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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Gosda, U. Weber, R. Michler, O. Zeisberg, S. Mademann, E. |
| Copyright Year | 2013 |
| Description | Author affiliation: Friedrich List Fac. of Transp. & Traffic Sci., Tech. Univ. Dresden, Dresden, Germany (Gosda, U.; Weber, R.; Michler, O.) || Dept. of Telecommun. Technol., Univ. of Appl. Sci. Dresden, Dresden, Germany (Zeisberg, S.) || ZIGPOS GmbH, Dresden, Germany (Mademann, E.) |
| Abstract | Localization techniques based on wireless sensor networks (WSNs) are an increasingly popular approach for estimating object positions in a wide area of applications. Nevertheless, accuracy and reliability of the WSN position estimates need to be increased for some applications, e.g. automated people registration in public transport vehicles. This goal can be achieved by incorporating additional sensors like cameras in the localization process. In this paper we introduce a novel data fusion approach for combining WSN position estimates and object positions detected in camera images. We project image coordinates to the WSN coordinate frame and modify an Extended Kalman Filter (EKF) for data fusion. We show how the object positions that arise from 2D camera images are used to reduce the variance of the combined position estimate. We test our method by tracking the movement of a person using WSN positioning and additional measurements obtained by people detection in the corresponding video scene. |
| Sponsorship | IEEE Vehicular Technol. Soc. |
| Starting Page | 1 |
| Ending Page | 6 |
| File Size | 1625517 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781467360319 |
| e-ISBN | 9781467360333 |
| DOI | 10.1109/WPNC.2013.6533267 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-03-20 |
| Publisher Place | Germany |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | data fusion Wireless sensor networks extended kalman filter Three-dimensional displays wireless sensor networks Data integration positioning 2D-3D transformation Cameras Sensors Mobile nodes people tracking |
| Content Type | Text |
| Resource Type | Article |
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