Title :
Multi-Modal Target Tracking Using Heterogeneous Sensor Networks
Author :
Kushwaha, Manish ; Amundson, Isaac ; Volgyesi, Peter ; Ahammad, Parvez ; Simon, Gyula ; Koutsoukos, Xenofon ; Ledeczi, Akos ; Sastry, Shankar
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Vanderbilt Univ. Nashville, Nashville, TN
Abstract :
The paper describes a target tracking system running on a heterogeneous sensor network (HSN) and presents results gathered from a realistic deployment. The system fuses audio direction of arrival data from mote class devices and object detection measurements from embedded PCs equipped with cameras. The acoustic sensor nodes perform beamforming and measure the energy as a function of the angle. The camera nodes detect moving objects and estimate their angle. The sensor detections are sent to a centralized sensor fusion node via a combination of two wireless networks. The novelty of our system is the unique combination of target tracking methods customized for the application at hand and their implementation on an actual HSN platform.
Keywords :
acoustic signal processing; array signal processing; direction-of-arrival estimation; object detection; sensor fusion; target tracking; wireless sensor networks; centralized sensor fusion node; heterogeneous sensor networks; mote class devices; multi-modal target tracking; object detection measurements; target tracking methods; Acoustic measurements; Acoustic sensors; Acoustic signal detection; Cameras; Multimodal sensors; Object detection; Sensor fusion; Sensor phenomena and characterization; Target tracking; Wireless sensor networks;
Conference_Titel :
Computer Communications and Networks, 2008. ICCCN '08. Proceedings of 17th International Conference on
Conference_Location :
St. Thomas, US Virgin Islands
Print_ISBN :
978-1-4244-2389-7
Electronic_ISBN :
1095-2055
DOI :
10.1109/ICCCN.2008.ECP.43