Neuro-inspired Computing Using Resistive Synaptic Devices (Record no. 80975)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04350nam a22005055i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 978-3-319-54313-0 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220801222624.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 170421s2017 sz | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9783319543130 |
| -- | 978-3-319-54313-0 |
| 082 04 - CLASSIFICATION NUMBER | |
| Call Number | 621.3815 |
| 245 10 - TITLE STATEMENT | |
| Title | Neuro-inspired Computing Using Resistive Synaptic Devices |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st ed. 2017. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | XI, 269 p. 190 illus., 79 illus. in color. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Remark 2 | Chapter1: Introduction to Neuro-Inspired Computing using Resistive Synaptic Devices -- Part I: Device-level Demonstrations of Resistive Synaptic Devices -- Chapter2: Phase Change Memory based Synaptic Devices -- Chapter3: Pr0.7Ca0.3MnO3 (PCMO) based Synaptic Devices -- Chapter4: TaOx/TiO2 based Synaptic Devices -- Part II: Array-level Demonstrations of Resistive Synaptic Devices and Neural Networks -- Chapter5: Training and Inference in Hopfield Network using 10×10 Phase Change Synaptic Array -- Chapter6: Experimental Demonstration of Firing-Rate Neural Networks based on Metal-Oxide Memristive Crossbars -- Chapter7: Weight Tuning of Resistive Synaptic Devices and Convolution Kernel Operation on 12×12 Cross-Point Array -- Chapter8: Spiking Neural Network with 256×256 PCM Array -- Part III: Circuit, Architecture and Algorithm-level Design of Resistive Synaptic Devices based Neuromorphic System -- Chapter9: Peripheral Circuit Design Considerations of Neuro-inspired Architectures -- Chapter10: Processing-in-Memory Architecture Design for Accelerating Neuro-Inspired Algorithms -- Chapter11: Multi-layer Perceptron Algorithm: Impact of Non-Ideal Conductance and Area-Efficient Peripheral Circuits -- Chapter12: Impact of Non-Ideal Resistive Synaptic Device Behaviors on Implementation of Sparse Coding Algorithm -- Chapter13: Binary OxRAM/CBRAM Memories for Efficient Implementations of Embedded Neuromorphic Circuits. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This book summarizes the recent breakthroughs in hardware implementation of neuro-inspired computing using resistive synaptic devices. The authors describe how two-terminal solid-state resistive memories can emulate synaptic weights in a neural network. Readers will benefit from state-of-the-art summaries of resistive synaptic devices, from the individual cell characteristics to the large-scale array integration. This book also discusses peripheral neuron circuits design challenges and design strategies. Finally, the authors describe the impact of device non-ideal properties (e.g. noise, variation, yield) and their impact on the learning performance at the system-level, using a device-algorithm co-design methodology. • Provides single-source reference to recent breakthroughs in resistive synaptic devices, not only at individual cell-level, but also at integrated array-level; • Includes detailed discussion of the peripheral circuits and array architecture design of the neuro-crossbar system; • Focuses on new experimental results that are likely to solve practical, artificial intelligent problems, such as image classification. |
| 700 1# - AUTHOR 2 | |
| Author 2 | Yu, Shimeng. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | https://doi.org/10.1007/978-3-319-54313-0 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | eBooks |
| 264 #1 - | |
| -- | Cham : |
| -- | Springer International Publishing : |
| -- | Imprint: Springer, |
| -- | 2017. |
| 336 ## - | |
| -- | text |
| -- | txt |
| -- | rdacontent |
| 337 ## - | |
| -- | computer |
| -- | c |
| -- | rdamedia |
| 338 ## - | |
| -- | online resource |
| -- | cr |
| -- | rdacarrier |
| 347 ## - | |
| -- | text file |
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| -- | rda |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Electronic circuits. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Microprocessors. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Computer architecture. |
| 650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Electronic Circuits and Systems. |
| 650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Processor Architectures. |
| 912 ## - | |
| -- | ZDB-2-ENG |
| 912 ## - | |
| -- | ZDB-2-SXE |
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