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Neuromorphic Computing and Its Transformative Applications

Neuromorphic Computing and Its Transformative Applications

Paperback (03 May 2025)

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Publisher's Synopsis

Neuromorphic Computing and Its Transformative Applications explores the revolutionary field of brain-inspired computing, bridging neuroscience, artificial intelligence, and hardware innovation. This book provides a comprehensive roadmap, starting with the foundations of neuromorphic computing and tracing its evolution from traditional von Neumann architectures to cutting-edge, brain-like systems. Covering key principles like Spiking Neural Networks (SNNs), plasticity, and energy efficiency, it delves into advanced algorithms like Hebbian learning, STDP, and Backpropagation Through Time (BPTT). The book examines the hardware behind neuromorphic systems, such as Intel Loihi, IBM TrueNorth, and memristor-based crossbar arrays, along with their real-world applications in AI, robotics, healthcare, IoT, and autonomous vehicles. It addresses critical topics like low-power inference, real-time sensory processing, and adaptive systems while highlighting case studies in smart cameras, drones, and brain-machine interfaces.

Book information

ISBN: 9788197284991
Publisher: Amazon Digital Services LLC - Kdp
Imprint: Doctorate International Publications - Ngui USA
Pub date:
Language: English
Number of pages: 230
Weight: -1g
Height: 229mm
Width: 152mm
Spine width: 12mm