Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier
Joint Authors
Li, Yong
Wang, Su-Zhe
Cheng, Wei
Source
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-18, 18 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-12-29
Country of Publication
Egypt
No. of Pages
18
Main Subjects
Abstract EN
Secure localization under different forms of attack has become an essential task in wireless sensor networks.
Despite the significant research efforts in detecting the malicious nodes, the problem of localization attack type recognition has not yet been well addressed.
Motivated by this concern, we propose a novel exchange-based attack classification algorithm.
This is achieved by a distributed expectation maximization extractor integrated with the PECPR-MKSVM classifier.
First, the mixed distribution features based on the probabilistic modeling are extracted using a distributed expectation maximization algorithm.
After feature extraction, by introducing the theory from support vector machine, an extensive contractive Peaceman-Rachford splitting method is derived to build the distributed classifier that diffuses the iteration calculation among neighbor sensors.
To verify the efficiency of the distributed recognition scheme, four groups of experiments were carried out under various conditions.
The average success rate of the proposed classification algorithm obtained in the presented experiments for external attacks is excellent and has achieved about 93.9% in some cases.
These testing results demonstrate that the proposed algorithm can produce much greater recognition rate, and it can be also more robust and efficient even in the presence of excessive malicious scenario.
American Psychological Association (APA)
Wang, Su-Zhe& Li, Yong& Cheng, Wei. 2016. Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier. Journal of Sensors،Vol. 2016, no. 2016, pp.1-18.
https://search.emarefa.net/detail/BIM-1110659
Modern Language Association (MLA)
Wang, Su-Zhe…[et al.]. Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier. Journal of Sensors No. 2016 (2016), pp.1-18.
https://search.emarefa.net/detail/BIM-1110659
American Medical Association (AMA)
Wang, Su-Zhe& Li, Yong& Cheng, Wei. Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier. Journal of Sensors. 2016. Vol. 2016, no. 2016, pp.1-18.
https://search.emarefa.net/detail/BIM-1110659
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1110659