Abstract
Traditional tracking solutions in wireless sensor networks based on fixed sensors have several critical problems. First, due to the mobility of targets, a lot of sensors have to keep being active to track targets in all potential directions, which causes excessive energy consumption. Second, when there are holes in the deployment area, targets may fail to be detected when moving into holes. Third, when targets stay at certain positions for a long time, sensors surrounding them have to suffer heavier work pressure than do others, which leads to a bottleneck for the entire network. To solve these problems, a few mobile sensors are introduced to follow targets directly for tracking because the energy capacity of mobile sensors is less constrained and they can detect targets closely with high tracking quality. Based on a realistic detection model, a solution of scheduling mobile sensors and fixed sensors for target tracking is proposed. Moreover, the movement path of mobile sensors has a provable performance bound compared to the optimal solution. Results of extensive simulations show that mobile sensors can improve tracking quality even if holes exist in the area and can reduce energy consumption of sensors effectively.
- Ian F. Akyildiz, Weilian Su, Yogesh Sankarasubramaniam, and Erdal Cayirci. 2002. Wireless sensor networks: A survey. Computer Networks 38, 4, 393--422. Google ScholarDigital Library
- Edoardo Amaldi, Antonio Capone, Matteo Cesana, and Ilario Filippini. 2012. Design of wireless sensor networks for mobile target detection. IEEE/ACM Transactions on Networking 20, 3, 784--797. Google ScholarDigital Library
- George K. Atia, Venugopal V. Veeravalli, and Jason A. Fuemmeler. 2011. Sensor scheduling for energy-efficient target tracking in sensor networks. IEEE Transactions on Signal Processing 59, 10, 4923--4937. Google ScholarDigital Library
- Jing Bai, Peng Cheng, Jiming Chen, Adrien Guenard, and Yeqiong Song. 2012. Target tracking with limited sensing range in autonomous mobile sensor networks. In Proceedings of the IEEE 8th International Conference on Distributed Computing in Sensor Systems (DCOSS’12). IEEE, Los Alamitos, CA, 329--334. Google ScholarDigital Library
- Md Zakirul Alam Bhuiyan, Guojun Wang, and Athanasios V. Vasilakos. 2015. Local area prediction-based mobile target tracking in wireless sensor networks. IEEE Transactions on Computers 64, 7, 1968--1982.Google ScholarCross Ref
- Joe C. Chen, Ralph E. Hudson, and Kung Yao. 2002. Maximum-likelihood source localization and unknown sensor location estimation for wideband signals in the near-field. IEEE Transactions on Signal Processing 50, 8, 1843--1854. Google ScholarDigital Library
- Wei-Peng Chen, Jennifer C. Hou, and Lui Sha. 2004. Dynamic clustering for acoustic target tracking in wireless sensor networks. IEEE Transactions on Mobile Computing 3, 3, 258--271.Google ScholarDigital Library
- Hung-Chi Chu and Rong-Hong Jan. 2005. A GPS-less self-positioning method for sensor networks. In Proceedings of the 11th International Conference on Parallel and Distributed Systems, Vol. 2. IEEE, Los Alamitos, CA, 629--633. Google Scholar
- O. Demigha, W.-K. Hidouci, and T. Ahmed. 2013. On energy efficiency in collaborative target tracking in wireless sensor network: A review. IEEE Transactions on Control System Technology 15, 3, 1210--1222.Google Scholar
- Jiangping Hu and Xiaoming Hu. 2010. Nonlinear filtering in target tracking using cooperative mobile sensors. Automatica 46, 12, 2041--2046. Google ScholarDigital Library
- Shiow-Fen Hwang, Kun-Hsien Lu, Liang-Ren Yang, and Chyi-Ren Dow. 2008. Efficient data reporting for object tracking in wireless sensor networks with mobile sinks. In Proceedings of the 14th Asia-Pacific Conference on Communications (APCC’08). IEEE, Los Alamitos, CA, 1--5.Google Scholar
- Natallia Katenka, Elizaveta Levina, and George Michailidis. 2008. Local vote decision fusion for target detection in wireless sensor networks. IEEE Transactions on Signal Processing 56, 1, 329--338. Google ScholarDigital Library
