A Practical Approach for Target Tracking in Sparsely Deployed Binary Sensor Network

In this paper we propose a novel real time approach to localize and track a target using sparsely (non-overlapping) deployed binary sensors. Each of these sensors reports 1-bit information regarding a target's presence or absence within its sensing range. Our technique estimates the distance covered by a target on the basis of the time it spends in the sensing region. The trajectory of the target is approximated by a piece-wise linear path, where each piece is an estimated tangent segment to a pair of circular sensing range of two adjacent sensors that sense the target. The formulation of the problem as estimates of tangent segments allows us to convert the original problem into a quadratic programming problem. We compare the results of the proposed method with that of the other existing methods and demonstrate that even with a sparse deployment, our approach tracks the target with competitive accuracy.

[1]  Yu-Chee Tseng,et al.  Efficient in-network moving object tracking in wireless sensor networks , 2006, IEEE Transactions on Mobile Computing.

[2]  Gul Agha,et al.  Cooperative tracking with binary-detection sensor networks. , 2003 .

[3]  Nisheeth Shrivastava,et al.  Target tracking with binary proximity sensors , 2009, TOSN.

[4]  Christian Bettstetter,et al.  Smooth is better than sharp: a random mobility model for simulation of wireless networks , 2001, MSWIM '01.

[5]  R. Horowitz,et al.  Control design of an automated highway system , 2000, Proceedings of the IEEE.

[6]  Boleslaw K. Szymanski,et al.  Distributed Target Tracking with Imperfect Binary Sensor Networks , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[7]  Pramod K. Varshney,et al.  Tracking in Wireless Sensor Networks Using Particle Filtering: Physical Layer Considerations , 2009, IEEE Transactions on Signal Processing.

[8]  Boleslaw K. Szymanski,et al.  Distributed energy-efficient target tracking with binary sensor networks , 2010, TOSN.

[9]  Yanghee Choi,et al.  Distributed and energy-efficient target localization and tracking in wireless sensor networks , 2006, Comput. Commun..

[10]  Feng Zhao,et al.  Information-driven dynamic sensor collaboration , 2002, IEEE Signal Process. Mag..

[11]  Zack J. Butler,et al.  Tracking a moving object with a binary sensor network , 2003, SenSys '03.

[12]  Ian F. Akyildiz,et al.  Wireless sensor networks: a survey , 2002, Comput. Networks.

[13]  Thomas F. Coleman,et al.  An Interior Trust Region Approach for Nonlinear Minimization Subject to Bounds , 1993, SIAM J. Optim..

[14]  Vinayak S. Naik,et al.  A line in the sand: a wireless sensor network for target detection, classification, and tracking , 2004, Comput. Networks.

[15]  Vaishali P. Sadaphal,et al.  Efficient target tracking through binary-detection in sparsely deployed WSN , 2011, 2011 Third International Conference on Communication Systems and Networks (COMSNETS 2011).

[16]  Venkatesh Saligrama,et al.  Distributed Tracking in Multihop Sensor Networks With Communication Delays , 2007, IEEE Transactions on Signal Processing.