Peer-to-peer energy sharing in mobile networks: Applications, challenges, and open problems

Abstract Energy is a scarce resource in mobile wireless networks that consist of devices mainly powered by their batteries. Providing energy ubiquitously to these devices for making them functional for a long time is a challenging task. With the advent of energy sharing techniques, either by wired or wireless mediums, it is possible to extend the lifetime of such networks by utilizing the energy from other energy sources (e.g., chargers, other devices) within the network. In this paper, we explore the utilization of peer-to-peer energy sharing in various applications of mobile networks that consist of agents from low-power devices such as sensors to high-power ones such as electric vehicles. We provide an overview of the current research directions and developments of new protocols and algorithms that exploit the energy sharing techniques to solve the scarce energy problem in mobile networks. For each mobile networking domain, we highlight the specific challenges and describe the approaches followed to address them under various research problems. We also discuss open problems yet to be solved in each specific application.

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

[2]  Sotiris E. Nikoletseas,et al.  Hierarchical, collaborative wireless energy transfer in sensor networks with multiple Mobile Chargers , 2016, Comput. Networks.

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

[4]  II. L ITERATURE,et al.  MPF : Prolonging Network Lifetime of Wireless Rechargeable Sensor Networks by Mixing Partial Charge and Full Charge , 2017 .

[5]  Boleslaw K. Szymanski,et al.  Exploiting Friendship Relations for Efficient Routing in Mobile Social Networks , 2012, IEEE Transactions on Parallel and Distributed Systems.

[6]  Carlos Couto,et al.  New Perspectives for Vehicle-to-Vehicle (V2V) Power Transfer , 2018, IECON 2018 - 44th Annual Conference of the IEEE Industrial Electronics Society.

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

[8]  Antonios Argyriou,et al.  Route Optimization of Electric Vehicles Based on Dynamic Wireless Charging , 2017, IEEE Access.

[9]  Ismail Güvenç,et al.  UAV assisted public safety communications with LTE-Advanced HetNets and FeICIC , 2017, 2017 IEEE 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[10]  Christos Douligeris,et al.  Computing optimal drone positions to wirelessly recharge IoT devices , 2018, IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[11]  Cecilia Mascolo,et al.  Evolution and sustainability of a wildlife monitoring sensor network , 2010, SenSys '10.

[12]  Eyuphan Bulut,et al.  Mitigating Range Anxiety via Vehicle-to-Vehicle Social Charging System , 2017, 2017 IEEE 85th Vehicular Technology Conference (VTC Spring).

[13]  Chunting Chris Mi,et al.  Dynamic Charging of Electric Vehicles by Wireless Power Transfer , 2016, IEEE Trans. Ind. Electron..

[14]  David H Sliney,et al.  Maximum permissible exposures for ocular safety (ANSI 2000), with emphasis on ophthalmic devices. , 2007, Journal of the Optical Society of America. A, Optics, image science, and vision.

[15]  Haojin Zhu,et al.  All your location are belong to us: breaking mobile social networks for automated user location tracking , 2013, MobiHoc '14.

[16]  Jie Wu,et al.  Collaborative Mobile Charging , 2015, IEEE Transactions on Computers.

[17]  Carrick Detweiler,et al.  Extending Wireless Rechargeable Sensor Network Life without Full Knowledge , 2017, Sensors.

[18]  Guihai Chen,et al.  Robustly Safe Charging for Wireless Power Transfer , 2018, IEEE INFOCOM 2018 - IEEE Conference on Computer Communications.

[19]  Sara Arabi,et al.  Data Gathering and Energy Transfer Dilemma in UAV-Assisted Flying Access Network for IoT , 2018, Sensors.

[20]  Dina Katabi,et al.  Magnetic MIMO: how to charge your phone in your pocket , 2014, MobiCom.

[21]  Dong In Kim,et al.  Cooperative bidding of data transmission and wireless energy transfer , 2014, 2014 IEEE Wireless Communications and Networking Conference (WCNC).

