期刊名称:Journal of Theoretical and Applied Information Technology
印刷版ISSN:1992-8645
电子版ISSN:1817-3195
出版年度:2015
卷号:76
期号:1
出版社:Journal of Theoretical and Applied
摘要:Wireless Sensor Network (WSN) are composed of low cost sensor nodes and usually deploy in open and unprotected area, which make security the major challenge in this kind of network, due to their characteristics WSN is vulnerable to various types of attacks and intrusions, where it require security mechanisms to defend against these attacks. Intrusion detection system (IDS) is one of the principal and efficient defensive methods against intrusion and attacks in WSN. This paper presents a comparative evaluation of the most performant intrusion detection techniques in IDS systems for WSNs and identifying their features. For each technique, the main principal and the related functionality are briefly introduced, discussed, and compared, based on the operational advantages and inconveniences. To implement and measure the performance of these techniques we prepare our dataset, based on KDD'99, after normalizing our dataset, we determined normal class and 4 types of attacks, and used the most relevant attributes for the classification process, by applying CfsSubsetEval with BestFirst approach. Finally a set of principles are concluded, which have to be satisfied in future research of implementing IDS for WSNs, in order to help researchers in the selection of IDS for WSNs, recommendations of promising proposed IDSs are provided with future directions for this research.