LASCA: Learning Assisted Side Channel Delay Analysis for Hardware Trojan Detection

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dc.contributor.authorVakil, Ashkan
dc.contributor.authorBehnia, Farnaz
dc.contributor.authorMirzaeian, Ali
dc.contributor.authorHomayoun, Houman
dc.contributor.authorKarimi, Naghmeh
dc.contributor.authorSasan, Avesta
dc.date.accessioned2020-03-11T17:28:00Z
dc.date.available2020-03-11T17:28:00Z
dc.date.issued2020-01-17
dc.description.abstractIn this paper, we introduce a Learning Assisted Side Channel delay Analysis (LASCA) methodology for Hardware Trojan detection. Our proposed solution, unlike the prior art, does not require a Golden IC. Instead, it trains a Neural Network to act as a process tracking watchdog for correlating the static timing data (produced at design time) to the delay information obtained from clock frequency sweeping (at test time) for the purpose of Trojan detection. Using the LASCA flow, we detect close to 90% of Hardware Trojans in the simulated scenarios.en_US
dc.description.urihttps://arxiv.org/abs/2001.06476en_US
dc.format.extent7 pagesen_US
dc.genrejournal articles preprintsen_US
dc.identifierdoi:10.13016/m22kgm-zoyj
dc.identifier.citationVakil, Ashkan; Behnia, Farnaz; Mirzaeian, Ali; Homayoun, Houman; Karimi, Naghmeh; Sasan, Avesta; LASCA: Learning Assisted Side Channel Delay Analysis for Hardware Trojan Detection; Cryptography and Security (2020); https://arxiv.org/abs/2001.06476en_US
dc.identifier.urihttp://hdl.handle.net/11603/17549
dc.language.isoen_USen_US
dc.relation.isAvailableAtThe University of Maryland, Baltimore County (UMBC)
dc.relation.ispartofUMBC Computer Science and Electrical Engineering Department Collection
dc.relation.ispartofUMBC Faculty Collection
dc.rightsThis item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author.
dc.subjectLearning Assisted Side Channel delay Analysis (LASCA)en_US
dc.subjecthardware trojan detectionen_US
dc.subjectneural networken_US
dc.subjectprocess tracking watchdogen_US
dc.titleLASCA: Learning Assisted Side Channel Delay Analysis for Hardware Trojan Detectionen_US
dc.typeTexten_US

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