- Ahmed M. Khedr and Walid Osamy. 2011. Effective target tracking mechanism in a self-organizing wireless sensor network. Journal of Parallel and Distributed Computing 71, 10, 1318--1326.Google ScholarCross Ref
- Dimitrios Koutsonikolas, Saumitra M. Das, Y. Charlie Hu, and Ivan Stojmenovic. 2010. Hierarchical geographic multicast routing for wireless sensor networks. Wireless Networks 16, 2, 449--466. Google ScholarDigital Library
- Ajith S. Kumar and Rejina Parvin. 2013. Energy conserving hybrid sensor network for target tracking in wireless sensor networks. In Proceedings of the International Conference on Communications and Signal Processing (ICCSP’13). IEEE, Los Alamitos, CA, 55--59.Google Scholar
- Yongxuan Lai, Jinshan Xie, Ziyu Lin, Tian Wang, and Minghong Liao. 2015. Adaptive data gathering in mobile sensor networks using speedy mobile elements. Sensors 15, 9, 23218--23248.Google ScholarCross Ref
- K. Lembke, L. Kietlinski, M. Golanski, and R. Schoeneich. 2011. RoboMote: Mobile autonomous hardware platform for wireless ad-hoc sensor networks. In Proceedings of the 2011 IEEE International Symposium on Industrial Electronics (ISIE’11). IEEE, Los Alamitos, CA, 940--944.Google Scholar
- Xu Li, Jiulin Yang, Amiya Nayak, and Ivan Stojmenovic. 2012. Localized geographic routing to a mobile sink with guaranteed delivery in sensor networks. IEEE Journal on Selected Areas in Communications 30, 9, 1719--1729.Google ScholarCross Ref
- Jenn-Wei Lin and Shih-Chieh Tang. 2011. A grid-based coverage approach for target tracking in hybrid sensor networks. Journal of Systems and Software 84, 10, 1746--1756. Google ScholarDigital Library
- Sonia Martínez and Francesco Bullo. 2006. Optimal sensor placement and motion coordination for target tracking. Automatica 42, 4, 661--668. Google ScholarDigital Library
- Farah Mourad, Hicham Chehade, Hichem Snoussi, Farouk Yalaoui, Lionel Amodeo, and Cedric Richard. 2012. Controlled mobility sensor networks for target tracking using ant colony optimization. IEEE Transactions on Mobile Computing 11, 8, 1261--1273. Google ScholarDigital Library
- Marjan Naderan, Mehdi Dehghan, Hossein Pedram, and Vesal Hakami. 2012. Survey of mobile object tracking protocols in wireless sensor networks: A network-centric perspective. International Journal of Ad Hoc and Ubiquitous Computing 11, 1, 34--63. Google ScholarDigital Library
- Ruixin Niu, Pramod K. Varshney, Michael Moore, and Dale Klamer. 2004. Decision fusion in a wireless sensor network with a large number of sensors. In Proceedings of the 7th International Conference on Information Fusion (FUSION’04). 21--27.Google Scholar
- Nikolaos Pantazis, Stefanos A. Nikolidakis, and Dimitrios D. Vergados. 2013. Energy-efficient routing protocols in wireless sensor networks: A survey. IEEE Communications Surveys and Tutorials 15, 2, 551--591.Google ScholarCross Ref
- Zhen Peng, Tian Wang, Md Zakirul Alam Bhuiyan, Xiaoqiang Wu, and Guojun Wang. 2015. Dependable cascading target tracking in heterogeneous mobile camera sensor networks. In Algorithms and Architectures for Parallel Processing. Lecture Notes in Computer Science, Vol. 9529. Springer, 531--540. Google ScholarDigital Library
- Stefan Ruhrup and Ivan Stojmenovic. 2013. Optimizing communication overhead while reducing path length in beaconless georouting with guaranteed delivery for wireless sensor networks. IEEE Transactions on Computers 62, 12, 2440--2453. Google ScholarDigital Library
- Rahul C. Shah, Sumit Roy, Sushant Jain, and Waylon Brunette. 2003. Data mules: Modeling and analysis of a three-tier architecture for sparse sensor networks. Ad Hoc Networks 1, 2, 215--233.Google ScholarCross Ref
- Xiaoning Shan and Jindong Tan. 2005. Mobile sensor deployment for a dynamic cluster-based target tracking sensor network. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS’05). IEEE, Los Alamitos, CA, 1452--1457.Google Scholar
- Xiaohong Sheng and Yu-Hen Hu. 2005. Maximum likelihood multiple-source localization using acoustic energy measurements with wireless sensor networks. IEEE Transactions on Signal Processing 53, 1, 44--53. Google ScholarDigital Library
