Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices
Ricardo Reis author Luciano Ost author Geancarlo Abich author
Format:Paperback
Publisher:Springer International Publishing AG
Published:3rd Jan '24
Should be back in stock very soon
This paperback is available in another edition too:
- Hardback£69.99(9783031185984)
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.
ISBN: 9783031186011
Dimensions: unknown
Weight: unknown
131 pages
1st ed. 2023