[22]  Jiming Chen,et al.  Optimal Scheduling for Quality of Monitoring in Wireless Rechargeable Sensor Networks , 2013, IEEE Transactions on Wireless Communications.

[23]  Chi Lin,et al.  Maximizing Energy Efficiency of Period-Area Coverage with UAVs for Wireless Rechargeable Sensor Networks , 2019, 2019 16th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON).

[24]  Eyuphan Bulut,et al.  Mobile Energy Balancing in Heterogeneous Opportunistic Networks , 2019, 2019 IEEE 16th International Conference on Mobile Ad Hoc and Sensor Systems (MASS).

[25]  Sotiris E. Nikoletseas,et al.  Mobility-aware, adaptive algorithms for wireless power transfer in ad hoc networks , 2018, ALGOSENSORS.

[26]  Davy Janssens,et al.  Peer to Peer Energy Trading with Electric Vehicles , 2016, IEEE Intelligent Transportation Systems Magazine.

[27]  Yunhao Liu,et al.  Sweep coverage with mobile sensors , 2008, 2008 IEEE International Symposium on Parallel and Distributed Processing.

[28]  Hongyi Wu,et al.  Low-Cost Collaborative Mobile Charging for Large-Scale Wireless Sensor Networks , 2017, IEEE Transactions on Mobile Computing.

[29]  Jiming Chen,et al.  Optimal Charging in Wireless Rechargeable Sensor Networks , 2016, IEEE Transactions on Vehicular Technology.

[30]  Zhetao Li,et al.  Consortium Blockchain for Secure Energy Trading in Industrial Internet of Things , 2018, IEEE Transactions on Industrial Informatics.

[31]  Sherali Zeadally,et al.  Wireless energy harvesting: Empirical results and practical considerations for Internet of Things , 2018, J. Netw. Comput. Appl..

[32]  Sotiris E. Nikoletseas,et al.  Interactive Wireless Charging for Energy Balance , 2016, 2016 IEEE 36th International Conference on Distributed Computing Systems (ICDCS).

[33]  K. Philips,et al.  A self-calibrating RF energy harvester generating 1V at −26.3 dBm , 2013, 2013 Symposium on VLSI Circuits.

[34]  Xiang Cheng,et al.  Flexible Energy Management Protocol for Cooperative EV-to-EV Charging , 2018, IEEE Transactions on Intelligent Transportation Systems.

[35]  Prusayon Nintanavongsa,et al.  RF-MAC: A Medium Access Control Protocol for Re-Chargeable Sensor Networks Powered by Wireless Energy Harvesting , 2014, IEEE Transactions on Wireless Communications.

[36]  Milica Stojanovic,et al.  Underwater sensor networks: applications, advances and challenges , 2012, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[37]  Haipeng Dai,et al.  Radiation Constrained Scheduling of Wireless Charging Tasks , 2017, MobiHoc.

[38]  Khaled Ben Letaief,et al.  Dynamic Computation Offloading for Mobile-Edge Computing With Energy Harvesting Devices , 2016, IEEE Journal on Selected Areas in Communications.

[39]  Eyuphan Bulut,et al.  Timely information dissemination with distributed storage in delay tolerant mobile sensor networks , 2017, 2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[40]  Sotiris Nikoletseas,et al.  An experimental evaluation of wireless power transfer protocols in mobile ad hoc networks , 2015, 2015 IEEE Wireless Power Transfer Conference (WPTC).

[41]  Ying Shirley Meng,et al.  Electrodes with High Power and High Capacity for Rechargeable Lithium Batteries , 2006, Science.

[42]  Walid Saad,et al.  Mobile Energy Sharing Networks: Performance Analysis and Optimization , 2016, IEEE Transactions on Vehicular Technology.

[43]  Zhuzhong Qian,et al.  Collaborative Interactive Wireless Charging in a Cyclic Mobispace , 2018, 2018 IEEE/ACM 26th International Symposium on Quality of Service (IWQoS).

