Charge critical sensors first: Minimize data loss in wireless rechargeable sensor networks

In this article, we study the scheduling of a charging vehicle to replenish sensor energy in a large-scale wireless sensor network, by utilizing the novel wireless energy transfer technology. We note that existing studies do not treat different sensors in the network discriminatively and consider only how to charge as many sensors as possible before their energy expirations. However, there are some critical sensors in the network, so that many other sensors have no alternative routing paths to upload their sensing data to the base station if the critical sensors die. Therefore, the energy expiration of a critical sensor will result in that not only the sensor itself cannot continue its monitoring task, but also many other sensors cannot send their data during the dead period of the critical sensor. Then, the monitoring quality of the sensor network will significantly deteriorate due to the energy expirations of the critical sensor. Unlike existing studies, we take into account the impact of energy depletions of critical sensors and investigate a charging scheduling problem for sensor networks, which is to schedule a charging vehicle to replenish a set of to-be-charged sensors, such that not only the amount of lost data by dead sensors is minimized, but also the traveling cost of the vehicle for charging sensors is minimized, too. We then propose a novel algorithm for the problem. We finally compare the proposed algorithm with existing studies and simulation results show that the amount of lost data by the proposed algorithm is only about 50% of those by the existing studies, and the weighted sum of the amount of lost data and the vehicle travel distance is about 70% of those by the existing ones.

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

[2]  Weifa Liang,et al.  Maximizing Charging Satisfaction of Smartphone Users via Wireless Energy Transfer , 2017, IEEE Transactions on Mobile Computing.

[3]  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.

[4]  Sotiris E. Nikoletseas,et al.  Wireless energy transfer in sensor networks with adaptive, limited knowledge protocols , 2014, Comput. Networks.

[5]  Ashish Kumar Srivastava,et al.  An energy efficient framework for detection and monitoring of forest fire using mobile agent in wireless sensor networks , 2014, 2014 IEEE International Conference on Computational Intelligence and Computing Research.

[6]  Weifa Liang,et al.  Data Collection Maximization in Renewable Sensor Networks via Time-Slot Scheduling , 2015, IEEE Transactions on Computers.

[7]  Byoungwoo Kang,et al.  Battery materials for ultrafast charging and discharging , 2009, Nature.

[8]  Jian Li,et al.  Analytical modeling and mitigation techniques for the energy hole problem in sensor networks , 2007, Pervasive Mob. Comput..

[9]  Weifa Liang,et al.  Maximizing Sensor Lifetime in a Rechargeable Sensor Network via Partial Energy Charging on Sensors , 2016, 2016 13th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON).

[10]  Jie Wu,et al.  Collaborative mobile charging for sensor networks , 2012, 2012 IEEE 9th International Conference on Mobile Ad-Hoc and Sensor Systems (MASS 2012).

[11]  Mohammad S. Obaidat,et al.  TSCA: A Temporal-Spatial Real-Time Charging Scheduling Algorithm for On-Demand Architecture in Wireless Rechargeable Sensor Networks , 2018, IEEE Transactions on Mobile Computing.

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

[13]  Daji Qiao,et al.  Prolonging Sensor Network Lifetime Through Wireless Charging , 2010, 2010 31st IEEE Real-Time Systems Symposium.

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

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

[16]  Weifa Liang,et al.  Maintaining sensor networks perpetually via wireless recharging mobile vehicles , 2014, 39th Annual IEEE Conference on Local Computer Networks.

[17]  Cong Wang,et al.  Joint Wireless Charging and Sensor Activity Management in Wireless Rechargeable Sensor Networks , 2015, 2015 44th International Conference on Parallel Processing.

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

[19]  Jianping Pan,et al.  ESync: Energy Synchronized Mobile Charging in Rechargeable Wireless Sensor Networks , 2016, IEEE Transactions on Vehicular Technology.

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

[21]  Cong Wang,et al.  NETWRAP: An NDN Based Real-TimeWireless Recharging Framework for Wireless Sensor Networks , 2014, IEEE Transactions on Mobile Computing.

[22]  Guihai Chen,et al.  On-demand Mobile Charger Scheduling for Effective Coverage in Wireless Rechargeable Sensor Networks , 2013, MobiQuitous.

[23]  Weifa Liang,et al.  Improving charging capacity for wireless sensor networks by deploying one mobile vehicle with multiple removable chargers , 2017, Ad Hoc Networks.

[24]  Cong Wang,et al.  Recharging schedules for wireless sensor networks with vehicle movement costs and capacity constraints , 2014, 2014 Eleventh Annual IEEE International Conference on Sensing, Communication, and Networking (SECON).

[25]  Hanif D. Sherali,et al.  Making Sensor Networks Immortal: An Energy-Renewal Approach With Wireless Power Transfer , 2012, IEEE/ACM Transactions on Networking.

[26]  A SomasundaraA.,et al.  Mobile Element Scheduling for Efficient Data Collection in Wireless Sensor Networks with Dynamic Deadlines , 2004 .

[27]  Guiling Wang,et al.  How Wireless Power Charging Technology Affects Sensor Network Deployment and Routing , 2010, 2010 IEEE 30th International Conference on Distributed Computing Systems.

[28]  Prashant Krishan,et al.  Comparison and Performance Analysis of Dynamic and Static Clustering Based Routing Scheme in Wireless Sensor Network , 2013 .

[29]  Sotiris E. Nikoletseas,et al.  Wireless Power Transfer in Sensor Networks with Adaptive, Limited Knowledge Protocols , 2016, Wireless Power Transfer Algorithms, Technologies and Applications in Ad Hoc Communication Networks.