Title :
Quality Tradeoffs in Object Tracking with Duty-Cycled Sensor Networks
Author :
Zahedi, Sadaf ; Srivastava, Mani B. ; Bisdikian, Chatschik ; Kaplan, Lance M.
Author_Institution :
Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA
fDate :
Nov. 30 2010-Dec. 3 2010
Abstract :
Extending the lifetime of wireless sensor networks requires energy-conserving operations such as duty-cycling. However, such operations may impact the effectiveness of high fidelity real-time sensing tasks, such as object tracking, which require high accuracy and short response times. In this paper, we quantify the influence of different duty-cycle schemes on the efficiency of bearings-only object tracking. Specifically, we use the Maximum Likelihood localization technique to analyze the accuracy limits of object location estimates under different response latencies considering variable network density and duty-cycle parameters. Moreover, we study the tradeoffs between accuracy and response latency under various scenarios and motion patterns of the object. We have also investigated the effects of different duty-cycled schedules on the tracking accuracy using acoustic sensor data collected at Aberdeen Proving Ground, Maryland, by the U.S. Army Research Laboratory (ARL).
Keywords :
acoustic transducers; maximum likelihood detection; object tracking; real-time systems; wireless sensor networks; ARL; Aberdeen Proving Ground; Maryland; U.S. Army Research Laboratory; acoustic sensor data; duty-cycled sensor networks; energy conserving operations; maximum likelihood localization; object tracking; quality tradeoffs; real-time sensing tasks; variable network density; wireless sensor networks;
Conference_Titel :
Real-Time Systems Symposium (RTSS), 2010 IEEE 31st
Conference_Location :
San Diego, CA
Print_ISBN :
978-0-7695-4298-0
DOI :
10.1109/RTSS.2010.24