Mem Elements For Neuromorphic Circuits With Artificial Intelligence Applications

Memristors For Neuromorphic Circuits And Artificial Intelligence Applications Book PDF
✏Book Title : Memristors for Neuromorphic Circuits and Artificial Intelligence Applications
✏Author : Jordi Suñé
✏Publisher : MDPI
✏Release Date : 2020-04-09
✏Pages : 244
✏ISBN : 9783039285761
✏Available Language : English, Spanish, And French

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✏Memristors for Neuromorphic Circuits and Artificial Intelligence Applications Book Summary : Artificial Intelligence (AI) has found many applications in the past decade due to the ever increasing computing power. Artificial Neural Networks are inspired in the brain structure and consist in the interconnection of artificial neurons through artificial synapses. Training these systems requires huge amounts of data and, after the network is trained, it can recognize unforeseen data and provide useful information. The so-called Spiking Neural Networks behave similarly to how the brain functions and are very energy efficient. Up to this moment, both spiking and conventional neural networks have been implemented in software programs running on conventional computing units. However, this approach requires high computing power, a large physical space and is energy inefficient. Thus, there is an increasing interest in developing AI tools directly implemented in hardware. The first hardware demonstrations have been based on CMOS circuits for neurons and specific communication protocols for synapses. However, to further increase training speed and energy efficiency while decreasing system size, the combination of CMOS neurons with memristor synapses is being explored. The memristor is a resistor with memory which behaves similarly to biological synapses. This book explores the state-of-the-art of neuromorphic circuits implementing neural networks with memristors for AI applications.

Advances In Neuromorphic Memristor Science And Applications Book PDF
✏Book Title : Advances in Neuromorphic Memristor Science and Applications
✏Author : Robert Kozma
✏Publisher : Springer Science & Business Media
✏Release Date : 2012-06-28
✏Pages : 320
✏ISBN : 9789400744912
✏Available Language : English, Spanish, And French

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✏Advances in Neuromorphic Memristor Science and Applications Book Summary : Physical implementation of the memristor at industrial scale sparked the interest from various disciplines, ranging from physics, nanotechnology, electrical engineering, neuroscience, to intelligent robotics. As any promising new technology, it has raised hopes and questions; it is an extremely challenging task to live up to the high expectations and to devise revolutionary and feasible future applications for memristive devices. The possibility of gathering prominent scientists in the heart of the Silicon Valley given by the 2011 International Joint Conference on Neural Networks held in San Jose, CA, has offered us the unique opportunity of organizing a series of special events on the present status and future perspectives in neuromorphic memristor science. This book presents a selection of the remarkable contributions given by the leaders of the field and it may serve as inspiration and future reference to all researchers that want to explore the extraordinary possibilities given by this revolutionary concept.

Memristor And Memristive Neural Networks Book PDF
✏Book Title : Memristor and Memristive Neural Networks
✏Author : Alex James
✏Publisher : BoD – Books on Demand
✏Release Date : 2018-04-04
✏Pages : 324
✏ISBN : 9789535139478
✏Available Language : English, Spanish, And French

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✏Memristor and Memristive Neural Networks Book Summary : This book covers a range of models, circuits and systems built with memristor devices and networks in applications to neural networks. It is divided into three parts: (1) Devices, (2) Models and (3) Applications. The resistive switching property is an important aspect of the memristors, and there are several designs of this discussed in this book, such as in metal oxide/organic semiconductor nonvolatile memories, nanoscale switching and degradation of resistive random access memory and graphene oxide-based memristor. The modelling of the memristors is required to ensure that the devices can be put to use and improve emerging application. In this book, various memristor models are discussed, from a mathematical framework to implementations in SPICE and verilog, that will be useful for the practitioners and researchers to get a grounding on the topic. The applications of the memristor models in various neuromorphic networks are discussed covering various neural network models, implementations in A/D converter and hierarchical temporal memories.

