Research on a cluster system for binary data frames of wireless sensor network

doi:10.1007/s10586-016-0559-8

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	Research on a cluster system for binary data frames of wireless sensor network
	Zheng, Jie 1,2
	2016-06-01
发表期刊	Cluster Computing-The Journal of Networks Software Tools and Applications
ISSN	1386-7857
卷号	19 期号:2 页码:783-791
摘要	As the development of network became more complex, protocol reverse engineering has attracted increasing attention and widely applied in intrusion detection, vulnerability discovery, and electronic countermeasures. To separate the obtained binary data frames under complex wireless network environment so as to provide prerequisite for the following reverse protocol analysis, cluster system of complex protocol suites was implemented. First, AC algorithm was utilized to mine the frequent sequence characteristics in binary data frames. Then Apriori algorithm was employed innovatively to analyze the association relationships between these characteristics. In addition, combining with the features of binary frames, the results were conducted by four-step pruning. Finally, the selected characteristics were applied for cluster by the improved K-means algorithm. Results indicated that: the clustering effect of the system for binary protocol data frames is favorable. Meanwhile, as for the multilayer protocol suites with TYPE fields, the system is able to further distinguish the hierarchical relations between multiple protocols. © 2016, Springer Science+Business Media New York.
关键词	Cluster analysis Complex networks Internet protocols Intrusion detection Learning algorithms Network security Reverse engineering Wireless networks Wireless sensor networks Apriori algorithms Clustering effect Frequent sequences Hierarchical relations Improved K-Means algorithm Protocol analysis Vulnerability discovery Wireless network environment
DOI	10.1007/s10586-016-0559-8
收录类别	EI
语种	英语
出版者	Springer Science and Business Media, LLC
EI入藏号	20161402187149
EI分类号	722 Computer Systems and Equipment ; 722.3 Data Communication, Equipment and Techniques ; 723 Computer Software, Data Handling and Applications
原始文献类型	Journal article (JA)
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.cqcet.edu.cn/handle/39TD4454/3071
专题	重庆电子科技职业大学
作者单位	1.Department of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu; 611731, China; 2.Career Academy of Electronic Engineering in Chongqing, Chongqing; 401331, China
推荐引用方式 GB/T 7714	Zheng, Jie. Research on a cluster system for binary data frames of wireless sensor network[J]. Cluster Computing-The Journal of Networks Software Tools and Applications,2016,19(2):783-791.
APA	Zheng, Jie.(2016).Research on a cluster system for binary data frames of wireless sensor network.Cluster Computing-The Journal of Networks Software Tools and Applications,19(2),783-791.
MLA	Zheng, Jie."Research on a cluster system for binary data frames of wireless sensor network".Cluster Computing-The Journal of Networks Software Tools and Applications 19.2(2016):783-791.

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