Felix Staudigl Rainer Leupers Staudigl Towards Trustworthy Neuromorphic Computing

Towards Trustworthy Neuromorphic Computing

von Felix Staudigl Rainer Leupers

An Analysis of Hardware Security and Reliability Risks

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Beschreibung

This book explores the reliability and security challenges of Computing-in-Memory (CIM), a promising approach to overcoming the limitations of traditional computing. It examines the weaknesses of memristive devices, which are key to this technology, and presents practical methods to improve their stability and security. Key topics include a fault injection platform for testing reliability, the NeuroHammer attack, which exposes security risks, and the NeuroBreakoutBoard, a hardware tool for evaluating real devices. By bridging theory and practice, this book is essential for researchers, engineers, and industry professionals working on next-generation computing systems.

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This book explores the reliability and security challenges of Computing-in-Memory (CIM), a promising approach to overcoming the limitations of traditional computing. It examines the weaknesses of memristive devices, which are key to this technology, and presents practical methods to improve their stability and security. Key topics include a fault injection platform for testing reliability, the NeuroHammer attack, which exposes security risks, and the NeuroBreakoutBoard, a hardware tool for evaluating real devices. By bridging theory and practice, this book is essential for researchers, engineers, and industry professionals working on next-generation computing systems.


Describes a fault injection platform for evaluating the reliability of Logic-in-Memory operations Discusses NeuroHammer, novel hardware security attack targeting memristive crossbar arrays Includes an instrumentation platform enabling the execution and analysis of CIM operations on real memristive devices

Autor*in

Felix Staudigl

Themen in »Towards Trustworthy Neuromorphic Computing«

Neuromorphic computing Computing-in-Memory Hardware security Emerging non-volatile memories fault injection Logic-in-Memory Memristive devices

Stimmen zu »Towards Trustworthy Neuromorphic Computing«

Details

ISBN: 9783032095855
Verlag: Springer International Publishing
Erscheinung: 23.01.2026

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