📒Memristor Networks ✍ Andrew Adamatzky

Memristor Networks Book PDF
✏Book Title : Memristor Networks
✏Author : Andrew Adamatzky
✏Publisher : Springer Science & Business Media
✏Release Date : 2013-12-18
✏Pages : 720
✏ISBN : 9783319026305
✏Available Language : English, Spanish, And French

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✏Memristor Networks Book Summary : Using memristors one can achieve circuit functionalities that are not possible to establish with resistors, capacitors and inductors, therefore the memristor is of great pragmatic usefulness. Potential unique applications of memristors are in spintronic devices, ultra-dense information storage, neuromorphic circuits and programmable electronics. Memristor Networks focuses on the design, fabrication, modelling of and implementation of computation in spatially extended discrete media with many memristors. Top experts in computer science, mathematics, electronics, physics and computer engineering present foundations of the memristor theory and applications, demonstrate how to design neuromorphic network architectures based on memristor assembles, analyse varieties of the dynamic behaviour of memristive networks and show how to realise computing devices from memristors. All aspects of memristor networks are presented in detail, in a fully accessible style. An indispensable source of information and an inspiring reference text, Memristor Networks is an invaluable resource for future generations of computer scientists, mathematicians, physicists and engineers.

Handbook Of Memristor Networks Book PDF
✏Book Title : Handbook of Memristor Networks
✏Author : Leon Chua
✏Publisher : Springer Nature
✏Release Date : 2019-11-12
✏Pages : 1368
✏ISBN : 9783319763750
✏Available Language : English, Spanish, And French

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✏Handbook of Memristor Networks Book Summary : This Handbook presents all aspects of memristor networks in an easy to read and tutorial style. Including many colour illustrations, it covers the foundations of memristor theory and applications, the technology of memristive devices, revised models of the Hodgkin-Huxley Equations and ion channels, neuromorphic architectures, and analyses of the dynamic behaviour of memristive networks. It also shows how to realise computing devices, non-von Neumann architectures and provides future building blocks for deep learning hardware. With contributions from leaders in computer science, mathematics, electronics, physics, material science and engineering, the book offers an indispensable source of information and an inspiring reference text for future generations of computer scientists, mathematicians, physicists, material scientists and engineers working in this dynamic field.

📒Human Performance Modification ✍ National Research Council

Human Performance Modification Book PDF
✏Book Title : Human Performance Modification
✏Author : National Research Council
✏Publisher : National Academies Press
✏Release Date : 2012-12-19
✏Pages : 66
✏ISBN : 9780309262699
✏Available Language : English, Spanish, And French

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✏Human Performance Modification Book Summary : The development of technologies to modify natural human physical and cognitive performance is one of increasing interest and concern, especially among military services that may be called on to defeat foreign powers with enhanced warfighter capabilities. Human performance modification (HPM) is a general term that can encompass actions ranging from the use of "natural" materials, such as caffeine or khat as a stimulant, to the application of nanotechnology as a drug delivery mechanism or in an invasive brain implant. Although the literature on HPM typically addresses methods that enhance performance, another possible focus is methods that degrade performance or negatively affect a military force's ability to fight. Advances in medicine, biology, electronics, and computation have enabled an increasingly sophisticated ability to modify the human body, and such innovations will undoubtedly be adopted by military forces, with potential consequences for both sides of the battle lines. Although some innovations may be developed for purely military applications, they are increasingly unlikely to remain exclusively in that sphere because of the globalization and internationalization of the commercial research base. Based on its review of the literature, the presentations it received and on its own expertise, the Committee on Assessing Foreign Technology Development in Human Performance Modification chose to focus on three general areas of HPM: human cognitive modification as a computational problem, human performance modification as a biological problem, and human performance modification as a function of the brain-computer interface. Human Performance Modification: Review of Worldwide Research with a View to the Future summarizes these findings.

