发表状态 | 已发表Published |
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
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ISSN/eISSN | 1550-1329 |
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. |
DOI | 10.1155/2016/5831471 |
URL | 查看来源 |
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). |
条目包含的文件 | 条目无相关文件。 |
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