{"product_id":"early-soft-error-reliability-assessment-of-convolutional-neural-networks-executing-on-resource-constrained-iot-edge-devices-9783031186011","title":"Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained Iot Edge Devices","description":"\u003cp\u003e • Author(s): Geancarlo Abich\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Electronics - Circuits - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45280534069399,"sku":"9783031186011","price":5876.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783031186011.webp?v=1769296593","url":"https:\/\/atlanticbooks.com\/products\/early-soft-error-reliability-assessment-of-convolutional-neural-networks-executing-on-resource-constrained-iot-edge-devices-9783031186011","provider":"Atlantic Books","version":"1.0","type":"link"}