A Target Tracking System Using Directional Nodes in Wireless Sensor Networks

Some monitoring applications in wireless sensor networks (WSNs) may require that the target is tracked by at least <inline-formula><tex-math notation="LaTeX">$k$</tex-math></inline-formula> directional nodes in <inline-formula><tex-math notation="LaTeX">$m$</tex-math></inline-formula>-connected WSNs, where <inline-formula><tex-math notation="LaTeX">$k \geq 1$</tex-math></inline-formula> and <inline-formula><tex-math notation="LaTeX">$m \geq 1$</tex-math></inline-formula>. In this paper, we address the target tracking problem in term of the number and orientation of tracking region of directional nodes required to achieve <inline-formula><tex-math notation="LaTeX">$k$</tex-math></inline-formula>-target tracking in <inline-formula><tex-math notation="LaTeX">$m$</tex-math></inline-formula>-connected WSNs. We consider the different values of <inline-formula><tex-math notation="LaTeX">$k$</tex-math></inline-formula>, <inline-formula><tex-math notation="LaTeX">$m$</tex-math></inline-formula>, target range, tracking angle, communication range of nodes, and shape of the field of interest (FoI) for solving the problem. The FoI is divided into an equilateral triangle, square, and hexagon patterns to estimate the optimal side length of a polygon and tracking direction of the nodes for <inline-formula><tex-math notation="LaTeX">$k$</tex-math></inline-formula>-target tracking and <inline-formula><tex-math notation="LaTeX">$m$</tex-math></inline-formula>-connectivity of the network. Next, the optimal side length in a polygon is used to estimate the node locations required for the desired level of target tracking and connectivity. Finally, we select a regular deployment pattern, which requires the least number of nodes for the designed level of tracking and connectivity. We also propose a target tracking system using the proposed analysis for tracking the moving targets in the FoI.

[1]  Chang-Gun Lee,et al.  Optimal 3-Coverage with Minimum Separation Requirements for Ubiquitous Computing Environments , 2009, Mob. Networks Appl..

[2]  Milos Manic,et al.  Wireless Sensor Networks—Node Localization for Various Industry Problems , 2015, IEEE Transactions on Industrial Informatics.

[3]  Weijia Jia,et al.  Optimal Deployment Patterns for Full Coverage and $k$-Connectivity $(k \leq 6)$ Wireless Sensor Networks , 2010, IEEE/ACM Transactions on Networking.

[4]  Weijia Jia,et al.  Optimal Patterns for Four-Connectivity and Full Coverage in Wireless Sensor Networks , 2010, IEEE Transactions on Mobile Computing.

[5]  Yunhao Liu,et al.  Smartphones Based Crowdsourcing for Indoor Localization , 2015, IEEE Transactions on Mobile Computing.

[6]  Weifeng Chen,et al.  Two Birds With One Stone: Wireless Access Point Deployment for Both Coverage and Localization , 2011, IEEE Transactions on Vehicular Technology.

[7]  Lars Kulik,et al.  K-coverage in regular deterministic sensor deployments , 2013, 2013 IEEE Eighth International Conference on Intelligent Sensors, Sensor Networks and Information Processing.

[8]  Krishna M. Sivalingam,et al.  Target tracking in a WSN with directional sensors using electronic beam steering , 2012, 2012 Fourth International Conference on Communication Systems and Networks (COMSNETS 2012).

[9]  Krishna M. Sivalingam,et al.  A testbed for distributed target tracking with directional sensors , 2011, 2011 IFIP Wireless Days (WD).

[10]  Qi Hao,et al.  Preprocessing Design in Pyroelectric Infrared Sensor-Based Human-Tracking System: On Sensor Selection and Calibration , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[11]  Tanima Dutta,et al.  Coverage and Connectivity in WSNs: A Survey, Research Issues and Challenges , 2018, IEEE Access.

[12]  Evangelos Kranakis,et al.  Directional Versus Omnidirectional Antennas for Energy Consumption and k-Connectivity of Networks of Sensors , 2004, OPODIS.

[13]  Hari Prabhat Gupta,et al.  Regular Node Deployment for $k$ -Coverage in $m$ -Connected Wireless Networks , 2015 .

[14]  Ju-Jang Lee,et al.  A Bipopulation-Based Evolutionary Algorithm for Solving Full Area Coverage Problems , 2013, IEEE Sensors Journal.

[15]  Weijia Jia,et al.  Connected coverage in wireless networks with directional antennas , 2011, 2011 Proceedings IEEE INFOCOM.

[16]  Mehmet Burak Guldogan,et al.  A Bernoulli Filter for Extended Target Tracking Using Random Matrices in a UWB Sensor Network , 2016, IEEE Sensors Journal.

[17]  Dong Xuan,et al.  On Deploying Wireless Sensors to Achieve Both Coverage and Connectivity , 2006, 2009 5th International Conference on Wireless Communications, Networking and Mobile Computing.

[18]  Wenyu Liu,et al.  Subarea Localization Performance of the Divide-and-Cover Node Deployment in a Long-Bounded Belt Scenario , 2014, IEEE Transactions on Computers.

[19]  Lei Shu,et al.  A Scheme on Indoor Tracking of Ship Dynamic Positioning Based on Distributed Multi-Sensor Data Fusion , 2017, IEEE Access.

[20]  Dong Xuan,et al.  Pattern Mutation in Wireless Sensor Deployment , 2010, INFOCOM.

[21]  Kamran Sayrafian-Pour,et al.  An Energy-Efficient Target-Tracking Strategy for Mobile Sensor Networks , 2017, IEEE Transactions on Cybernetics.