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

[45]  Inwhee Joe,et al.  Weighted Harvest-Then-Transmit: UAV-Enabled Wireless Powered Communication Networks , 2018, IEEE Access.

[46]  Xiangke Liao,et al.  Barrier Coverage with Mobile Sensors , 2008, 2008 International Symposium on Parallel Architectures, Algorithms, and Networks (i-span 2008).

[47]  Zhigang Chen,et al.  Collaborative mobile charging policy for perpetual operation in large-scale wireless rechargeable sensor networks , 2017, Neurocomputing.

[48]  Sotiris E. Nikoletseas,et al.  Peer-to-Peer Energy-Aware Tree Network Formation , 2018, MobiWac.

[49]  Stefano Basagni,et al.  Wireless sensor networks with RF energy harvesting: Energy models and analysis , 2015, 2015 IEEE Wireless Communications and Networking Conference (WCNC).

[50]  Eyuphan Bulut,et al.  Energy Sharing Based Content Delivery in Mobile Social Networks , 2019, 2019 IEEE 20th International Symposium on "A World of Wireless, Mobile and Multimedia Networks" (WoWMoM).

[51]  Rui Zhang,et al.  Wireless powered communication networks: an overview , 2015, IEEE Wireless Communications.

[52]  Pengfei Li,et al.  A Wireless Power Interface for Rechargeable Battery Operated Medical Implants , 2007, IEEE Transactions on Circuits and Systems II: Express Briefs.

[53]  Chi Lin,et al.  3DCS: A 3-D Dynamic Collaborative Scheduling Scheme for Wireless Rechargeable Sensor Networks with Heterogeneous Chargers , 2018, 2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS).

[54]  Yilmaz Sozer,et al.  A Flexible V2V Charger as a New Layer of Vehicle-Grid Integration Framework , 2019, 2019 IEEE Transportation Electrification Conference and Expo (ITEC).

[55]  Kaibin Huang,et al.  Energy Efficient Mobile Cloud Computing Powered by Wireless Energy Transfer , 2015, IEEE Journal on Selected Areas in Communications.

[56]  Yacine Challal,et al.  Multi-hop wireless charging optimization in low-power networks , 2013, 2013 IEEE Global Communications Conference (GLOBECOM).

[57]  Theodoros A. Tsiftsis,et al.  Resource Allocation for Energy Harvesting-Powered D2D Communication Underlaying UAV-Assisted Networks , 2018, IEEE Transactions on Green Communications and Networking.

[58]  Victor C. M. Leung,et al.  A Survey on Mobile Social Networks: Applications, Platforms, System Architectures, and Future Research Directions , 2015, IEEE Communications Surveys & Tutorials.

[59]  Eyuphan Bulut,et al.  Loss-Aware Efficient Energy Balancing in Mobile Opportunistic Networks , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[60]  Marcello Chiaberge,et al.  Multipurpose UAV for search and rescue operations in mountain avalanche events , 2017 .

[61]  Erchin Serpedin,et al.  Spatio-Temporal Coordinated V2V Energy Swapping Strategy for Mobile PEVs , 2018, IEEE Transactions on Smart Grid.

[62]  Deshi Li,et al.  UAV Hovering Strategy Based on a Wirelessly Powered Communication Network , 2019, IEEE Access.

[63]  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.

[64]  Kai-Kit Wong,et al.  UAV-Assisted Relaying and Edge Computing: Scheduling and Trajectory Optimization , 2018, IEEE Transactions on Wireless Communications.

[65]  Walid Saad,et al.  Mobile Unmanned Aerial Vehicles (UAVs) for Energy-Efficient Internet of Things Communications , 2017, IEEE Transactions on Wireless Communications.

[66]  Kezhi Wang,et al.  Joint Resources and Workflow Scheduling in UAV-Enabled Wirelessly-Powered MEC for IoT Systems , 2019, IEEE Transactions on Vehicular Technology.

