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An electromagnetic approach to smart card instruction identification using machine learning techniques

机译:使用机器学习技术的智能卡指令识别的电磁方法

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摘要

Since the first publication, side channel leakage has been widely used for the purposes of extracting secret information, such as cryptographic keys, from embedded devices. However, in a few instances it has been utilized for extracting other information about the internal state of a computing device. In this paper, we show how to create a robust instruction-level side channel leakage profile of an embedded processor. Using the electromagnetic profile we show how to extract executed instructions from a smart card's leakage with good accuracy. In addition, we provide a comparison between several performance and recognition enhancement tools.
机译:自第一篇出版物发表以来,侧信道泄漏已广泛用于从嵌入式设备中提取诸如加密密钥之类的秘密信息的目的。但是,在少数情况下,它已被用于提取有关计算设备内部状态的其他信息。在本文中,我们展示了如何创建嵌入式处理器的健壮的指令级侧通道泄漏配置文件。使用电磁配置文件,我们展示了如何从智能卡的泄漏中正确提取执行的指令。此外,我们提供了几种性能和识别增强工具之间的比较。

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