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Neuromorphic Computing Principles and Organization

Neuromorphic Computing Principles and Organization

Paperback

Technology & EngineeringGeneral Computers

Currently unavailable to order

ISBN10: 3030925277
ISBN13: 9783030925277
Publisher: Springer
Published: Jun 3 2023
Pages: 244
Weight: 0.84
Height: 0.56 Width: 6.10 Depth: 9.25
Language: English
This book focuses on neuromorphic computing principles and organization and how to build fault-tolerant scalable hardware for large and medium scale spiking neural networks with learning capabilities. In addition, the book describes in a comprehensive way the organization and how to design a spike-based neuromorphic system to perform network of spiking neurons communication, computing, and adaptive learning for emerging AI applications. The book begins with an overview of neuromorphic computing systems and explores the fundamental concepts of artificial neural networks. Next, we discuss artificial neurons and how they have evolved in their representation of biological neuronal dynamics. Afterward, we discuss implementing these neural networks in neuron models, storage technologies, inter-neuron communication networks, learning, and various design approaches. Then, comes the fundamental design principle to build an efficient neuromorphic system in hardware. The challenges that needto be solved toward building a spiking neural network architecture with many synapses are discussed. Learning in neuromorphic computing systems and the major emerging memory technologies that promise neuromorphic computing are then given.

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