Memristive Devices For Brain Inspired Computing Book PDF
✏Book Title : Memristive Devices for Brain Inspired Computing
✏Author : Sabina Spiga
✏Publisher : Woodhead Publishing
✏Release Date : 2020-06-12
✏Pages : 564
✏ISBN : 9780081027875
✏Available Language : English, Spanish, And French

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✏Memristive Devices for Brain Inspired Computing Book Summary : Memristive Devices for Brain-Inspired Computing: From Materials, Devices, and Circuits to Applications—Computational Memory, Deep Learning, and Spiking Neural Networks reviews the latest in material and devices engineering for optimizing memristive devices beyond storage applications and toward brain-inspired computing. The book provides readers with an understanding of four key concepts, including materials and device aspects with a view of current materials systems and their remaining barriers, algorithmic aspects comprising basic concepts of neuroscience as well as various computing concepts, the circuits and architectures implementing those algorithms based on memristive technologies, and target applications, including brain-inspired computing, computational memory, and deep learning. This comprehensive book is suitable for an interdisciplinary audience, including materials scientists, physicists, electrical engineers, and computer scientists. Provides readers an overview of four key concepts in this emerging research topic including materials and device aspects, algorithmic aspects, circuits and architectures and target applications Covers a broad range of applications, including brain-inspired computing, computational memory, deep learning and spiking neural networks Includes perspectives from a wide range of disciplines, including materials science, electrical engineering and computing, providing a unique interdisciplinary look at the field

Advances In Memristors Memristive Devices And Systems Book PDF
✏Book Title : Advances in Memristors Memristive Devices and Systems
✏Author : Sundarapandian Vaidyanathan
✏Publisher : Springer
✏Release Date : 2017-02-15
✏Pages : 511
✏ISBN : 9783319517247
✏Available Language : English, Spanish, And French

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✏Advances in Memristors Memristive Devices and Systems Book Summary : This book reports on the latest advances in and applications of memristors, memristive devices and systems. It gathers 20 contributed chapters by subject experts, including pioneers in the field such as Leon Chua (UC Berkeley, USA) and R.S. Williams (HP Labs, USA), who are specialized in the various topics addressed in this book, and covers broad areas of memristors and memristive devices such as: memristor emulators, oscillators, chaotic and hyperchaotic memristive systems, control of memristive systems, memristor-based min-max circuits, canonic memristors, memristive-based neuromorphic applications, implementation of memristor-based chaotic oscillators, inverse memristors, linear memristor devices, delayed memristive systems, flux-controlled memristive emulators, etc. Throughout the book, special emphasis is given to papers offering practical solutions and design, modeling, and implementation insights to address current research problems in memristors, memristive devices and systems. As such, it offers a valuable reference book on memristors and memristive devices for graduate students and researchers with a basic knowledge of electrical and control systems engineering.

Artificial Intelligence Abstracts Book PDF
✏Book Title : Artificial Intelligence Abstracts
✏Author :
✏Publisher :
✏Release Date : 1991
✏Pages :
✏ISBN : UOM:39015023295200
✏Available Language : English, Spanish, And French

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✏Artificial Intelligence Abstracts Book Summary :

Unconventional Computation And Natural Computation Book PDF
✏Book Title : Unconventional Computation and Natural Computation
✏Author : Oscar H. Ibarra
✏Publisher : Springer
✏Release Date : 2014-07-08
✏Pages : 394
✏ISBN : 9783319081236
✏Available Language : English, Spanish, And French

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✏Unconventional Computation and Natural Computation Book Summary : This book constitutes the refereed proceedings of the 13th International Conference on Unconventional Computation and Natural Computation, UCNC 2014, held in London, ON, Canada, in July 2014. The 31 revised full papers were carefully reviewed and selected from 79 submissions. The papers cover a wide range of topics including among others molecular, quantum, optical and chaos computing as well as neural computation, evolutionary computation, swarm intelligence and computational neuroscience.

Istfa 2019 Proceedings Of The 45th International Symposium For Testing And Failure Analysis Book PDF
✏Book Title : ISTFA 2019 Proceedings of the 45th International Symposium for Testing and Failure Analysis
✏Author :
✏Publisher : ASM International
✏Release Date : 2019-12-01
✏Pages : 540
✏ISBN : 9781627082730
✏Available Language : English, Spanish, And French

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✏ISTFA 2019 Proceedings of the 45th International Symposium for Testing and Failure Analysis Book Summary : The theme for the 2019 conference is Novel Computing Architectures. Papers will include discussions on the advent of Artificial Intelligence and the promise of quantum computing that are driving disruptive computing architectures; Neuromorphic chip designs on one hand, and Quantum Bits on the other, still in R&D, will introduce new computing circuitry and memory elements, novel materials, and different test methodologies. These novel computing architectures will require further innovation which is best achieved through a collaborative Failure Analysis community composed of chip manufacturers, tool vendors, and universities.

