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Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices
Engelsk
Bogcover for Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices af Luciano Ost, Geancarlo Abich, Ricardo Reis, 9783031185984
Specifikationer
Sprog:
Engelsk
Sider:
131
ISBN-13:
9783031185984
Indbinding:
Hardback
ISBN-10:
3031185986
Udg. Dato:
2 jan 2023
Størrelse i cm:
24,9 x 17,6 x 1,4
Oplagsdato:
2 jan 2023

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

Engelsk
Hardback 2023
Format:

Bog beskrivelse

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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Specifikationer
Sprog:
Engelsk
Sider:
131
ISBN-13:
9783031185984
Indbinding:
Hardback
ISBN-10:
3031185986
Udg. Dato:
2 jan 2023
Størrelse i cm:
24,9 x 17,6 x 1,4
Oplagsdato:
2 jan 2023
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