Maintaining Large-Scale Rechargeable Sensor Networks Perpetually via Multiple Mobile Charging Vehicles

Wireless energy transfer technology based on magnetic resonant coupling has been emerging as a promising technology for wireless sensor networks (WSNs) by providing controllable yet perpetual energy to sensors. In this article, we study the deployment of the minimum number of mobile charging vehicles to charge sensors in a large-scale WSN so that none of the sensors will run out of energy, for which we first advocate a flexible on-demand charging paradigm that decouples sensor energy charging scheduling from the design of sensing data routing protocols. We then formulate a novel optimization problem of scheduling mobile charging vehicles to charge life-critical sensors in the network with an objective to minimize the number of mobile charging vehicles deployed, subject to the energy capacity constraint on each mobile charging vehicle. As the problem is NP-hard, we instead propose an approximation algorithm with a provable performance guarantee if the energy consumption of each sensor during each charging tour is negligible. Otherwise, we devise a heuristic algorithm by modifying the proposed approximation algorithm. We finally evaluate the performance of the proposed algorithms through experimental simulations. Experimental results demonstrate that the proposed algorithms are very promising, and the solutions obtained are fractional of the optimal ones. To the best of our knowledge, this is the first approximation algorithm with a nontrivial approximation ratio for a novel scheduling problem of multiple mobile charging vehicles for charging sensors.

[1]  Yiwei Thomas Hou,et al.  Wireless power transfer and applications to sensor networks , 2013, IEEE Wireless Communications.

[2]  Yuanyuan Yang,et al.  Joint mobile energy replenishment and data gathering in wireless rechargeable sensor networks , 2011, ITC.

[3]  D. Cox Prediction by Exponentially Weighted Moving Averages and Related Methods , 1961 .

[4]  Biswanath Mukherjee,et al.  Wireless sensor network survey , 2008, Comput. Networks.

[5]  Mani B. Srivastava,et al.  Heliomote: enabling long-lived sensor networks through solar energy harvesting , 2005, SenSys '05.

[6]  Ian F. Akyildiz,et al.  A survey on wireless multimedia sensor networks , 2007, Comput. Networks.

[7]  Purushottam Kulkarni,et al.  Energy Harvesting Sensor Nodes: Survey and Implications , 2011, IEEE Communications Surveys & Tutorials.

[8]  Hanif D. Sherali,et al.  On renewable sensor networks with wireless energy transfer , 2011, 2011 Proceedings IEEE INFOCOM.

[9]  Yi Shi,et al.  Rate Allocation and Network Lifetime Problems for Wireless Sensor Networks , 2008, IEEE/ACM Transactions on Networking.

[10]  Weifa Liang,et al.  Placing Optimal Number of Sinks in Sensor Networks for Network Lifetime Maximization , 2011, 2011 IEEE International Conference on Communications (ICC).

[11]  LiangWeifa,et al.  Maintaining Large-Scale Rechargeable Sensor Networks Perpetually via Multiple Mobile Charging Vehicles , 2016 .

[12]  Weifa Liang,et al.  Towards Perpetual Sensor Networks via Deploying Multiple Mobile Wireless Chargers , 2014, 2014 43rd International Conference on Parallel Processing.

[13]  Weifa Liang,et al.  Monitoring Quality Maximization through Fair Rate Allocation in Harvesting Sensor Networks , 2013, IEEE Transactions on Parallel and Distributed Systems.

[14]  Nicos Christofides Worst-Case Analysis of a New Heuristic for the Travelling Salesman Problem , 1976, Operations Research Forum.

[15]  Cong Wang,et al.  Multi-vehicle Coordination for Wireless Energy Replenishment in Sensor Networks , 2013, 2013 IEEE 27th International Symposium on Parallel and Distributed Processing.

[16]  Yixin Chen,et al.  Fast Sensor Placement Algorithms for Fusion-Based Target Detection , 2008, 2008 Real-Time Systems Symposium.

