DocumentCode
2986114
Title
Fusion-based localization for a Heterogeneous camera network
Author
Meingast, Marci ; Kushwaha, Manish ; Oh, Songhwai ; Koutsoukos, Xenofon ; Ledeczi, Akos ; Sastry, Shankar
Author_Institution
Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, CA
fYear
2008
fDate
7-11 Sept. 2008
Firstpage
1
Lastpage
8
Abstract
Heterogeneous sensor networks (HSNs) are becoming more commonly used for purposes such as monitoring and surveillance, as they offer richer sources of data for situational awareness. An important aspect of HSNs is localization. In this paper, we describe a novel method for localizing a network of cameras equipped with wireless radios. Our method fuses both the image data and radio interferometry data in order to determine the position of the sensors and the orientation of each camerapsilas field of view. While existing methods that rely solely on image data alone are often limited in that they can only recover position up to scale factors, by fusing the image data and radio interferometry data, we are able to recover the position and orientation with no scale factor ambiguity. In contrast, localization of sensor nodes using radio alone only recovers the position of the sensors and often relies on computationally expensive methods. The method discussed in this paper exploits both the image and radio data for a more computationally efficient process of localization. We discuss both a linear and nonlinear approach to fusing the data which depend on different constraints on the network. We demonstrate our approach on a real network of camera and radio nodes.
Keywords
image sensors; sensor fusion; wireless sensor networks; fusion-based localization; heterogeneous camera network; heterogeneous sensor networks; situational awareness; wireless radios; Cameras; Computer networks; Geometry; Layout; Monitoring; Power engineering computing; Radio interferometry; Sensor fusion; Software performance; Surveillance; cameras; data fusion; heterogeneous; localization; sensor networks;
fLanguage
English
Publisher
ieee
Conference_Titel
Distributed Smart Cameras, 2008. ICDSC 2008. Second ACM/IEEE International Conference on
Conference_Location
Stanford, CA
Print_ISBN
978-1-4244-2664-5
Electronic_ISBN
978-1-4244-2665-2
Type
conf
DOI
10.1109/ICDSC.2008.4635718
Filename
4635718
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