beam loss in the case of abnormal operations. Opportunity exists in broadening AI/ML methods for early detection of a broad range of accelerator component or subsystem failures.


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