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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Neuromorphic Computing Principles and Organization
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Neuromorphic Computing Principles and Organization
Abderazek Ben Abdallah, Khanh N. Dang (Gebundene Ausgabe, Englisch)
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Beschreibung
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. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
24.04.2025
Sprache
Englisch
EAN
9783031830884
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Abderazek Ben Abdallah, Khanh N. Dang
Seitenanzahl
307
Auflage
2
Einbandart
Gebundene Ausgabe
Schlagwörter
Neuromorphic computing, Fault-tolerant, Scalable hardware, Spiking neural networks, Exercises, Prosthesis design, Neuromorphic systems, Artificial neural networks, Neuron models, Storage Technologies, Interneuron communication, Learning mechanisms, Design approaches, Network-on-Chip (NoC), Address Event Representation (AER), Photonic interconnects, Reliability issues, Reconfigurable designs, Three-dimensional neuromorphic processor, High integration density
Thema-Inhalt
UYF - Rechnerarchitektur und Logik-Entwurf
UN - Datenbanken
UYQ - Künstliche Intelligenz
Höhe
235 mm
Breite
15.5 cm
Hersteller: Palgrave Macmillan, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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