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Tracking a time-varying number of targets with radio-frequency tomography
:Radio-frequency (RF) tomography is an emerging technology which derives targets location information by analyzing the changes of received signal strength (RSS) in wireless links. This paper presents and evaluates a novel RF tomography system which is capable of detecting and tracking a time-varying...
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Published in: | Transactions of Tianjin University 2015-10, Vol.21 (4), p.356-365 |
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Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites |
Online Access: | Get full text |
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Summary: | :Radio-frequency (RF) tomography is an emerging technology which derives targets location information by analyzing the changes of received signal strength (RSS) in wireless links. This paper presents and evaluates a novel RF tomography system which is capable of detecting and tracking a time-varying number of targets in a cluttered indoor environment. The system incorporates an observation model based on RSS attenuation histogram and a multi-target tracking-by-detection filtering approach based on probability hypothesis density (PHD) filter. In addition, the sequential Monte Carlo method is applied to implement the multi-target filtering. To evaluate the tracking system, the experiments involving up to 3 targets were performed within an obstructed indoor area of 70 m
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. The experimental results indicate that the proposed tracking system is capable of tracking a time-varying number of targets. |
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ISSN: | 1006-4982 1995-8196 |
DOI: | 10.1007/s12209-015-2506-9 |