Nurellari, E orcid.org/0000-0002-3359-1244, McLernon, D orcid.org/0000-0002-5163-1975 and Ghogho, M orcid.org/0000-0002-0055-7867 (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
Abstract
We address the problem of centralized detection of a binary event in the presence of 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 center (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.
Metadata
Item Type: | Article |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © 2017 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting/ republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted components of this work in other works. |
Keywords: | Distributed detection; optimum fusion rule; falsified sensor nodes (SNs) observations; wireless sensor networks (WSNs). |
Dates: |
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Institution: | The University of Leeds |
Funding Information: | Funder Grant number EPSRC EP/N03435X/1 |
Depositing User: | Symplectic Publications |
Date Deposited: | 20 Apr 2017 11:24 |
Last Modified: | 23 Apr 2020 09:43 |
Status: | Published |
Publisher: | Institute of Electrical and Electronics Engineers (IEEE) |
Identification Number: | 10.1109/TSIPN.2017.2697724 |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:115204 |