Robust scheduling of wireless sensor networks for target tracking under uncertainty

An object tracking sensor network (OTSN) is a wireless sensor network designed to track moving objects in its sensing area. It is made of static sensors deployed in a region for tracking moving targets. Usually, these sensors are equipped of a sensing unit and a non-rechargeable battery. The investigated mission involves a moving target with a known trajectory, such as a train on a railway or a plane in an airline route. In order to save energy, the target must be monitored by exactly one sensor at any time. In our context, the sensors may be not accessible during the mission and the target can be subject to earliness or tardiness. Therefore, our aim is to build a static schedule of sensing activities that resists to these perturbations. A pseudo-polynomial two-step algorithm is proposed. First, a discretization step processes the input data, and a mathematical formulation of the scheduling problem is proposed. Then, a dichotomy approach that solves a transportation problem at every iteration is introduced; the very last step is addressed by solving a linear program.

[1]  Chen Wang,et al.  Optimization scheme for sensor coverage scheduling with bandwidth constraints , 2009, Optim. Lett..

[2]  Benjamin Pannetier,et al.  Multiple target tracking with wireless sensor network for ground battlefield surveillance , 2014, 17th International Conference on Information Fusion (FUSION).

[3]  George Atia,et al.  Sensor Scheduling for Energy-Efficient Target Tracking in Sensor Networks , 2010, IEEE Transactions on Signal Processing.

[4]  Péter Kovács,et al.  LEMON - an Open Source C++ Graph Template Library , 2011, WGT@ETAPS.

[5]  Ossama Younis,et al.  HEED: a hybrid, energy-efficient, distributed clustering approach for ad hoc sensor networks , 2004, IEEE Transactions on Mobile Computing.

[6]  Miodrag Potkonjak,et al.  Power efficient organization of wireless sensor networks , 2001, ICC 2001. IEEE International Conference on Communications. Conference Record (Cat. No.01CH37240).

[7]  Yean-Fu Wen,et al.  An Efficient Object Tracking Algorithm in Wireless Sensor Networks , 2006, JCIS.

[8]  Biplab Sikdar,et al.  A protocol for tracking mobile targets using sensor networks , 2003, Proceedings of the First IEEE International Workshop on Sensor Network Protocols and Applications, 2003..

[9]  Toufik Ahmed,et al.  On Energy Efficiency in Collaborative Target Tracking in Wireless Sensor Network: A Review , 2013, IEEE Communications Surveys & Tutorials.

[10]  Christoforos Panayiotou,et al.  ftTRACK: Fault-Tolerant Target Tracking in Binary Sensor Networks , 2014, TOSN.

[11]  Cheng-Ta Lee,et al.  An energy-efficient algorithm for object tracking in Wireless Sensor Networks , 2010, 2010 IEEE International Conference on Wireless Communications, Networking and Information Security.

[12]  Nancy R. Mead,et al.  Survivable Network Systems: An Emerging Discipline , 1997 .

[13]  Weidong Xiao,et al.  A Fault-Tolerant Target-Tracking Strategy Based on Unreliable Sensing in Wireless Sensor Networks , 2012, 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops & PhD Forum.

[14]  Wang-Chien Lee,et al.  Prediction-based strategies for energy saving in object tracking sensor networks , 2004, IEEE International Conference on Mobile Data Management, 2004. Proceedings. 2004.

[15]  Guohong Cao,et al.  DCTC: dynamic convoy tree-based collaboration for target tracking in sensor networks , 2004, IEEE Transactions on Wireless Communications.

[16]  André Rossi,et al.  Group scheduling problems in directional sensor networks , 2015 .

[17]  Jean-Charles Billaut,et al.  Flexibility and Robustness in Scheduling , 2008 .

[18]  Yongsheng Ding,et al.  An endocrine-based intelligent distributed cooperative algorithm for target tracking in wireless sensor networks , 2015, Soft Comput..

[19]  Piotr Berman,et al.  Power efficient monitoring management in sensor networks , 2004, 2004 IEEE Wireless Communications and Networking Conference (IEEE Cat. No.04TH8733).

[20]  H. T. Kung,et al.  Efficient location tracking using sensor networks , 2003, 2003 IEEE Wireless Communications and Networking, 2003. WCNC 2003..

[21]  Dirk Timmermann,et al.  Low energy adaptive clustering hierarchy with deterministic cluster-head selection , 2002, 4th International Workshop on Mobile and Wireless Communications Network.

[22]  Frank Yeong-Sung Lin,et al.  Maximization of Wireless Mesh Networks Survivability to Assure Service Continuity under Intelligent Attacks , 2013, 2013 IEEE 27th International Conference on Advanced Information Networking and Applications (AINA).

[23]  Rekha Jain,et al.  Wireless Sensor Network -A Survey , 2013 .

[24]  Marc Sevaux,et al.  Column generation algorithm for sensor coverage scheduling under bandwidth constraints , 2012, Networks.

[25]  Yun He,et al.  Energy-efficient sensor scheduling scheme for target tracking in wireless sensor networks , 2014, The 26th Chinese Control and Decision Conference (2014 CCDC).

[26]  Jiming Chen,et al.  Distributed sensor activation algorithm for target tracking with binary sensor networks , 2011, Cluster Computing.

[27]  Hai Liu,et al.  General Maximal Lifetime Sensor-Target Surveillance Problem and Its Solution , 2011, IEEE Transactions on Parallel and Distributed Systems.

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

[29]  Yang Xiao,et al.  A Survey of Energy-Efficient Scheduling Mechanisms in Sensor Networks , 2006, Mob. Networks Appl..

[30]  D. R. Fulkerson,et al.  Solving a Transportation Problem , 1956 .

[31]  James B. Orlin,et al.  Max flows in O(nm) time, or better , 2013, STOC '13.

[32]  Raffaele Cerulli,et al.  Maximizing lifetime in wireless sensor networks with multiple sensor families , 2015, Comput. Oper. Res..

[33]  André Rossi,et al.  Multiple Mobile Target Tracking in Wireless Sensor Networks , 2014, ICSIBO.

[34]  Hossein Pedram,et al.  Survey of mobile object tracking protocols in wireless sensor networks: a network-centric perspective , 2012, Int. J. Ad Hoc Ubiquitous Comput..

[35]  Alexandre Dolgui,et al.  Stability analysis of an optimal balance for an assembly line with fixed cycle time , 2006, Eur. J. Oper. Res..

[36]  Albert P. M. Wagelmans,et al.  On the calculation of the stability radiusof an optimal or an approximate schedule , 1998, Ann. Oper. Res..

[37]  Eric Bourreau,et al.  Exact approaches for lifetime maximization in connectivity constrained wireless multi-role sensor networks , 2015, Eur. J. Oper. Res..

[38]  Suat Ozdemir,et al.  A survey of secure target tracking algorithms for wireless sensor networks , 2014, 2014 World Congress on Computer Applications and Information Systems (WCCAIS).

[39]  Shashi B. Rana,et al.  Fault Tolerance in Wireless Sensor Network , 2015 .