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Geancarlo Abich,Luciano Ost,Ricardo Reis

Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices

Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices

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  • More about Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices

Format: Hardback
Length: 131 pages
Publication date: 02 January 2023
Publisher: Springer International Publishing AG

This book describes an extensive and consistent soft error assessment of convolutional neural network (CNN) models from different domains through more than 14.8 million fault injections, considering different precision bit-width configurations, optimization parameters, and processor models.


Dimension: 240 x 168 (mm)
ISBN-13: 9783031185984
Edition number: 2023 ed.

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