Memristive Devices for Brain Inspired Computing

Written By Sabina Spiga
Memristive Devices for Brain Inspired Computing
  • Publsiher : Woodhead Publishing
  • Release : 12 June 2020
  • ISBN : 0081027877
  • Pages : 564 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Memristive Devices for Brain Inspired Computing written by Sabina Spiga which was release on 12 June 2020, this book published by Woodhead Publishing. Available in PDF, EPUB and Kindle Format. Book excerpt: 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

Memristive Devices for Brain Inspired Computing

Memristive Devices for Brain Inspired Computing
  • Author : Sabina Spiga,Abu Sebastian,Damien Querlioz,Bipin Rajendran
  • Publisher : Woodhead Publishing
  • Release Date : 2020-06-12
  • Total pages : 564
  • ISBN : 0081027877
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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, ...

Memristors for Neuromorphic Circuits and Artificial Intelligence Applications

Memristors for Neuromorphic Circuits and Artificial Intelligence Applications
  • Author : Jordi Suñé
  • Publisher : MDPI
  • Release Date : 2020-04-09
  • Total pages : 244
  • ISBN : 0081027877
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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 ...

Architectures and Algorithms for Intrinsic Computation with Memristive Devices

Architectures and Algorithms for Intrinsic Computation with Memristive Devices
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2016
  • Total pages : 156
  • ISBN : 0081027877
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Summary : Neuromorphic engineering is the research field dedicated to the study and design of brain-inspired hardware and software tools. Recent advances in emerging nanoelectronics promote the implementation of synaptic connections based on memristive devices. Their non-volatile modifiable conductance was shown to exhibit the synaptic properties often used in connecting and training ...

Design of a Neuromemristive Echo State Network Architecture

Design of a Neuromemristive Echo State Network Architecture
  • Author : Qutaiba Mohammed Saleh
  • Publisher : Unknown
  • Release Date : 2015
  • Total pages : 140
  • ISBN : 0081027877
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Summary : "Echo state neural networks (ESNs) provide an efficient classification technique for spatiotemporal signals. The feedback connections in the ESN enable feature extraction in both spatial and temporal components in time series data. This property has been used in several application domains such as image and video analysis, anomaly detection, and ...

Organic Flexible Electronics

Organic Flexible Electronics
  • Author : Piero Cosseddu,Mario Caironi
  • Publisher : Woodhead Publishing
  • Release Date : 2020-10-07
  • Total pages : 664
  • ISBN : 0081027877
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Summary : Organic Electronics is a novel field of electronics that has gained an incredible attention over the past few decades. New materials, device architectures and applications have been continuously introduced by the academic and also industrial communities, and novel topics have raised strong interest in such communities, as molecular doping, thermoelectrics, ...

Celebrating the International Year of the Periodic Table Beyond Mendeleev 150

Celebrating the International Year of the Periodic Table  Beyond Mendeleev 150
  • Author : Mikhail V. Kurushkin,W. H. Eugen Schwarz,Eugene A. Goodilin
  • Publisher : Frontiers Media SA
  • Release Date : 2021-01-11
  • Total pages : 212
  • ISBN : 0081027877
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Summary : Download or read online Celebrating the International Year of the Periodic Table Beyond Mendeleev 150 written by Mikhail V. Kurushkin,W. H. Eugen Schwarz,Eugene A. Goodilin, published by Frontiers Media SA which was released on 2021-01-11. Get Celebrating the International Year of the Periodic Table Beyond Mendeleev 150 Books now! ...

Mem elements for Neuromorphic Circuits with Artificial Intelligence Applications

Mem elements for Neuromorphic Circuits with Artificial Intelligence Applications
  • Author : Christos Volos,Viet-Thanh Pham
  • Publisher : Academic Press
  • Release Date : 2021-07-01
  • Total pages : 568
  • ISBN : 0081027877
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Summary : Mem-elements for Neuromorphic Circuits with Artificial Intelligence Applications illustrates recent advances in the field of mem-elements (memristor, memcapacitor, meminductor) and their applications in nonlinear dynamical systems, computer science, analog and digital systems, and in neuromorphic circuits and artificial intelligence. The book is mainly devoted to recent results, critical aspects and ...