📒Artificial Neural Networks ✍ Edgar Sánchez-Sinencio

Artificial Neural Networks Book PDF
✏Book Title : Artificial Neural Networks
✏Author : Edgar Sánchez-Sinencio
✏Publisher : IEEE
✏Release Date : 1992
✏Pages : 549
✏ISBN : UOM:39076001286389
✏Available Language : English, Spanish, And French

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✏Artificial Neural Networks Book Summary :

International Aerospace Abstracts Book PDF
✏Book Title : International Aerospace Abstracts
✏Author :
✏Publisher :
✏Release Date : 1992
✏Pages :
✏ISBN : STANFORD:36105000473640
✏Available Language : English, Spanish, And French

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✏International Aerospace Abstracts Book Summary :

Frontiers Of Life Intelligent Systems Book PDF
✏Book Title : Frontiers of Life Intelligent systems
✏Author : David Baltimore
✏Publisher : Academic Press
✏Release Date : 2002
✏Pages : 2400
✏ISBN : 0120773430
✏Available Language : English, Spanish, And French

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✏Frontiers of Life Intelligent systems Book Summary :

Documentation Abstracts Book PDF
✏Book Title : Documentation Abstracts
✏Author :
✏Publisher :
✏Release Date : 1997
✏Pages :
✏ISBN : UOM:39015082969927
✏Available Language : English, Spanish, And French

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✏Documentation Abstracts Book Summary :

Government Reports Announcements Index Book PDF
✏Book Title : Government Reports Announcements Index
✏Author :
✏Publisher :
✏Release Date : 1994-02
✏Pages :
✏ISBN : MINN:30000005965896
✏Available Language : English, Spanish, And French

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✏Government Reports Announcements Index Book Summary :

📒Index To Ieee Publications ✍ Institute of Electrical and Electronics Engineers

Index To Ieee Publications Book PDF
✏Book Title : Index to IEEE Publications
✏Author : Institute of Electrical and Electronics Engineers
✏Publisher :
✏Release Date : 1990
✏Pages :
✏ISBN : UOM:39015031260592
✏Available Language : English, Spanish, And French

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✏Index to IEEE Publications Book Summary : Issues for 1973- cover the entire IEEE technical literature.

American Doctoral Dissertations Book PDF
✏Book Title : American Doctoral Dissertations
✏Author :
✏Publisher :
✏Release Date : 1996
✏Pages :
✏ISBN : STANFORD:36105011856775
✏Available Language : English, Spanish, And French

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📒Iscas 2000 Geneva ✍ IEEE Circuits and Systems Society

Iscas 2000 Geneva Book PDF
✏Book Title : ISCAS 2000 Geneva
✏Author : IEEE Circuits and Systems Society
✏Publisher :
✏Release Date : 2000
✏Pages : 3832
✏ISBN : 0780354826
✏Available Language : English, Spanish, And French

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✏ISCAS 2000 Geneva Book Summary :

Government Reports Annual Index Book PDF
✏Book Title : Government reports annual index
✏Author :
✏Publisher :
✏Release Date : 199?
✏Pages :
✏ISBN : MSU:31293017238480
✏Available Language : English, Spanish, And French

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✏Government reports annual index Book Summary :

Index To Theses With Abstracts Accepted For Higher Degrees By The Universities Of Great Britain And Ireland And The Council For National Academic Awards Book PDF
✏Book Title : Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards
✏Author :
✏Publisher :
✏Release Date : 2000
✏Pages :
✏ISBN : UOM:39015079880079
✏Available Language : English, Spanish, And French

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✏Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards Book Summary :

Electrical Electronics Abstracts Book PDF
✏Book Title : Electrical Electronics Abstracts
✏Author :
✏Publisher :
✏Release Date : 1997
✏Pages :
✏ISBN : OSU:32435059589358
✏Available Language : English, Spanish, And French

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✏Electrical Electronics Abstracts Book Summary :