Paper ID: 2206.01981

Evaluation of Xilinx Deep Learning Processing Unit under Neutron Irradiation

D. Agiakatsikas, N. Foutris, A. Sari, V. Vlagkoulis, I. Souvatzoglou, M. Psarakis, M. Luján, M. Kastriotou, C. Cazzaniga

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.

Submitted: Jun 4, 2022