Handbook of Graphene

Handbook of Graphene
  • Author : Sulaiman Wadi Harun
  • Publisher : John Wiley & Sons
  • Release Date : 2019-06-14
  • Total pages : 344
  • ISBN : 0081027877
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Summary : The seventh volume in a series of handbooks on graphene research and applications The Handbook of Graphene, Volume 7: Biomaterials presents an overview of various graphene research initiatives and specific biomedical applications, where the properties of graphene are used differently. The book shares information on how graphene and graphene-based materials are ...

Real Time Modelling and Processing for Communication Systems

Real Time Modelling and Processing for Communication Systems
  • Author : Muhammad Alam,Wael Dghais,Yuanfang Chen
  • Publisher : Springer
  • Release Date : 2017-12-27
  • Total pages : 282
  • ISBN : 0081027877
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Summary : This book presents cutting-edge work on real-time modelling and processing, a highly active research field in both the research and industrial domains. Going beyond conventional real-time systems, major efforts are required to develop accurate and computational efficient real-time modelling algorithms and design automation tools that reflect the technological advances in ...

Handbook of Memristor Networks

Handbook of Memristor Networks
  • Author : Leon Chua,Georgios Ch. Sirakoulis,Andrew Adamatzky
  • Publisher : Springer Nature
  • Release Date : 2019-11-12
  • Total pages : 1368
  • ISBN : 0081027877
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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 ...

Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices

Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices
  • Author : Manan Suri
  • Publisher : Springer
  • Release Date : 2017-01-21
  • Total pages : 210
  • ISBN : 0081027877
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Summary : This book covers all major aspects of cutting-edge research in the field of neuromorphic hardware engineering involving emerging nanoscale devices. Special emphasis is given to leading works in hybrid low-power CMOS-Nanodevice design. The book offers readers a bidirectional (top-down and bottom-up) perspective on designing efficient bio-inspired hardware. At the nanodevice ...

Nanoelectronic Materials Devices and Modeling

Nanoelectronic Materials  Devices and Modeling
  • Author : Qiliang Li,Hao Zhu
  • Publisher : MDPI
  • Release Date : 2019-07-15
  • Total pages : 242
  • ISBN : 0081027877
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Summary : As CMOS scaling is approaching the fundamental physical limits, a wide range of new nanoelectronic materials and devices have been proposed and explored to extend and/or replace the current electronic devices and circuits so as to maintain progress with respect to speed and integration density. The major limitations, including ...

Deep Learning Classifiers with Memristive Networks

Deep Learning Classifiers with Memristive Networks
  • Author : Alex Pappachen James
  • Publisher : Springer
  • Release Date : 2019-04-08
  • Total pages : 213
  • ISBN : 0081027877
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Summary : This book introduces readers to the fundamentals of deep neural network architectures, with a special emphasis on memristor circuits and systems. At first, the book offers an overview of neuro-memristive systems, including memristor devices, models, and theory, as well as an introduction to deep learning neural networks such as multi-layer ...

Nonlinear Circuits and Systems with Memristors

Nonlinear Circuits and Systems with Memristors
  • Author : Fernando Corinto
  • Publisher : Springer Nature
  • Release Date : 2020
  • Total pages : 461
  • ISBN : 0081027877
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Summary : Download or read online Nonlinear Circuits and Systems with Memristors written by Fernando Corinto, published by Springer Nature which was released on 2020. Get Nonlinear Circuits and Systems with Memristors Books now! Available in PDF, ePub and Kindle....

Photo Electroactive Non Volatile Memories for Data Storage and Neuromorphic Computing

Photo Electroactive Non Volatile Memories for Data Storage and Neuromorphic Computing
  • Author : Su-Ting Han,Ye Zhou
  • Publisher : Woodhead Publishing
  • Release Date : 2020-05-26
  • Total pages : 352
  • ISBN : 0081027877
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Summary : Photo-Electroactive Non-Volatile Memories for Data Storage and Neuromorphic Computing summarizes advances in the development of photo-electroactive memories and neuromorphic computing systems, suggests possible solutions to the challenges of device design, and evaluates the prospects for commercial applications. Sections covers developments in electro-photoactive memory, and photonic neuromorphic and in-memory computing, including ...