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612-822-4611
Oscillatory Neural Networks: From Devices to Computing Architectures

Oscillatory Neural Networks: From Devices to Computing Architectures

Hardcover

Technology & EngineeringGeneral ComputersPhysics

PREORDER - Expected ship date March 6, 2027

ISBN10: 3032385741
ISBN13: 9783032385741
Publisher: Springer
Published: Mar 6 2027
Language: English

This book covers oscillatory computing devices (a.k.a. Oscillatory Neural Networks, ONNs), a type of analog device architecture at the forefront of research for neuromorphic (edge-AI) applications that promises to boost the energy efficiency of neuromorphic computing pipelines by orders of magnitude. The authors provide a comprehensive overview of this multidisciplinary field, covering device physics, circuit design, and computing architectures, as well as the mathematical principles of oscillator synchronization. The chapters are written in a manner that allows non-experts to explore and appreciate the connections between different facets of the subject. This book serves as a resource for a diverse audience, catering to physicists and nanotechnology researchers involved in developing novel oscillator devices. It is also pertinent to the circuit design community, offering fresh perspectives on sensory processing and edge-AI processing. Finally, it serves as an asset for the rapidlyexpanding machine learning/AI community, providing insights into leveraging the processing capabilities of Oscillatory Neural Network (ONN) hardware.

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