Early Soft Error Reliability Assess - E-book

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Early Soft Error Reliability Assessment Of Convolutional Neural Networks Executing On Resource-constrained Iot Edge Devices - ENG

Geancarlo Abich; Luciano Ost; Ricardo Reis

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Sinopsis

ISBN:	9783031185991
Formato:	ePub
Idioma:	Inglés
Editorial:	Springer Nature
Tema:	Computadoras
Subtema:	Cibernética
Año de publicación:	2023-01-01

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. The authors also evaluate the relative performance, memory utilization, and soft error reliability trade-offs analysis of different CNN models considering a compiler-based technique w.r.t. traditional redundancy approaches.

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