Island-based Random Dynamic Voltage Scaling vs ML-Enhanced Power Side-Channel Attacks
Dake Chen,
Christine Goins,
Maxwell Waugaman
et al.
Abstract:In this paper, we describe and analyze an island-based random dynamic voltage scaling (iRDVS) approach to thwart power sidechannel attacks. We first analyze the impact of the number of independent voltage islands on the resulting signal-to-noise ratio and trace misalignment. As part of our analysis of misalignment, we propose a novel unsupervised machine learning (ML) based attack that is effective on systems with three or fewer independent voltages. Our results show that iRDVS with four voltage islands, howev… Show more
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.