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

Vakil, Ashkan; Behnia, Farnaz; Mirzaeian, Ali; Homayoun, Houman; Karimi, Naghmeh; Sasan, Avesta

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

dc.contributor.author	Vakil, Ashkan
dc.contributor.author	Behnia, Farnaz
dc.contributor.author	Mirzaeian, Ali
dc.contributor.author	Homayoun, Houman
dc.contributor.author	Karimi, Naghmeh
dc.contributor.author	Sasan, Avesta
dc.date.accessioned	2020-03-11T17:28:00Z
dc.date.available	2020-03-11T17:28:00Z
dc.date.issued	2020-01-17
dc.description.abstract	In 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
dc.description.uri	https://arxiv.org/abs/2001.06476	en
dc.format.extent	7 pages	en
dc.genre	journal articles preprints	en
dc.identifier	doi:10.13016/m22kgm-zoyj
dc.identifier.citation	Vakil, 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/2001.06476	en
dc.identifier.uri	http://hdl.handle.net/11603/17549
dc.language.iso	en	en
dc.relation.isAvailableAt	The University of Maryland, Baltimore County (UMBC)
dc.relation.ispartof	UMBC Computer Science and Electrical Engineering Department Collection
dc.relation.ispartof	UMBC Faculty Collection
dc.rights	This 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.subject	Learning Assisted Side Channel delay Analysis (LASCA)	en
dc.subject	hardware trojan detection	en
dc.subject	neural network	en
dc.subject	process tracking watchdog	en
dc.title	LASCA: Learning Assisted Side Channel Delay Analysis for Hardware Trojan Detection	en
dc.type	Text	en

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