Distributed Coverage Control of Mobile Sensor Networks Subject to Measurement Error

Deployment algorithms proposed to improve coverage in sensor networks often rely on the Voronoi diagram, which is obtained by using the position information of the sensors. It is usually assumed that all measurements are sufficiently accurate, while in a practical setting, even a small measurement error may lead to significant degradation in the coverage performance. This paper investigates the effect of measurement error on the performance of coverage control in mobile sensor networks. It also presents a distributed deployment strategy, namely the Robust Max-Area strategy, which uses information on error bounds in order to move the sensors to appropriate locations. To this end, two polygons are obtained for each sensor, and it is shown that the exact Voronoi polygon (associated with accurate measurements) lies between them. A local spatial probability function is then derived for each sensor, which translates the available information about the error bound into the likelihood of the points being inside the exact Voronoi polygon. Subsequently, the deployment strategy positions each sensor such that the total covered area increases. The sensors' movements are shown to be convergent under the proposed strategy.

[1]  Richard M. Murray,et al.  COMMUNICATION AND SENSING TRADE-OFFS IN COOPERATIVE MOBILE NETWORKS , 2008 .

[2]  Francesco Bullo,et al.  Esaim: Control, Optimisation and Calculus of Variations Spatially-distributed Coverage Optimization and Control with Limited-range Interactions , 2022 .

[3]  Jalal Habibi,et al.  A nonlinear optimization approach to coverage problem in mobile sensor networks , 2011, IEEE Conference on Decision and Control and European Control Conference.

[4]  Jalal Habibi,et al.  A Gradient-Based Coverage Optimization Strategy for Mobile Sensor Networks , 2017, IEEE Transactions on Control of Network Systems.

[5]  Thomas F. La Porta,et al.  Movement-assisted sensor deployment , 2004, IEEE INFOCOM 2004.

[6]  Bruce H. Krogh,et al.  Energy-efficient surveillance system using wireless sensor networks , 2004, MobiSys '04.

[7]  Habib M. Ammari Stochastic k-Coverage in Wireless Sensor Networks , 2009, WASA.

[8]  Jorge Cortes,et al.  Self-triggered coordination of robotic networks for optimal deployment , 2012, Autom..

[9]  Mohamed Hefeeda,et al.  Energy-Efficient Protocol for Deterministic and Probabilistic Coverage in Sensor Networks , 2010, IEEE Transactions on Parallel and Distributed Systems.

[10]  Ashraf Hossain,et al.  Sensing Models and Its Impact on Network Coverage in Wireless Sensor Network , 2008, 2008 IEEE Region 10 and the Third international Conference on Industrial and Information Systems.

[11]  Ruggero Carli,et al.  Quantized Coordination Algorithms for Rendezvous and Deployment , 2009, SIAM J. Control. Optim..

[12]  Ruggero Carli,et al.  Discrete Partitioning and Coverage Control for Gossiping Robots , 2010, IEEE Transactions on Robotics.

[13]  Krishnendu Chakrabarty,et al.  Uncertainty-aware and coverage-oriented deployment for sensor networks , 2004, J. Parallel Distributed Comput..

[14]  Satish Kumar,et al.  Next century challenges: scalable coordination in sensor networks , 1999, MobiCom.

[15]  Yue Wang,et al.  Awareness coverage control over large scale domains with intermittent communications , 2008, ACC.

[16]  William S. Evans,et al.  Guaranteed Voronoi Diagrams of Uncertain Sites , 2008, CCCG.

[17]  John Anderson,et al.  Wireless sensor networks for habitat monitoring , 2002, WSNA '02.

[18]  Jalal Habibi,et al.  Distributed coverage optimization in a network of mobile agents subject to measurement error , 2012, 2012 American Control Conference (ACC).

[19]  Gaurav S. Sukhatme,et al.  Constrained coverage for mobile sensor networks , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[20]  Xike Xie,et al.  UV-diagram: A Voronoi diagram for uncertain data , 2010, 2010 IEEE 26th International Conference on Data Engineering (ICDE 2010).

[21]  Gareth Nicholls,et al.  ment and Reconfiguraation Algorithms Algorithms Algorithms , 2009 .

[22]  Sonia Martínez,et al.  Coverage control for mobile sensing networks , 2002, IEEE Transactions on Robotics and Automation.

[23]  Kamran Sayrafian-Pour,et al.  Distributed deployment algorithms for improved coverage in mobile sensor networks , 2011, 2011 IEEE International Conference on Control Applications (CCA).

[24]  S. Sitharama Iyengar,et al.  On efficient deployment of sensors on planar grid , 2007, Comput. Commun..

[25]  Chansu Yu,et al.  Uncertainty-aware Wireless Sensor Networks , 2009, Int. J. Mob. Commun..

[26]  Krishnendu Chakrabarty,et al.  Distributed Mobility Management for Target Tracking in Mobile Sensor Networks , 2007, IEEE Transactions on Mobile Computing.