Work

Evaluation of Xilinx Deep Learning Processing Unit under Neutron Irradiation

Year: 2022

Type: preprint

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.

Source: arXiv (Cornell University)

DOI: 10.48550/arxiv.2206.01981

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

Institutions: University of Piraeus, ISIS Neutron and Muon Source

Language: English

Topic: Radiation Effects in Electronics

Subfield: Electrical and Electronic Engineering

Field: Engineering

Domain: Physical Sciences

Open Access status: green

Funders: University of Piraeus Research Centre, Science and Technology Facilities Council

Award: G7845815574

OpenAlex ID: W4282012808

Cites: 6

Cited by: 4

Related to: 10