Optimal Node Deployment and Energy Provision for Wirelessly Powered Sensor Networks

In a typical wirelessly powered sensor network (WPSN), wireless chargers provide energy to sensor nodes by using wireless energy transfer (WET). The chargers can greatly improve the lifetime of a WPSN using energy beamforming by a proper charging scheduling of energy beams. However, the supplied energy still may not meet the demand of the energy of the sensor nodes. This issue can be alleviated by deploying redundant sensor nodes, which not only increase the total harvested energy but also decrease the energy consumption per node provided that an efficient scheduling of the sleep/awake of the nodes is performed. Such a problem of joint optimal sensor deployment, WET scheduling, and node activation is posed and investigated in this paper. The problem is an integer optimization that is challenging due to the binary decision variables and non-linear constraints. Based on the analysis of the necessary condition such that the WPSN be immortal, we decouple the original problem into a node deployment problem and a charging and activation scheduling problem. Then, we propose an algorithm and prove that it achieves the optimal solution under a mild condition. The simulation results show that the proposed algorithm reduces the needed nodes to deploy by approximately 16%, compared with a random-based approach. The simulation also shows that if the battery buffers are large enough, the optimality condition will be easy to meet.

[1]  Michele Zorzi,et al.  Optimal Adaptive Random Multiaccess in Energy Harvesting Wireless Sensor Networks , 2014, IEEE Transactions on Communications.

[2]  Emre Tan Topal,et al.  A Vibration-Based Electromagnetic Energy Harvester Using Mechanical Frequency Up-Conversion Method , 2011, IEEE Sensors Journal.

[3]  Narendra Singh Raghuwanshi,et al.  Wireless sensor networks for agriculture: The state-of-the-art in practice and future challenges , 2015, Comput. Electron. Agric..

[4]  Rong Du,et al.  Optimal energy beamforming and data routing for immortal wireless sensor networks , 2017, 2017 IEEE International Conference on Communications (ICC).

[5]  Pai H. Chou,et al.  AmbiMax: Autonomous Energy Harvesting Platform for Multi-Supply Wireless Sensor Nodes , 2006, 2006 3rd Annual IEEE Communications Society on Sensor and Ad Hoc Communications and Networks.

[6]  Michele Zorzi,et al.  On optimal transmission policies for energy harvesting devices , 2012, 2012 Information Theory and Applications Workshop.

[7]  Shaojie Tang,et al.  Canopy closure estimates with GreenOrbs: sustainable sensing in the forest , 2009, SenSys '09.

[8]  Rong Du,et al.  Joint node deployment and wireless energy transfer scheduling for immortal sensor networks , 2017, 2017 15th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt).

[9]  Rui Zhang,et al.  Node Placement and Distributed Magnetic Beamforming Optimization for Wireless Power Transfer , 2016, IEEE Transactions on Signal and Information Processing over Networks.

[10]  David E. Culler,et al.  Design, Modeling, and Capacity Planning for Micro-solar Power Sensor Networks , 2008, 2008 International Conference on Information Processing in Sensor Networks (ipsn 2008).

[11]  H. T. Mouftah,et al.  Mission-aware placement of RF-based power transmitters in wireless sensor networks , 2012, 2012 IEEE Symposium on Computers and Communications (ISCC).

[12]  Min Chen,et al.  RF-Based Charger Placement for Duty Cycle Guarantee in Battery-Free Sensor Networks , 2015, IEEE Communications Letters.

[13]  Bruno Clerckx,et al.  Communications and Signals Design for Wireless Power Transmission , 2016, IEEE Transactions on Communications.

[14]  Zhu Han,et al.  Wireless Charging Technologies: Fundamentals, Standards, and Network Applications , 2015, IEEE Communications Surveys & Tutorials.

[15]  Hanif D. Sherali,et al.  A Mobile Platform for Wireless Charging and Data Collection in Sensor Networks , 2015, IEEE Journal on Selected Areas in Communications.

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

[17]  Rong Du,et al.  Lifetime maximization for sensor networks with wireless energy transfer , 2016, 2016 IEEE International Conference on Communications (ICC).

[18]  Xiaoming Chen,et al.  Wireless Energy and Information Transfer Tradeoff for Limited-Feedback Multiantenna Systems With Energy Beamforming , 2013, IEEE Transactions on Vehicular Technology.

[19]  Hong-Chuan Yang,et al.  On the Performance of Overlaid Wireless Sensor Transmission With RF Energy Harvesting , 2015, IEEE Journal on Selected Areas in Communications.

[20]  Mats Viberg,et al.  Performance bounds for remote estimation with an energy harvesting sensor , 2016, 2016 IEEE International Symposium on Information Theory (ISIT).

[21]  Yong Liang Guan,et al.  Throughput Optimization for Massive MIMO Systems Powered by Wireless Energy Transfer , 2014, IEEE Journal on Selected Areas in Communications.

[22]  Deborah Estrin,et al.  Habitat monitoring with sensor networks , 2004, CACM.

[23]  Swades De,et al.  Optimal power allocation and relay placement for wireless information and RF power transfer , 2016, 2016 IEEE International Conference on Communications (ICC).

[24]  Rui Zhang,et al.  Wireless powered communication: opportunities and challenges , 2014, IEEE Communications Magazine.

[25]  Zhe Wang,et al.  Adaptively Directional Wireless Power Transfer for Large-Scale Sensor Networks , 2015, IEEE Journal on Selected Areas in Communications.

[26]  Jingxian Wu,et al.  Optimal Scheduling of Collaborative Sensing in Energy Harvesting Sensor Networks , 2015, IEEE Journal on Selected Areas in Communications.

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

[28]  Emil Björnson,et al.  On the Feasibility of Wireless Energy Transfer Using Massive Antenna Arrays , 2015, IEEE Transactions on Wireless Communications.

[29]  Rong Du,et al.  Energy Efficient Sensor Activation for Water Distribution Networks Based on Compressive Sensing , 2015, IEEE Journal on Selected Areas in Communications.

[30]  Kwan-Wu Chin,et al.  On Wireless Power Transfer and Max Flow in Rechargeable Wireless Sensor Networks , 2016, IEEE Access.

[31]  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.