Title :
Simulation-based optimization of information security controls: An adversary-centric approach
Author :
Kiesling, Elmar ; Strauss, Christine ; Ekelhart, Andreas ; Grill, Bernhard ; Stummer, Christian
Author_Institution :
Inf. & Software Eng. Group, Vienna Univ. of Technol., Vienna, Austria
Abstract :
Today, information systems are threatened not only by the opportunistic exploitation of particular technical weaknesses, but increasingly by targeted attacks that combine multiple vectors to achieve the attacker´s objectives. Given the complexities involved, identifying the most appropriate measures to counteract the latter threats is highly challenging. In this paper, we introduce a novel simulation-optimization method that tackles this problem. It combines rich conceptual modeling of security knowledge with discrete event simulation and metaheuristic optimization techniques. By simulating attacks, the method infers possible routes of attack and identifies emergent weaknesses while accounting for adversaries´ heterogeneous objectives, capabilities, and available modes of entry. The optimization iteratively adapts the system model by means of a genetic algorithm and optimizes its ability to detect ongoing attacks and prevent their successful execution. We describe a prototypical implementation and illustrate its application by means of scenarios for five types of adversaries.
Keywords :
discrete event simulation; genetic algorithms; information systems; security of data; adversary types; adversary-centric approach; attack detection; conceptual modeling; discrete event simulation; genetic algorithm; information security controls; information systems; metaheuristic optimization techniques; simulation-based optimization; simulation-optimization method; Abstracts; Context; Context modeling; Information systems; Optimization; Organizations; Security;
Conference_Titel :
Simulation Conference (WSC), 2013 Winter
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4799-2077-8
DOI :
10.1109/WSC.2013.6721583