Non-Volatile In-Memory Computing by Spintronics

Non-Volatile In-Memory Computing by Spintronics PDF Author: Hao Yu
Publisher: Springer Nature
ISBN: 3031020324
Category : Technology & Engineering
Languages : en
Pages : 147

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Book Description
Exa-scale computing needs to re-examine the existing hardware platform that can support intensive data-oriented computing. Since the main bottleneck is from memory, we aim to develop an energy-efficient in-memory computing platform in this book. First, the models of spin-transfer torque magnetic tunnel junction and racetrack memory are presented. Next, we show that the spintronics could be a candidate for future data-oriented computing for storage, logic, and interconnect. As a result, by utilizing spintronics, in-memory-based computing has been applied for data encryption and machine learning. The implementations of in-memory AES, Simon cipher, as well as interconnect are explained in details. In addition, in-memory-based machine learning and face recognition are also illustrated in this book.

Non-Volatile In-Memory Computing by Spintronics

Non-Volatile In-Memory Computing by Spintronics PDF Author: Hao Yu
Publisher: Springer Nature
ISBN: 3031020324
Category : Technology & Engineering
Languages : en
Pages : 147

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Book Description
Exa-scale computing needs to re-examine the existing hardware platform that can support intensive data-oriented computing. Since the main bottleneck is from memory, we aim to develop an energy-efficient in-memory computing platform in this book. First, the models of spin-transfer torque magnetic tunnel junction and racetrack memory are presented. Next, we show that the spintronics could be a candidate for future data-oriented computing for storage, logic, and interconnect. As a result, by utilizing spintronics, in-memory-based computing has been applied for data encryption and machine learning. The implementations of in-memory AES, Simon cipher, as well as interconnect are explained in details. In addition, in-memory-based machine learning and face recognition are also illustrated in this book.

In-Memory Computing

In-Memory Computing PDF Author: Saeideh Shirinzadeh
Publisher: Springer
ISBN: 3030180263
Category : Technology & Engineering
Languages : en
Pages : 121

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Book Description
This book describes a comprehensive approach for synthesis and optimization of logic-in-memory computing hardware and architectures using memristive devices, which creates a firm foundation for practical applications. Readers will get familiar with a new generation of computer architectures that potentially can perform faster, as the necessity for communication between the processor and memory is surpassed. The discussion includes various synthesis methodologies and optimization algorithms targeting implementation cost metrics including latency and area overhead as well as the reliability issue caused by short memory lifetime. Presents a comprehensive synthesis flow for the emerging field of logic-in-memory computing; Describes automated compilation of programmable logic-in-memory computer architectures; Includes several effective optimization algorithm also applicable to classical logic synthesis; Investigates unbalanced write traffic in logic-in-memory architectures and describes wear leveling approaches to alleviate it.

Spintronics-based Computing

Spintronics-based Computing PDF Author: Weisheng Zhao
Publisher: Springer
ISBN: 3319151800
Category : Technology & Engineering
Languages : en
Pages : 259

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Book Description
This book provides a comprehensive introduction to spintronics-based computing for the next generation of ultra-low power/highly reliable logic. It will cover aspects from device to system-level, including magnetic memory cells, device modeling, hybrid circuit structure, design methodology, CAD tools, and technological integration methods. This book is accessible to a variety of readers and little or no background in magnetism and spin electronics are required to understand its content. The multidisciplinary team of expert authors from circuits, devices, computer architecture, CAD and system design reveal to readers the potential of spintronics nanodevices to reduce power consumption, improve reliability and enable new functionality.

Spintronics-Based Neuromorphic Computing

Spintronics-Based Neuromorphic Computing PDF Author: Debanjan Bhowmik
Publisher: Springer Nature
ISBN: 9819744458
Category :
Languages : en
Pages : 134

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Book Description


Emerging Non-volatile Memory Technologies

Emerging Non-volatile Memory Technologies PDF Author: Wen Siang Lew
Publisher: Springer Nature
ISBN: 9811569126
Category : Science
Languages : en
Pages : 439

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Book Description
This book offers a balanced and comprehensive guide to the core principles, fundamental properties, experimental approaches, and state-of-the-art applications of two major groups of emerging non-volatile memory technologies, i.e. spintronics-based devices as well as resistive switching devices, also known as Resistive Random Access Memory (RRAM). The first section presents different types of spintronic-based devices, i.e. magnetic tunnel junction (MTJ), domain wall, and skyrmion memory devices. This section describes how their developments have led to various promising applications, such as microwave oscillators, detectors, magnetic logic, and neuromorphic engineered systems. In the second half of the book, the underlying device physics supported by different experimental observations and modelling of RRAM devices are presented with memory array level implementation. An insight into RRAM desired properties as synaptic element in neuromorphic computing platforms from material and algorithms viewpoint is also discussed with specific example in automatic sound classification framework.

