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Fault Injection with a new flavor: Memetic Algorithms make a difference (CROSBI ID 626045)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Picek, Stjepan ; Lejla Batina ; Pieter Buzing ; Jakobović, Domagoj Fault Injection with a new flavor: Memetic Algorithms make a difference // COSADE: Constructive Side-Channel Analysis and Secure Design. 2015

Podaci o odgovornosti

Picek, Stjepan ; Lejla Batina ; Pieter Buzing ; Jakobović, Domagoj

engleski

Fault Injection with a new flavor: Memetic Algorithms make a difference

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.

fault injection ; genetic algorithm

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Podaci o prilogu

2015.

objavljeno

Podaci o matičnoj publikaciji

COSADE: Constructive Side-Channel Analysis and Secure Design

Podaci o skupu

COSADE: Constructive Side-Channel Analysis and Secure Design

predavanje

13.04.2015-14.04.2015

Berlin, Njemačka

Povezanost rada

Računarstvo