Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices
2023 ed.
Book Details
Format
Paperback / Softback
ISBN-10
303118601X
ISBN-13
9783031186011
Edition
2023 ed.
Publisher
Springer International Publishing AG
Imprint
Springer International Publishing AG
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Jan 3rd, 2024
Print length
131 Pages
Product Classification:
Electrical engineeringCircuits & componentsNeural networks & fuzzy systems
AI Summary
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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.
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