CNN Based Electromagnetic Side Channel Attacks on SoC

Yong Liang Xiao, Jin Xin, Yanhua Shen · IOP Conference Series Materials Science and Engineering · 2020

Abstract Side channel attacks are well-known thread to ciphers in real world. In this paper, we give a CNN based profiled side channel attacks on AES cipher implemented on HI Silicon Kirin 620 SoC, which is a 1.2GHz multi-core platform. With 100,000 acquired side channel traces to train, the CNN have ability to recover real key byte under 1,000 traces, even though the traces are misaligned.

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