科研成果详情

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
ISSN/eISSN1738-9976
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
DOI10.14257/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.
条目包含的文件
条目无相关文件。
个性服务
查看访问统计
谷歌学术
谷歌学术中相似的文章
[Kong, Xinling]的文章
[Chen, Yonghong]的文章
[Tian, Hui]的文章
百度学术
百度学术中相似的文章
[Kong, Xinling]的文章
[Chen, Yonghong]的文章
[Tian, Hui]的文章
必应学术
必应学术中相似的文章
[Kong, Xinling]的文章
[Chen, Yonghong]的文章
[Tian, Hui]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。