发表状态 | 已发表Published |
题名 | A novel intrusion detection approach based on chaos theory in wireless sensor network |
作者 | |
发表日期 | 2016 |
发表期刊 | International Journal of Security and its Applications
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ISSN/eISSN | 1738-9976 |
卷号 | 10期号:11页码:131-142 |
摘要 | With the development of technology, wireless sensor networks (WSNs) has been widely used in military, political, medical and other fields, their characteristics of data-centric become increasingly prominent. In this paper, a data-oriented intruding detection method based on chaos theoy is proposed. We use the theory of chaotic system to analyze the internal rules of the sensory data and predict the data by RBF neural network firstly, then make an initial detection of false injected data attack according to whether the difference between the predicted and actual value is more than the threshold, finally confirming the attack by checking whether the number of abnormal within the cycle lies in the corresponding range. Experimental results show that RBF neural network predict sensory data more accurate, our approach can effectively distinguish the abnormal events caused by the attack or environmental factors and has high intrusion detection accuracy |
关键词 | Chaotic time series False injected data attack Intrusion detection RBF neural network Wireless sensor networks |
DOI | 10.14257/ijsia.2016.10.11.12 |
URL | 查看来源 |
收录类别 | ESCI |
语种 | 英语English |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Information Systems |
WOS记录号 | WOS:000397942900013 |
Scopus入藏号 | 2-s2.0-85018205852 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/7265 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Kong, Xinling |
作者单位 | School of Computer and Technology, Huaqiao University, Xiamen, 361021, China |
推荐引用方式 GB/T 7714 | Kong, Xinling,Chen, Yonghong,Tian, Huiet al. A novel intrusion detection approach based on chaos theory in wireless sensor network[J]. International Journal of Security and its Applications, 2016, 10(11): 131-142. |
APA | Kong, Xinling, Chen, Yonghong, Tian, Hui, Wang, Tian, & Cai, Yiqiao. (2016). A novel intrusion detection approach based on chaos theory in wireless sensor network. International Journal of Security and its Applications, 10(11), 131-142. |
MLA | Kong, Xinling,et al."A novel intrusion detection approach based on chaos theory in wireless sensor network". International Journal of Security and its Applications 10.11(2016): 131-142. |
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