Neuromorphic Computing Principles and Organization
The second edition of Neuromorphic Computing Principles and Organization delves deeply into neuromorphic computing, focusing on designing fault-tolerant, scalable hardware for spiking neural networks. Each chapter includes exercises to enhance understanding. All existing chapters have been meticulou...
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| Main Authors: | , |
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cham :
Springer Nature Switzerland : Imprint: Springer,
2025.
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| Edition: | 2nd ed. 2025. |
| Subjects: | |
| Online Access: | https://doi.org/10.1007/978-3-031-83089-1 |
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| 100 | 1 | |a Ben Abdallah, Abderazek. |e author. |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
| 245 | 1 | 0 | |a Neuromorphic Computing Principles and Organization |h [electronic resource] / |c by Abderazek Ben Abdallah, Khanh N. Dang. |
| 250 | |a 2nd ed. 2025. | ||
| 264 | 1 | |a Cham : |b Springer Nature Switzerland : |b Imprint: Springer, |c 2025. | |
| 300 | |a 1 online resource (XXXI, 307 p. 139 illus.). |b 103 illus. in color. | ||
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| 505 | 0 | |a Foundations of Neuromorphic Computing -- Neuromorphic System Design Fundamentals -- Learning in Neuromorphic Computing Systems -- Emerging Memory Devices for Neuromorphic Systems -- Communication Networks for Neuromorphic Systems -- Fault-Tolerant Neuromorphic System Design -- Reconfigurable Neuromorphic Computing Systems -- Practical Design and Implementation of 3D-NoC-Based NeuromorphicSystem (RNASH) -- Case Study: Advanced Neuromorphic Prosthetic Design -- Comprehensive Review of Neuromorphic Systems -- Index. | |
| 520 | |a The second edition of Neuromorphic Computing Principles and Organization delves deeply into neuromorphic computing, focusing on designing fault-tolerant, scalable hardware for spiking neural networks. Each chapter includes exercises to enhance understanding. All existing chapters have been meticulously revised, and a new chapter on advanced neuromorphic prosthesis design serves as a comprehensive case study. The book starts with an overview of neuromorphic systems and fundamental artificial neural network concepts. It explores artificial neurons, neuron models, storage technologies, inter-neuron communication, learning mechanisms, and design approaches. Detailed discussions cover challenges in constructing spiking neural networks and emerging memory technologies. A dedicated chapter addresses circuits and architectures, including Network-on-Chip (NoC) fabric, Address Event Representation (AER), memory access methods, and photonic interconnects. Reliability issues, recovery methods for multicore systems, and reconfigurable designs supporting multiple applications are examined. The book also describes the hardware-software design of a three-dimensional neuromorphic processor, focusing on high integration density, minimal spike delay, and scalable design. The book concludes with a comprehensive review of neuromorphic systems, providing a detailed analysis of the field and an overarching understanding of the key concepts discussed throughout the text. | ||
| 532 | 8 | |a Accessibility summary: This PDF does Not fully comply with PDF/UA standards but does include limited screen reader support, descriptions for Non-text content (such as images and graphs), bookmarks for easy navigation, and searchable, selectable text. Users of assistive technologies may experience difficulty navigating or interpreting content in this document. We recognise the importance of accessibility and welcome queries about accessibility for any of our products. If you have a question or an access need, please get in touch with us via https://www.springernature.com/gp/info/accessibility | |
| 532 | 8 | |a Inaccessible, or known limited accessibility | |
| 532 | 8 | |a No reading system accessibility options actively disabled | |
| 532 | 8 | |a Publisher contact for further accessibility information: accessibilitysupport@springernature.com | |
| 588 | |a Print version record. | ||
| 650 | 0 | |a Microprocessors. | |
| 650 | 0 | |a Computer architecture. | |
| 650 | 0 | |a Database management. | |
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| 650 | 1 | 4 | |a Processor Architectures. |
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| 700 | 1 | |a Dang, Khanh N. |e author. |0 (orcid)0000-0001-6702-3870 |1 https://orcid.org/0000-0001-6702-3870 |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
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| 856 | 4 | 0 | |u https://doi.org/10.1007/978-3-031-83089-1 |
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