- Radu Stoleru, John A. Stankovic, and Sang H. Son. 2007. Robust node localization for wireless sensor networks. In Proceedings of the 4th Workshop on Embedded Networked Sensors. ACM, New York, NY, 48--52. Google ScholarDigital Library
- Rui Tan, Guoliang Xing, Jianping Wang, and Hing Cheung So. 2010. Exploiting reactive mobility for collaborative target detection in wireless sensor networks. IEEE Transactions on Mobile Computing 9, 3, 317--332. Google ScholarDigital Library
- Jing Teng, Hichem Snoussi, and Cédric Richard. 2012. Prediction-based cluster management for target tracking in wireless sensor networks. Wireless Communications and Mobile Computing 12, 9, 797--812. Google ScholarDigital Library
- Hua-Wen Tsai, Chih-Ping Chu, and Tzung-Shi Chen. 2007. Mobile object tracking in wireless sensor networks. Computer Communications 30, 8, 1811--1825. Google ScholarDigital Library
- Gurkan Tuna, V. Cagri Gungor, and Kayhan Gulez. 2014. An autonomous wireless sensor network deployment system using mobile robots for human existence detection in case of disasters. Ad Hoc Networks 13, 54--68. Google ScholarDigital Library
- Pramod K. Varshney. 1996. Distributed Detection and Data Fusion. Springer-Verlag, New York, NY. Google ScholarDigital Library
- Erik Verlinde. 2011. On the origin of gravity and the laws of Newton. Journal of High Energy Physics 2011, 4, 1--27.Google ScholarCross Ref
- Pascal Vicaire, Tian He, Qing Cao, Ting Yan, Gang Zhou, Lin Gu, Liqian Luo, Radu Stoleru, John A. Stankovic, and Tarek F. Abdelzaher. 2009. Achieving long-term surveillance in VigilNet. ACM Transactions on Sensor Networks 5, 1, 9. Google ScholarDigital Library
- Tian Wang, Weijia Jia, Guojun Wang, Minyi Guo, and Jie Li. 2012. Hole avoiding in advance routing with hole recovery mechanism in wireless sensor networks. Ad Hoc and Sensor Wireless Networks 16, 1--3, 191--213.Google Scholar
- Tian Wang, Zhen Peng, Yonghong Chen, Yiqiao Cai, and Hui Tian. 2014. Continuous tracking for mobile targets with mobility nodes in WSNs. In Proceedings of the International Conference on Smart Computing (SMARTCOMP’14). IEEE, Los Alamitos, CA, 261--268.Google ScholarCross Ref
- Zhibo Wang, Wei Lou, Zhi Wang, Junchao Ma, and Honglong Chen. 2013. A hybrid cluster-based target tracking protocol for wireless sensor networks. International Journal of Distributed Sensor Networks 2013, 1--16.Google ScholarCross Ref
- Thakshila Wimalajeewa and Sudharman K. Jayaweera. 2010. Mobility assisted distributed tracking in hybrid sensor networks. In Proceedings of the IEEE International Conference on Communications (ICC’10). IEEE, Los Alamitos, CA, 1--5.Google Scholar
- Guoliang Xing, Minming Li, Tian Wang, Weijia Jia, and Jun Huang. 2012. Efficient rendezvous algorithms for mobility-enabled wireless sensor networks. IEEE Transactions on Mobile Computing 11, 1, 47--60. Google ScholarDigital Library
- Zaiyue Yang, Xiufang Shi, and Jiming Chen. 2014. Optimal coordination of mobile sensors for target tracking under additive and multiplicative noises. IEEE Transactions on Industrial Electronics 61, 7, 3459--2468.Google ScholarCross Ref
- Degan Zhang, Guang Li, Ke Zheng, Xuechao Ming, and Zhao-Hua Pan. 2014. An energy-balanced routing method based on forward-aware factor for wireless sensor networks. IEEE Transactions on Industrial Informatics 10, 1, 766--773.Google ScholarCross Ref
- Hai-Ying Zhou, Dan-Yan Luo, Yan Gao, and De-Cheng Zuo. 2011. Modeling of node energy consumption for wireless sensor networks. Wireless Sensor Network 3, 1, 18.Google ScholarCross Ref
- Ke Zhou and Stergios I. Roumeliotis. 2008. Optimal motion strategies for range-only constrained multisensor target tracking. IEEE Transactions on Robotics 24, 5, 1168--1185. Google ScholarDigital Library
- Yi Zou and Krishnendu Chakrabarty. 2007. Distributed mobility management for target tracking in mobile sensor networks. IEEE Transactions on Mobile Computing 6, 8, 872--887. Google ScholarDigital Library
Index Terms
- Following Targets for Mobile Tracking in Wireless Sensor Networks
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