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Content Provider | IEEE Xplore Digital Library |
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Author | Chen, P. Songhwai Oh Manzo, M. Sinopoli, B. Sharp, C. Whitehouse, K. Tolle, O. Jaein Jeong Dutta, P. Hui, J. Schaffert, S. Sukun Kim Taneja, J. Zhu, B. Roosta, T. Howard, M. Culler, D. Sastry, S. |
Copyright Year | 2006 |
Description | Author affiliation: Dept. of Electr. Eng. & Comput. Sci., California Univ., Berkeley, CA (Chen, P.; Songhwai Oh; Manzo, M.; Sinopoli, B.) |
Abstract | On August 30, 2005, we successfully demonstrated a large-scale, real-time, surveillance and control application on a wireless sensor network. The task was to track multiple human targets walking through a 5041 square meter sensor field and dispatch simulated pursuers to capture them. We employed a multi-target tracking algorithm that was a combination of a multi-sensor fusion algorithm for fusing binary detections and a Markov chain Monte Carlo data association (MCMCDA) algorithm that can initiate and terminates tracks autonomously and is robust to a high level of false alarms and missing measurements, a common problem in sensor networks. The tracks were used by a multi-agent coordination and control algorithm to capture the evaders. We were able to demonstrate successful pursuit of two crossing targets and successful tracking of three targets moving through a 144 node sensor field. To the authors' best knowledge, this experiment is the largest demonstration to date of a real-time tracking and control system on a wireless sensor network that does not use classification information |
Sponsorship | IEEE Robotics and Autom. Soc |
Starting Page | 3128 |
Ending Page | 3133 |
File Size | 1164561 |
Page Count | 6 |
File Format | |
ISBN | 0780395050 |
ISSN | 10504729 |
DOI | 10.1109/ROBOT.2006.1642177 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2006-05-15 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Instruments Wireless sensor networks Surveillance Target tracking Large-scale systems Humans Legged locomotion Monte Carlo methods Termination of employment Robustness |
Content Type | Text |
Resource Type | Article |
Subject | Artificial Intelligence Control and Systems Engineering Electrical and Electronic Engineering Software |
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