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Bibliographic record number: 770152

Journal

Authors: Picek, Stjepan; Lejla Batina; Pieter Buzing; Jakobović, Domagoj
Title: Fault Injection with a new flavor: Memetic Algorithms make a difference
( Fault Injection with a new flavor: Memetic Algorithms make a difference )
Source: COSADE: Constructive Side-Channel Analysis and Secure Design
Meeting: COSADE: Constructive Side-Channel Analysis and Secure Design
Location and date: Berlin, Njemačka, 13-14.04.2015.
Keywords: fault injection ; genetic algorithm
( fault injection ; genetic algorithm )
Abstract:
During recent years we observe an arms race between new creative methods for inserting e ffective faults and designing new countermeasures against such threats. Yet, even analyses of an unprotected smart card pose a problem for an analyst assuming constraints in time (or consequently, in a feasible number of measurements). In this paper we present a new kind of algorithm capable of finding faults in the black box test scenario - memetic algorithm. This algorithm combines the strengths of the following three algorithms: genetic algorithm, tabu search and local search. Furthermore, the same algorithm can be used if the goal is simply a rapid characterization of the search space. We compare our algorithm with random search and exhaustive search approaches. Experimental results show that our memetic algorithm is substantially more successful in both, locating faults and characterizing search space, than the other known methods. In reaching both goals, our memetic algorithm uses less than 300 measurements.
Type of meeting: Predavanje
Type of presentation in a journal: Full-text (1500 words and more)
Type of peer-review: International peer-review
Original language: eng
Category: Znanstveni
Research fields:
Computer science
Contrib. to CROSBI by: Domagoj Jakobović (domagoj.jakobovic@fer.hr), 19. Srp. 2015. u 13:36 sati



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