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Title Advances in neuromorphic memristor science and applications / Robert Kozma, Robinson E. Pino, Giovanni E. Pazienza, editors
Published Dordrecht ; New York : Springer, ©2012

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Description 1 online resource
Series Springer series in cognitive and neural systems ; v. 4
Springer series in cognitive and neural systems ; v. 4.
Contents Part 1. Fundamental Concepts of Memristors and Neuromorphic Systems -- Prolog: Memristor Minds / Greg Snider -- Are Memristors the Future of AI? A Review of Recent Progress and Future Perspectives / Robert Kozma, Robinson E. Pino and Giovanni E. Pazienza -- Biologically-Inspired Electronics with Memory Circuit Elements / Massimiliano Di Ventra and Yuriy V. Pershin -- Persuading Computers to Act More Like Brains / Heather Ames, Massimiliano Versace, Anatoli Gorchetchnikov, Benjamin Chandler and Gennady Livitz, et al. -- Memristors for More Than Just Memory: How to Use Learning to Expand Applications / Paul J. Werbos -- Part 2. Computational Models of Memristors -- Computational Intelligence and Neuromorphic Computing Architectures / Robinson E. Pino -- Reconfigurable Memristor Fabrics for Heterogeneous Computing / Dhireesha Kudithipudi and Cory E. Merkel -- Statistical Memristor Model and Its Applications in Neuromorphic Computing / Hai Helen Li, Miao Hu and Robinson E. Pino -- Adaptive Resonance Theory Design in Mixed Memristive-Fuzzy Hardware / Max Versace, Robert T. Kozma and Donald C. Wunsch -- Phase Change Memory and Chalcogenide Materials for Neuromorphic Applications: Emphasis on Synaptic Plasticity / Manan Suri and Barbara DeSalvo -- Energy-Efficient Memristive Analog and Digital Electronics / Sung Mo Steve Kang and Sangho Shin -- Memristor SPICE Modeling / Chris Yakopcic, Tarek M. Taha, Guru Subramanyam and Robinson E. Pino -- Memristor Models for Pattern Recognition Systems / Fernando Corinto, Alon Ascoli and Marco Gilli -- A Columnar V1/V2 Visual Cortex Model and Emulation / Robinson E. Pino and Michael Moore -- Polymer and Nanoparticle-Composite Bistable Devices: Physics of Operation and Initial Applications / Robert A. Nawrocki, Richard M. Voyles and Sean E. Shaheen
Summary Posited by Professor Leon Chua at UC Berkeley more than 40 years ago, memristors, a nonlinear element in electrical circuitry, are set to revolutionize computing technology. Finally discovered by scientists at Hewlett-Packard in 2008, memristors ¡generate huge interest because they can facilitate nanoscale, real-time computer learning, as well as due to their potential of serving as instant memories. . This edited volume bottles some of the excitement about memristors, providing a state-of-the-art overview of neuromorphic memristor theory, as well as its technological and practical aspects. Based on work presented to specialist memristor seminars organized by the editors, the volume takes readers from a general introduction the fundamental concepts involved, to specialized analysis of computational modeling, hardware, and applications. The latter include the ground-breaking potential of memristors in facilitating hybrid wetware-hardware technologies for in-vitro experiments. The book evinces, and devotes space to the discussion of, the socially transformative potential of memristors, which could be as pervasive as was the invention of the silicon chip: machines that learn in the style of brains, are a computational Holy Grail. With contributions from key players in a fast-moving field, this edited volume is the first to cover memristors in the depth needed to trigger the further advances that surely lie around the corner
Analysis Medicine
Neurosciences
Artificial intelligence
Biomedicine
Nanoscale Science and Technology
Mathematical Models of Cognitive Processes and Neural Networks
Bibliography Includes bibliographical references and index
Notes English
Subject Memristors.
Nanoelectronics.
Neuromorphics
Neural networks (Computer science)
Physical sciences.
Pattern recognition systems.
Life sciences.
Artificial intelligence.
Neurosciences.
Neural Networks, Computer
Information Science
Disciplines and Occupations
Natural Science Disciplines
Pattern Recognition, Automated
Biological Science Disciplines
Computing Methodologies
Mathematical Concepts
Phenomena and Processes
Artificial Intelligence
Neurosciences
physical sciences.
biological sciences.
artificial intelligence.
TECHNOLOGY & ENGINEERING -- Electronics -- Circuits -- General.
TECHNOLOGY & ENGINEERING -- Electronics -- Circuits -- Integrated.
Physical sciences
Pattern recognition systems
Neurosciences
Life sciences
Artificial intelligence
Memristors
Nanoelectronics
Neural networks (Computer science)
Neuromorphics
Form Electronic book
Author Kozma, Robert
Pino, Robinson E
Pazienza, Giovanni E.
ISBN 9789400744912
9400744919
9400744900
9789400744905