[17]  Guiling Wang,et al.  Node Reclamation and Replacement for Long-lived Sensor Networks , 2009, 2009 6th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks.

[18]  Yiwei Thomas Hou,et al.  Theoretical Results on Base Station Movement Problem for Sensor Network , 2008, IEEE INFOCOM 2008 - The 27th Conference on Computer Communications.

[19]  Mani B. Srivastava,et al.  Power management in energy harvesting sensor networks , 2007, TECS.

[20]  M. Soljačić,et al.  Wireless Power Transfer via Strongly Coupled Magnetic Resonances , 2007, Science.

[21]  Daji Qiao,et al.  J-RoC: A Joint Routing and Charging scheme to prolong sensor network lifetime , 2011, 2011 19th IEEE International Conference on Network Protocols.

[22]  Deborah Estrin,et al.  The impact of data aggregation in wireless sensor networks , 2002, Proceedings 22nd International Conference on Distributed Computing Systems Workshops.

[23]  Weifa Liang,et al.  Use of a Mobile Sink for Maximizing Data Collection in Energy Harvesting Sensor Networks , 2013, 2013 42nd International Conference on Parallel Processing.

[24]  Weifa Liang,et al.  Maximizing charging throughput in rechargeable sensor networks , 2014, 2014 23rd International Conference on Computer Communication and Networks (ICCCN).

[25]  Guihai Chen,et al.  Minimizing the number of mobile chargers for large-scale wireless rechargeable sensor networks , 2014, Comput. Commun..

[26]  Jiming Chen,et al.  TOC: Localizing wireless rechargeable sensors with time of charge , 2014, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[27]  Ramesh Govindan,et al.  Understanding packet delivery performance in dense wireless sensor networks , 2003, SenSys '03.

[28]  Jiming Chen,et al.  TOC: Localizing wireless rechargeable sensors with time of charge , 2014, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[29]  Christos G. Cassandras,et al.  On maximum lifetime routing in Wireless Sensor Networks , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[30]  Weifa Liang,et al.  Efficient Scheduling of Multiple Mobile Chargers for Wireless Sensor Networks , 2016, IEEE Transactions on Vehicular Technology.

[31]  Hanif D. Sherali,et al.  On renewable sensor networks with wireless energy transfer: The multi-node case , 2012, 2012 9th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON).

[32]  R. Ravi,et al.  Approximation algorithms for distance constrained vehicle routing problems , 2012, Networks.

[33]  Mario Di Francesco,et al.  Energy conservation in wireless sensor networks: A survey , 2009, Ad Hoc Networks.

[34]  Weifa Liang,et al.  Approximation Algorithms for Min-Max Cycle Cover Problems , 2015, IEEE Transactions on Computers.

[35]  Hanif D. Sherali,et al.  Bundling mobile base station and wireless energy transfer: Modeling and optimization , 2013, 2013 Proceedings IEEE INFOCOM.

[36]  Jianping Pan,et al.  On-demand Charging in Wireless Sensor Networks: Theories and Applications , 2013, 2013 IEEE 10th International Conference on Mobile Ad-Hoc and Sensor Systems.

[37]  Gaurav S. Sukhatme,et al.  Studying the feasibility of energy harvesting in a mobile sensor network , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[38]  Weifa Liang,et al.  Network Lifetime Maximization in Delay-Tolerant Sensor Networks with a Mobile Sink , 2012, 2012 IEEE 8th International Conference on Distributed Computing in Sensor Systems.

[39]  Wei Wang,et al.  Extending the Lifetime of Wireless Sensor Networks Through Mobile Relays , 2008, IEEE/ACM Transactions on Networking.

[40]  M. Soljačić,et al.  Simultaneous mid-range power transfer to multiple devices , 2010 .

[41]  David E. Culler,et al.  Perpetual environmentally powered sensor networks , 2005, IPSN 2005. Fourth International Symposium on Information Processing in Sensor Networks, 2005..

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