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A Novel Diagnosis Scheme against Collusive False Data Injection Attack
The collusive false data injection attack (CFDIA) is a false data injection attack (FIDA), in which false data are injected in a coordinated manner into some adjacent pairs of captured nodes of an attacked wireless sensor network (WSN). As a result, the defense of WSN against a CFDIA is much more di...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346937/ https://www.ncbi.nlm.nih.gov/pubmed/37447791 http://dx.doi.org/10.3390/s23135943 |
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author | Hu, Jiamin Yang, Xiaofan Yang, Luxing |
author_facet | Hu, Jiamin Yang, Xiaofan Yang, Luxing |
author_sort | Hu, Jiamin |
collection | PubMed |
description | The collusive false data injection attack (CFDIA) is a false data injection attack (FIDA), in which false data are injected in a coordinated manner into some adjacent pairs of captured nodes of an attacked wireless sensor network (WSN). As a result, the defense of WSN against a CFDIA is much more difficult than defense against ordinary FDIA. This paper is devoted to identifying the compromised sensors of a well-behaved WSN under a CFDIA. By establishing a model for predicting the reading of a sensor and employing the principal component analysis (PCA) technique, we establish a criterion for judging whether an adjacent pair of sensors are consistent in terms of their readings. Inspired by the system-level fault diagnosis, we introduce a set of watchdogs into a WSN as comparators between adjacent pairs of sensors of the WSN, and we propose an algorithm for diagnosing the WSN based on the collection of the consistency outcomes. Simulation results show that the proposed diagnosis scheme achieves a higher probability of correct diagnosis. |
format | Online Article Text |
id | pubmed-10346937 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103469372023-07-15 A Novel Diagnosis Scheme against Collusive False Data Injection Attack Hu, Jiamin Yang, Xiaofan Yang, Luxing Sensors (Basel) Article The collusive false data injection attack (CFDIA) is a false data injection attack (FIDA), in which false data are injected in a coordinated manner into some adjacent pairs of captured nodes of an attacked wireless sensor network (WSN). As a result, the defense of WSN against a CFDIA is much more difficult than defense against ordinary FDIA. This paper is devoted to identifying the compromised sensors of a well-behaved WSN under a CFDIA. By establishing a model for predicting the reading of a sensor and employing the principal component analysis (PCA) technique, we establish a criterion for judging whether an adjacent pair of sensors are consistent in terms of their readings. Inspired by the system-level fault diagnosis, we introduce a set of watchdogs into a WSN as comparators between adjacent pairs of sensors of the WSN, and we propose an algorithm for diagnosing the WSN based on the collection of the consistency outcomes. Simulation results show that the proposed diagnosis scheme achieves a higher probability of correct diagnosis. MDPI 2023-06-26 /pmc/articles/PMC10346937/ /pubmed/37447791 http://dx.doi.org/10.3390/s23135943 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hu, Jiamin Yang, Xiaofan Yang, Luxing A Novel Diagnosis Scheme against Collusive False Data Injection Attack |
title | A Novel Diagnosis Scheme against Collusive False Data Injection Attack |
title_full | A Novel Diagnosis Scheme against Collusive False Data Injection Attack |
title_fullStr | A Novel Diagnosis Scheme against Collusive False Data Injection Attack |
title_full_unstemmed | A Novel Diagnosis Scheme against Collusive False Data Injection Attack |
title_short | A Novel Diagnosis Scheme against Collusive False Data Injection Attack |
title_sort | novel diagnosis scheme against collusive false data injection attack |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346937/ https://www.ncbi.nlm.nih.gov/pubmed/37447791 http://dx.doi.org/10.3390/s23135943 |
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