Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier
المؤلفون المشاركون
Li, Yong
Wang, Su-Zhe
Cheng, Wei
المصدر
العدد
المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-18، 18ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2016-12-29
دولة النشر
مصر
عدد الصفحات
18
التخصصات الرئيسية
الملخص 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.
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1110659
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر