Intelligent Beam Control in Accelerators

Intelligent Beam Control in Accelerators

Author: Zheqiao Geng

Publisher: Springer Nature

Published: 2023-05-11

Total Pages: 164

ISBN-13: 3031285972

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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.


Advances in the Boolean Domain

Advances in the Boolean Domain

Author: Bernd Steinbach

Publisher: Cambridge Scholars Publishing

Published: 2022-09-26

Total Pages: 254

ISBN-13: 1527588734

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This book gathers together the results of research on the Boolean domain related to important real-life applications that will support the reader in solving their scientific and practical tasks. It highlights that ongoing digitalization leads to increasing amounts of complex applications, the digits of which are usually encoded by Boolean variables due to their simplicity as only two values are used. However, as shown here, an exponentially growing number of vectors of Boolean variables can negate this simplicity, which leads to challenges in advancing progress in the Boolean domain and supporting a wide range of applications.


Machine Learning Support for Fault Diagnosis of System-on-Chip

Machine Learning Support for Fault Diagnosis of System-on-Chip

Author: Patrick Girard

Publisher: Springer Nature

Published: 2023-03-13

Total Pages: 320

ISBN-13: 3031196392

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This book provides a state-of-the-art guide to Machine Learning (ML)-based techniques that have been shown to be highly efficient for diagnosis of failures in electronic circuits and systems. The methods discussed can be used for volume diagnosis after manufacturing or for diagnosis of customer returns. Readers will be enabled to deal with huge amount of insightful test data that cannot be exploited otherwise in an efficient, timely manner. After some background on fault diagnosis and machine learning, the authors explain and apply optimized techniques from the ML domain to solve the fault diagnosis problem in the realm of electronic system design and manufacturing. These techniques can be used for failure isolation in logic or analog circuits, board-level fault diagnosis, or even wafer-level failure cluster identification. Evaluation metrics as well as industrial case studies are used to emphasize the usefulness and benefits of using ML-based diagnosis techniques.


Intelligent Circuits and Systems for SDG 3 – Good Health and well-being

Intelligent Circuits and Systems for SDG 3 – Good Health and well-being

Author: Bhaveshkumar Choithram Dharman

Publisher: CRC Press

Published: 2024-08-05

Total Pages: 819

ISBN-13: 1040132596

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ICICS is a series of conferences initiated by School of Electronics and Electrical Engineering at Lovely Professional University. Looking at the response to the conference, the bi-annual conference now onwards will be annual. The 5th International Conference on Intelligent Circuits and Systems (ICICS 2023) will be focusing on intelligent circuits and systems for achieving the targets in Sustainable Development Goal (SDG) 3, identified as ‘Good Health and Wellbeing’ by United Nations (Refs: https://sdgs.un.org/goals/goal3, https://sdg-tracker.org/).


Resistive Random Access Memory (RRAM)

Resistive Random Access Memory (RRAM)

Author: Shimeng Yu

Publisher: Springer Nature

Published: 2022-06-01

Total Pages: 71

ISBN-13: 3031020308

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RRAM technology has made significant progress in the past decade as a competitive candidate for the next generation non-volatile memory (NVM). This lecture is a comprehensive tutorial of metal oxide-based RRAM technology from device fabrication to array architecture design. State-of-the-art RRAM device performances, characterization, and modeling techniques are summarized, and the design considerations of the RRAM integration to large-scale array with peripheral circuits are discussed. Chapter 2 introduces the RRAM device fabrication techniques and methods to eliminate the forming process, and will show its scalability down to sub-10 nm regime. Then the device performances such as programming speed, variability control, and multi-level operation are presented, and finally the reliability issues such as cycling endurance and data retention are discussed. Chapter 3 discusses the RRAM physical mechanism, and the materials characterization techniques to observe the conductive filaments and the electrical characterization techniques to study the electronic conduction processes. It also presents the numerical device modeling techniques for simulating the evolution of the conductive filaments as well as the compact device modeling techniques for circuit-level design. Chapter 4 discusses the two common RRAM array architectures for large-scale integration: one-transistor-one-resistor (1T1R) and cross-point architecture with selector. The write/read schemes are presented and the peripheral circuitry design considerations are discussed. Finally, a 3D integration approach is introduced for building ultra-high density RRAM array. Chapter 5 is a brief summary and will give an outlook for RRAM’s potential novel applications beyond the NVM applications.


