A secure optimum distributed detection scheme in under-attack wireless sensor networks

Nurellari, Edmond and McLernon, Desmond and Ghogho, Mounir (2018) A secure optimum distributed detection scheme in under-attack wireless sensor networks. IEEE Transactions on Signal and Information Processing over Networks, 4 (2). pp. 325-337. ISSN 2373-776X

Documents
__network.uni_staff_S1_enurellari_Downloads_main.pdf
[img]
[Download]
[img]
Preview
PDF
__network.uni_staff_S1_enurellari_Downloads_main.pdf - Whole Document

1MB
Item Type:Article
Item Status:Live Archive

Abstract

We address the problem of centralized detection of a binary event in the presence of β fraction falsifiable sensor nodes (SNs) (i.e., controlled by an attacker) for a bandwidth-constrained under−attack spatially uncorrelated distributed wireless sensor network (WSN). The SNs send their one-bit test statistics over orthogonal channels to the fusion centre (FC), which linearly combines them to reach to a final decision. Adopting the modified deflection coefficient as an alternative function to be optimized, we first derive in a closed-form the FC optimal weights combining. But as these optimal weights require a−priori knowledge that cannot be attained in practice, this optimal weighted linear FC rule is not implementable. We also derive in a closed-form the expressions for the attacker " flipping probability " (defined in paper) and the minimum fraction of compromised SNs that makes the FC incapable of detecting. Next, based on the insights gained from these expressions, we propose a novel and non-complex reliability-based strategy to identify the compromised SNs and then adapt the weights combining proportional to their assigned reliability metric. In this way, the FC identifies the compromised SNs and decreases their weights in order to reduce their contributions towards its final decision. Finally, simulation results illustrate that the proposed strategy significantly outperforms (in terms of FC's detection capability) the existing compromised SNs identification and mitigation schemes.

Keywords:Distributed detection, optimum fusion rule, falsified sensor nodes (SNs) observations, wireless sensor networks (WSNs), bjoconvert
Subjects:H Engineering > H600 Electronic and Electrical Engineering
H Engineering > H640 Communications Engineering
Divisions:College of Science > School of Engineering
Related URLs:
ID Code:27398
Deposited On:27 Apr 2017 13:17

Repository Staff Only: item control page