Advances in Non-volatile Memory and Storage Technology

Advances in Non-volatile Memory and Storage Technology PDF Author: Yoshio Nishi
Publisher: Woodhead Publishing
ISBN: 0081025858
Category : Technology & Engineering
Languages : en
Pages : 664

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Book Description
Advances in Nonvolatile Memory and Storage Technology, Second Edition, addresses recent developments in the non-volatile memory spectrum, from fundamental understanding, to technological aspects. The book provides up-to-date information on the current memory technologies as related by leading experts in both academia and industry. To reflect the rapidly changing field, many new chapters have been included to feature the latest in RRAM technology, STT-RAM, memristors and more. The new edition describes the emerging technologies including oxide-based ferroelectric memories, MRAM technologies, and 3D memory. Finally, to further widen the discussion on the applications space, neuromorphic computing aspects have been included. This book is a key resource for postgraduate students and academic researchers in physics, materials science and electrical engineering. In addition, it will be a valuable tool for research and development managers concerned with electronics, semiconductors, nanotechnology, solid-state memories, magnetic materials, organic materials and portable electronic devices. - Discusses emerging devices and research trends, such as neuromorphic computing and oxide-based ferroelectric memories - Provides an overview on developing nonvolatile memory and storage technologies and explores their strengths and weaknesses - Examines improvements to flash technology, charge trapping and resistive random access memory

Design and Applications of Emerging Computer Systems

Design and Applications of Emerging Computer Systems PDF Author: Weiqiang Liu
Publisher: Springer Nature
ISBN: 3031424786
Category :
Languages : en
Pages : 745

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Book Description


Technologies Changing Our World

Technologies Changing Our World PDF Author: Christian Werner Loesch
Publisher: BoD – Books on Demand
ISBN: 3751967699
Category : Computers
Languages : en
Pages : 294

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Book Description
This book is a venture that, as far as we know, has never been tried before. It is a more than a two- decennial overview of the evolution, status and future of Information and Communication Technologies (ICT) transgressing from technology to economy, sociology and its way of changing our life and of developments, which might affect our future personally and as society. The individual papers were delivered as invited keynote lectures at the the annual IDIMT Conferences (see www.IDIMT.org) from 2000 to 2020. These lectures were designed to satisfy the interested non-technical audience as well as the knowledgeable ICT audience, bridging this gap successfully without compromising on the scientific depth. It offers an opportunity to analyze evolution, status, challenges and expectations over this dramatic period. Additionally the multidiscipline approach offers an unbiased view on the successes and failures in technological, economic and other developments, as well as on the astonishing high quality of technological forecasts. Seldom has a single technology been the driving force for such dramatic developments, looking at the intertwined developments as the computer becoming a network and the network becoming a social network and is even changing the way, the world changes. Economically documents emphasize the fact that the three top value companies in the world are ICT companies. Many deep-impact innovations made in this periods are reviewed, with information technology enabling advances from decoding the genome to the Internet, Artificial Intelligence ,Big Data, Deep computing, Robotics to Communication technology to mention a few. The impact literally reaches from on the bottom of the sea, from fiber optics cables communications, up to satellites, turning the world into a global village and continue to do so. Discussing the scenario of the last 25 years, we have the privilege to discuss this in the presence of eye witnesses and even of contributors to these developments to which these personalities contributed and enabled these lectures. Special appreciation for their engagement and many valuable discussions goes 'in parts pro toto' to Prof. Gerhard Chroust and Prof. Petr Doucek and their teams.

Applications of Emerging Memory Technology

Applications of Emerging Memory Technology PDF Author: Manan Suri
Publisher: Springer
ISBN: 9811383790
Category : Technology & Engineering
Languages : en
Pages : 244

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Book Description
The book intends to bring under one roof research work of leading groups from across the globe working on advanced applications of emerging memory technology nanodevices. The applications dealt in the text will be beyond conventional storage application of semiconductor memory devices. The text will deal with material and device physical principles that give rise to interesting characteristics and phenomena in the emerging memory device that can be exploited for a wide variety of applications. Applications covered will include system-centric cases such as – caches, NVSRAM, NVTCAM, Hybrid CMOS-RRAM circuits for: Machine Learning, In-Memory Computing, Hardware Security - RNG/PUF, Biosensing and other misc beyond storage applications. The book is envisioned for multi-purpose use as a textbook in advanced UG/PG courses and a research text for scientists working in the domain.

Nanomagnetic and Spintronic Devices for Energy-Efficient Memory and Computing

Nanomagnetic and Spintronic Devices for Energy-Efficient Memory and Computing PDF Author: Jayasimha Atulasimha
Publisher: John Wiley & Sons
ISBN: 1118869265
Category : Technology & Engineering
Languages : en
Pages : 356

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Book Description
Nanomagnetic and spintronic computing devices are strong contenders for future replacements of CMOS. This is an important and rapidly evolving area with the semiconductor industry investing significantly in the study of nanomagnetic phenomena and in developing strategies to pinpoint and regulate nanomagnetic reliably with a high degree of energy efficiency. This timely book explores the recent and on-going research into nanomagnetic-based technology. Key features: Detailed background material and comprehensive descriptions of the current state-of-the-art research on each topic. Focuses on direct applications to devices that have potential to replace CMOS devices for computing applications such as memory, logic and higher order information processing. Discusses spin-based devices where the spin degree of freedom of charge carriers are exploited for device operation and ultimately information processing. Describes magnet switching methodologies to minimize energy dissipation. Comprehensive bibliographies included for each chapter enabling readers to conduct further research in this field. Written by internationally recognized experts, this book provides an overview of a rapidly burgeoning field for electronic device engineers, field-based applied physicists, material scientists and nanotechnologists. Furthermore, its clear and concise form equips readers with the basic understanding required to comprehend the present stage of development and to be able to contribute to future development. Nanomagnetic and Spintronic Devices for Energy-Efficient Memory and Computing is also an indispensable resource for students and researchers interested in computer hardware, device physics and circuits design.