Machine Learning and Big Data Analytics (Proceedings of International Conference on Machine Learning and Big Data Analytics (ICMLBDA) 2021)

Machine Learning and Big Data Analytics (Proceedings of International Conference on Machine Learning and Big Data Analytics (ICMLBDA) 2021)

Author: Rajiv Misra

Publisher: Springer Nature

Published: 2021-09-29

Total Pages: 362

ISBN-13: 3030824691

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This edited volume on machine learning and big data analytics (Proceedings of ICMLBDA 2021) is intended to be used as a reference book for researchers and practitioners in the disciplines of computer science, electronics and telecommunication, information science, and electrical engineering. Machine learning and Big data analytics represent a key ingredients in the industrial applications for new products and services. Big data analytics applies machine learning for predictions by examining large and varied data sets—i.e., big data—to uncover hidden patterns, unknown correlations, market trends, customer preferences, and other useful information that can help organizations make more informed business decisions.


Scientific Satellite and Moon-Based Earth Observation for Global Change

Scientific Satellite and Moon-Based Earth Observation for Global Change

Author: Huadong Guo

Publisher: Springer

Published: 2019-06-27

Total Pages: 641

ISBN-13: 9811380317

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Global change involves complex and far-reaching variations in the Earth’s systems, and satellite observations have been widely used in global change studies. Over the past five decades, Earth observation has developed into a comprehensive system that can conduct dynamic monitoring of the land, the oceans and the atmosphere at the local, regional and even global scale. At the same time, although a large number of Earth observation satellites have been launched, very few of them are used in global change studies. The lack of scientific satellite programs greatly hinders research on global change. This book proposes using a series of global change scientific satellites to establish a scientific observation grid for global environmental change monitoring from space, and offers the first comprehensive review of lunar-based Earth observation. These scientific satellites could provide not only basic datasets but also scientific support in facilitating advances in international global change research.


NANO-CHIPS 2030

NANO-CHIPS 2030

Author: Boris Murmann

Publisher: Springer Nature

Published: 2020-06-08

Total Pages: 597

ISBN-13: 3030183386

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In this book, a global team of experts from academia, research institutes and industry presents their vision on how new nano-chip architectures will enable the performance and energy efficiency needed for AI-driven advancements in autonomous mobility, healthcare, and man-machine cooperation. Recent reviews of the status quo, as presented in CHIPS 2020 (Springer), have prompted the need for an urgent reassessment of opportunities in nanoelectronic information technology. As such, this book explores the foundations of a new era in nanoelectronics that will drive progress in intelligent chip systems for energy-efficient information technology, on-chip deep learning for data analytics, and quantum computing. Given its scope, this book provides a timely compendium that hopes to inspire and shape the future of nanoelectronics in the decades to come.


Introduction to Advanced System-on-Chip Test Design and Optimization

Introduction to Advanced System-on-Chip Test Design and Optimization

Author: Erik Larsson

Publisher: Springer Science & Business Media

Published: 2005-11-07

Total Pages: 418

ISBN-13: 9781402032073

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Testing of Integrated Circuits is important to ensure the production of fault-free chips. However, testing is becoming cumbersome and expensive due to the increasing complexity of these ICs. Technology development has made it possible to produce chips where a complete system, with an enormous transistor count, operating at a high clock frequency, is placed on a single die - SOC (System-on-Chip). The device size miniaturization leads to new fault types, the increasing clock frequencies enforces testing for timing faults, and the increasing transistor count results in a higher number of possible fault sites. Testing must handle all these new challenges in an efficient manner having a global system perspective. Test design is applied to make a system testable. In a modular core-based environment where blocks of reusable logic, the so called cores, are integrated to a system, test design for each core include: test method selection, test data (stimuli and responses) generation (ATPG), definition of test data storage and partitioning [off-chip as ATE (Automatic Test Equipment) and/or on-chip as BIST (Built-In Self-Test)], wrapper selection and design (IEEE std 1500), TAM (test access mechanism) design, and test scheduling minimizing a cost function whilst considering limitations and constraint. A system test design perspective that takes all the issues above into account is required in order to develop a globally optimized solution. SOC test design and its optimization is the topic of this book. It gives an introduction to testing, describes the problems related to SOC testing, discusses the modeling granularity and the implementation into EDA (electronic design automation) tools. The book is divided into three sections: i) test concepts, ii) SOC design for test, and iii) SOC test applications. The first part covers an introduction into test problems including faults, fault types, design-flow, design-for-test techniques such as scan-testing and Boundary Scan. The second part of the book discusses SOC related problems such as system modeling, test conflicts, power consumption, test access mechanism design, test scheduling and defect-oriented scheduling. Finally, the third part focuses on SOC applications, such as integrated test scheduling and TAM design, defect-oriented scheduling, and integrating test design with the core selection process.