科研成果详情

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题名Extracting Target Detection Knowledge Based on Spatiotemporal Information in Wireless Sensor Networks
作者
发表日期2016
发表期刊International Journal of Distributed Sensor Networks
ISSN/eISSN1550-1329
卷号2016
摘要

Wireless sensor networks (WSNs) have been deployed for many applications of target detection, such as intrusion detection and wildlife protection. In these applications, the first step is to detect whether the target is present or not. However, most of the existing work uses the "simple disk model" as signal model, which may not capture the sensing environment. In this work, we utilize a more realistic signal model to describe sensing process of sensors. On the other hand, the "majority rule" is widely used to make the final decision, which may not obtain the true judgment. To this end, we utilize a more realistic signal model and also use a probabilistic decision model to make the final decision. Moreover, we propose a probabilistic detection algorithm in which all sensors' local measurement values are fully used. This algorithm does not need any artificial threshold compared with traditional algorithms. It makes the most of spatiotemporal information to obtain the final decision. For the spatial perspective, sensors are distributed in different locations cooperating with each other. Meanwhile, for the temporal perspective, multiround subdecisions are fused. The effectiveness of the proposed method is validated by extensive simulation results, which show high detection probabilities and low false alarm probabilities.

DOI10.1155/2016/5831471
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Telecommunications
WOS记录号WOS:000371541500001
Scopus入藏号2-s2.0-84960963751
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7273
专题个人在本单位外知识产出
通讯作者Wang, Tian
作者单位
1.College of Computer Science and Technology, Huaqiao University, Xiamen, Fujian, 361021, China
2.School of Computer, Electronics and Information, Guangxi University, Nanning, Guangxi, 530004, China
推荐引用方式
GB/T 7714
Wang, Tian,Peng, Zhen,Wang, Chenget al. Extracting Target Detection Knowledge Based on Spatiotemporal Information in Wireless Sensor Networks[J]. International Journal of Distributed Sensor Networks, 2016, 2016.
APA Wang, Tian., Peng, Zhen., Wang, Cheng., Cai, Yiqiao., Chen, Yonghong., .. & Zhong, Bineng. (2016). Extracting Target Detection Knowledge Based on Spatiotemporal Information in Wireless Sensor Networks. International Journal of Distributed Sensor Networks, 2016.
MLA Wang, Tian,et al."Extracting Target Detection Knowledge Based on Spatiotemporal Information in Wireless Sensor Networks". International Journal of Distributed Sensor Networks 2016(2016).
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