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Content Provider | IEEE Xplore Digital Library |
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Author | Ju Wang Dingyi Fang Xiaojiang Chen Zhe Yang Tianzhang Xing Lin Cai |
Copyright Year | 2013 |
Description | Author affiliation: Univ. of Victoria, Victoria, BC, Canada (Zhe Yang; Lin Cai) || Sch. of Inf. Sci. & Technol., Northwest Univ., Xi'an, China (Ju Wang; Dingyi Fang; Xiaojiang Chen; Tianzhang Xing) |
Abstract | Without relying on devices carried by the target, device-free localization (DFL) is attractive for many applications, such as wildlife monitoring. There still exist many challenges for DFL for multiple targets without dense deployment of sensor nodes. To fit the gap, in this paper, we propose a multi-target localization method based on compressive sensing, named LCS. The key observation is that given a pair of nodes, the received signal strength (RSS) will be different when a target locates at different locations. Taking advantage of compressive sensing in sparse recovery to handle the sparse property of the localization problem, (i.e., the vector which contains the number and location information of k targets is an ideal k-sparse signal), we presented a scalable compressive sensing based multiple target counting and localization method i.e., LCS, and rigorously justify the validity of the problem formulation. The results from our realistic deployment in a 12m×12m open space are promising. For 12 people with 24 nodes, the worst localization error ratio and counting error ratio of our LCS is no more than 8.3% and 33.3% respectively. |
Starting Page | 145 |
Ending Page | 149 |
File Size | 615914 |
Page Count | 5 |
File Format | |
ISBN | 9781467359443 |
ISSN | 0743166X |
e-ISBN | 9781467359467 |
DOI | 10.1109/INFCOM.2013.6566752 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2013-04-14 |
Publisher Place | Italy |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Monitoring Sensors Vectors Compressed sensing Wildlife Accuracy Gaussian distribution |
Content Type | Text |
Resource Type | Article |
Subject | Computer Science Electrical and Electronic Engineering |
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