Intelligent beam control in accelerators / Zheqiao Geng, Stefan Simrock.
Geng, Zheqiao, author.; Simrock, Stefan, author.
2023
QC787.P3
Available Online

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Title Intelligent beam control in accelerators / Zheqiao Geng, Stefan Simrock.
Author Geng, Zheqiao, author.
ISBN 9783031285974 (electronic bk.)
3031285972 (electronic bk.)
3031285964
9783031285967
DOI https://doi.org/10.1007/978-3-031-28597-4
Published Cham, Switzerland : Springer, 2023.
Language English
Description 1 online resource (155 pages) : illustrations (black and white, and color).
Item Number 10.1007/978-3-031-28597-4 doi
Call Number QC787.P3
Dewey Decimal Classification 539.73
Summary This book systematically discusses the algorithms and principles for achieving stable and optimal beam (or products of the beam) parameters in particle accelerators. A four-layer beam control strategy is introduced to structure the subsystems related to beam controls, such as beam device control, beam feedback, and beam optimization. This book focuses on the global control and optimization layers. As a basis of global control, the beam feedback system regulates the beam parameters against disturbances and stabilizes them around the setpoints. The global optimization algorithms, such as the robust conjugate direction search algorithm, genetic algorithm, and particle swarm optimization algorithm, are at the top layer, determining the feedback setpoints for optimal beam qualities. In addition, the authors also introduce the applications of machine learning for beam controls. Selected machine learning algorithms, such as supervised learning based on artificial neural networks and Gaussian processes, and reinforcement learning, are discussed. They are applied to configure feedback loops, accelerate global optimizations, and directly synthesize optimal controllers. Authors also demonstrate the effectiveness of these algorithms using either simulation or tests at the SwissFEL. With this book, the readers gain systematic knowledge of intelligent beam controls and learn the layered architecture guiding the design of practical beam control systems.
Bibliography, etc. Note Includes bibliographical references and index.
Access Note Access limited to authorized users.
Source of Description Description based on print version record.
Added Author Simrock, Stefan, author.
Series Particle acceleration and detection.
Available in Other Form INTELLIGENT BEAM CONTROL IN ACCELERATORS.
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
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Introduction
Beam feedback control
Beam optimizations
Machine learning for beam control.

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