Intelligent Beam Control In Accelerators
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Intelligent Beam Control In Accelerators
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Author : Zheqiao Geng
language : en
Publisher: Springer Nature
Release Date : 2023-05-11
Intelligent Beam Control In Accelerators written by Zheqiao Geng and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-11 with Science categories.
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.
Low Level Radio Frequency Systems
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Author : Stefan Simrock
language : en
Publisher: Springer Nature
Release Date : 2022-03-02
Low Level Radio Frequency Systems written by Stefan Simrock and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-02 with Science categories.
This book begins with an overview of the RF control concepts and strategies. It then introduces RF system models for optimizing the system parameters to satisfy beam requirements and for controller design. In addition to systematically discussing the RF field control algorithms, it presents typical architecture and algorithms for RF signal detection and actuation. Further, the book addresses the analysis of the noise and nonlinearity in LLRF systems to provide a better understanding of the performance of the RF control system and to specify the performance requirements for different parts of the RF system. Today, accelerators require increased RF stability and more complex operation scenarios, such as providing beam for different beam lines with various parameters, and as a result LLRF systems are becoming more critical and complex. This means that LLRF system developers need have extensive knowledge of the entire accelerator complex and a wide range of other areas, including RF and digital signal processing, noise analysis, accelerator physics and systems engineering. Providing a comprehensive introduction to the basic theories, algorithms and technologies, this book enables LLRF system developers to systematically gain the knowledge required to specify, design and implement LLRF systems and integrate them with beam acceleration. It is intended for graduate students, professional engineers and researchers in accelerator physics.
Application Of Artificial Intelligence And Machine Learning To Accelerators
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Author : Robert Garnett
language : en
Publisher: Frontiers Media SA
Release Date : 2023-10-31
Application Of Artificial Intelligence And Machine Learning To Accelerators written by Robert Garnett and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-31 with Science categories.
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.
Advances In Artificial Intelligence Applications And Theory
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Author : James C Bezdek
language : en
Publisher: World Scientific
Release Date : 1990-11-09
Advances In Artificial Intelligence Applications And Theory written by James C Bezdek and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990-11-09 with Computers categories.
This volume contains a well-balanced set of applications and theory papers in artificial intelligence advances. The applications papers each discuss a system that is (or is close to being) a fielded system that solves real problems using one or more AI techniques. They cover areas such as education, physics, energy, control, medicine and mechanical engineering.The theory papers, representing recent advances in various theoretical aspects of AI technology, concern themselves with “building block” issues, i.e. theories, algorithms, architectures, and software tools that can or will be used for modules within future systems. The topics covered are: clustering, natural language, adaptive algorithms, distributed processing, knowledge acquisition, and systems programming.
High Energy Accelerators Heacc 92 Proceedings Of The Xv International Conference In 2 Volumes
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Author : J Rossbach
language : en
Publisher: World Scientific
Release Date : 1993-02-10
High Energy Accelerators Heacc 92 Proceedings Of The Xv International Conference In 2 Volumes written by J Rossbach and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-02-10 with categories.
The High Energy Accelerator Conference has always been the monitor of the state of the art and the new trends in planning, construction and operation of large particle accelerators. It is held every three years. The 1992 conference is devoted to High Energy Hadron Accelerators and Colliders, Linear Colliders, e⁺e⁻ Storage Rings and related Technologies for these machines. In addition to status reports and contributed papers, the program features twelve survey talks which include summaries of individual poster papers.
Reviews Of Accelerator Science And Technology Volume 2 Medical Applications Of Accelerators
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Author : Alexander Wu Chao
language : en
Publisher: World Scientific
Release Date : 2009-12-30
Reviews Of Accelerator Science And Technology Volume 2 Medical Applications Of Accelerators written by Alexander Wu Chao and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-12-30 with Science categories.
The theme of this volume, “Medical Applications of Accelerators”, is of enormous importance to human health and has a deep impact on our society.The invention of particle accelerators in the early 20th century created a whole new world for producing energetic X-rays, electrons, protons, neutrons and other particle beams. Immediately these beams found revolutionary applications in medicine. There are two important yet distinct medical applications. One is that accelerators produce radioisotopes for various nuclear medicines for millions of patients each year. The other is that accelerators produce particle beams for radiation therapy for the treatment of cancer. The particle beams can be X-rays (generated by high-energy electrons), protons, neutrons or heavy ions such as carbon. Today there are more than 5,000 accelerators routinely used in hospitals all over the world for nuclear medicine and cancer therapy. The great potential of accelerator applications in medicine can hardly be exaggerated.This volume contains 14 articles, all written by distinguished scholars.
Energy Research Abstracts
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Author :
language : en
Publisher:
Release Date : 1988
Energy Research Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Power resources categories.
The Department Of Energy S Fy 1997 Budget Request For The Office Of Energy Research Oer
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Author : United States. Congress. House. Committee on Science. Subcommittee on Energy and Environment
language : en
Publisher:
Release Date : 1996
The Department Of Energy S Fy 1997 Budget Request For The Office Of Energy Research Oer written by United States. Congress. House. Committee on Science. Subcommittee on Energy and Environment and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Political Science categories.
Proceedings Of The 1987 Ieee Particle Accelerator Conference
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Author : Eric R. Lindstrom
language : en
Publisher:
Release Date : 1987
Proceedings Of The 1987 Ieee Particle Accelerator Conference written by Eric R. Lindstrom and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1987 with Nuclear engineering categories.
Congress On Intelligent Systems
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Author : Harish Sharma
language : en
Publisher: Springer Nature
Release Date : 2021-06-01
Congress On Intelligent Systems written by Harish Sharma and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-01 with Technology & Engineering categories.
This book is a collection of selected papers presented at the First Congress on Intelligent Systems (CIS 2020), held in New Delhi, India, during September 5–6, 2020. It includes novel and innovative work from experts, practitioners, scientists, and decision-makers from academia and industry. It covers topics such as Internet of Things, information security, embedded systems, real-time systems, cloud computing, big data analysis, quantum computing, automation systems, bio-inspired intelligence, cognitive systems, cyber physical systems, data analytics, data/web mining, data science, intelligence for security, intelligent decision making systems, intelligent information processing, intelligent transportation, artificial intelligence for machine vision, imaging sensors technology, image segmentation, convolutional neural network, image/video classification, soft computing for machine vision, pattern recognition, human–computer interaction, robotic devices and systems, autonomous vehicles, intelligent control systems, human motor control, game playing, evolutionary algorithms, swarm optimization, neural network, deep learning, supervised learning, unsupervised learning, fuzzy logic, rough sets, computational optimization, and neuro-fuzzy systems.