论文标题

中子照射下的Xilinx深度学习处理单元的评估

Evaluation of Xilinx Deep Learning Processing Unit under Neutron Irradiation

论文作者

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

论文摘要

本文研究了中子照射下Xilinx深学习加工单元(DPU)的可靠性。它分析了单个事件效应(SEE)对在Xilinx Ultrascale+ MPSOC上运行RESNET50模型的DPU准确性的影响。

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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