Neuromorphic Intelligence : Learning, Architectures and Large-Scale Systems

著者名：Yang, Shuangming/Chen, Badong

Springer（2024/05/14発売）

• 言語：ENG
• ISBN：9783031578724
• eISBN：9783031578731

Description

This book provides a valuable resource on the design of neuromorphic intelligence, which serves as a computational foundation for building compact and low-power brain-inspired intelligent systems. The book introduces novel spiking neural network learning algorithms, including spike-based learning based on the multi-compartment model and spike-based learning with information theory. These offer important insights and academic value for readers to grasp the latest advances in neural-inspired learning. Additionally, the book presents insights and approaches to the design of scalable neuromorphic architectures, which are crucial foundations for achieving highly cognitive and energy-efficient computing systems. Furthermore, the book introduces representative large-scale neuromorphic systems and reviews several recently implemented large-scale digital neuromorphic systems by the authors, providing corresponding application scenarios.

Table of Contents

Introduction.- Introduction for Neuromorphic Intelligence.- Spike-based Learning with Multi-compartment Model.- Spike-based Learning with Information Theory.- Scalable Architectures on Neuromorphic Systems.- Large-scale Digital Neuromorphic Systems.- Conclusion.