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Evaluation of Xilinx Deep Learning Processing Unit under Neutron Irradiation

4 June 2022
D. Agiakatsikas
N. Foutris
A. Sari
V. Vlagkoulis
I. Souvatzoglou
M. Psarakis
M. Luján
M. Kastriotou
C. Cazzaniga
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Abstract

This paper studies the dependability of the Xilinx Deep-Learning Processing Unit (DPU) under neutron irradiation. It analyses the impact of Single Event Effects (SEEs) on the accuracy of the DPU running the resnet50 model on a Xilinx Ultrascale+ MPSoC.

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