Smallest pseudo target set identification and related problems using the implicative interdependency model

Arun Das, Chenyang Zhou, Joydeep Banerjee, Anisha Mazumder, Arunabha Sen

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

Critical infrastructures such as the power grid and the communication network form a complex interdependent system where the failure of a small set of entities can trigger a cascading event resulting in the failure of a much larger set of entities. Recognizing the need for a deeper understanding of the interdependence between such critical infrastructures, in the last few years several interdependency models have been proposed and analyzed. However, most of these models are over-simplified and fail to capture the complex interdependencies that may exist in such networks. The more recently proposed Implicative Interdependency Model (IIM) overcomes the limitations of existing models and is able to capture complex relationships that may exist between entities of heterogeneous interdependent networks. In this chapter we outline some of the problems studied using this model and present a detailed study of the Smallest Pseudo Target Set Identification Problem in the IIM setting. We divide the problem into four classes, and show that it is solvable in polynomial time for one class, and is NP-complete for others. We provide an approximation algorithm for the second class, and for the most general class, we provide an optimal solution using an Integer Linear Program, and a heuristic solution. We evaluate the efficacy of our heuristic using power and communication network data of Maricopa County, Arizona. The experiments show that our heuristic almost always produces near optimal results.

Original languageEnglish (US)
Title of host publicationAdvanced Sciences and Technologies for Security Applications
PublisherSpringer
Pages115-134
Number of pages20
DOIs
StatePublished - Jan 1 2019

Publication series

NameAdvanced Sciences and Technologies for Security Applications
ISSN (Print)1613-5113
ISSN (Electronic)2363-9466

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Keywords

  • Critical Infrastructure Networks
  • Implicative Interdependency Model
  • Interdependent Networks
  • Network Robustness and Resiliency

ASJC Scopus subject areas

  • Safety, Risk, Reliability and Quality
  • Safety Research
  • Political Science and International Relations
  • Computer Science Applications
  • Computer Networks and Communications
  • Health, Toxicology and Mutagenesis

Cite this

Das, A., Zhou, C., Banerjee, J., Mazumder, A., & Sen, A. (2019). Smallest pseudo target set identification and related problems using the implicative interdependency model. In Advanced Sciences and Technologies for Security Applications (pp. 115-134). (Advanced Sciences and Technologies for Security Applications). Springer. https://doi.org/10.1007/978-3-030-00024-0_7