[67]  Reza Shokri,et al.  Evaluating the Privacy Risk of Location-Based Services , 2011, Financial Cryptography.

[68]  Panlong Yang,et al.  Near optimal bounded route association for drone-enabled rechargeable WSNs , 2018, Comput. Networks.

[69]  K. Mayaram,et al.  Efficient Far-Field Radio Frequency Energy Harvesting for Passively Powered Sensor Networks , 2008, IEEE Journal of Solid-State Circuits.

[70]  Jianping Pan,et al.  Evaluating the On-Demand Mobile Charging in Wireless Sensor Networks , 2015, IEEE Transactions on Mobile Computing.

[71]  Xiang Cheng,et al.  Stable Matching Based Cooperative V2V Charging Mechanism for Electric Vehicles , 2017, 2017 IEEE 86th Vehicular Technology Conference (VTC-Fall).

[72]  Zhu Han,et al.  Optimal Wireless Energy Charging for Incentivized Content Transfer in Mobile Publish–Subscribe Networks , 2017, IEEE Transactions on Vehicular Technology.

[73]  Lixin Shi,et al.  Wireless Power Hotspot that Charges All of Your Devices , 2015, MobiCom.

[74]  Symeon Papavassiliou,et al.  Wireless powered Public Safety IoT: A UAV-assisted adaptive-learning approach towards energy efficiency , 2018, J. Netw. Comput. Appl..

[75]  Cong Wang,et al.  Joint Mobile Data Gathering and Energy Provisioning in Wireless Rechargeable Sensor Networks , 2014, IEEE Transactions on Mobile Computing.

[76]  M. Kesler Highly Resonant Wireless Power Transfer: Safe, Efficient, and over Distance , 2013 .

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

[78]  Mohsen Guizani,et al.  Copy limited flooding over opportunistic networks , 2013, 2013 IEEE Wireless Communications and Networking Conference (WCNC).

[79]  R. Bellman Dynamic programming. , 1957, Science.

[80]  Sotiris E. Nikoletseas,et al.  Energy Aware Network Formation in Peer-to-Peer Wireless Power Transfer , 2016, MSWiM.

[81]  Sotiris E. Nikoletseas,et al.  Efficient energy management in wireless rechargeable sensor networks , 2012, MSWiM '12.

[82]  Guihai Chen,et al.  Radiation Constrained Fair Wireless Charging , 2017, 2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON).

[83]  Srdjan Lukic,et al.  Cutting the Cord: Static and Dynamic Inductive Wireless Charging of Electric Vehicles , 2013, IEEE Electrification Magazine.

[84]  Emrecan Demirors,et al.  An Acoustically Powered Battery-less Internet of Underwater Things Platform , 2018, 2018 Fourth Underwater Communications and Networking Conference (UComms).

[85]  Sotiris E. Nikoletseas,et al.  Low Radiation Efficient Wireless Energy Transfer in Wireless Distributed Systems , 2015, 2015 IEEE 35th International Conference on Distributed Computing Systems.

[86]  Pengcheng You,et al.  Efficient optimal scheduling of charging station with multiple electric vehicles via V2V , 2014, 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[87]  Sotiris E. Nikoletseas,et al.  Energy Balance with Peer-to-Peer Wireless Charging , 2016, 2016 IEEE 13th International Conference on Mobile Ad Hoc and Sensor Systems (MASS).

[88]  Miao Pan,et al.  Efficient data collection for wireless rechargeable sensor clusters in Harsh terrains using UAVs , 2014, 2014 IEEE Global Communications Conference.

[89]  Jianzhong Wu,et al.  Planning of Fast EV Charging Stations on a Round Freeway , 2016, IEEE Transactions on Sustainable Energy.

[90]  Sotiris E. Nikoletseas,et al.  Peer-to-Peer Wireless Energy Transfer in Populations of Very Weak Mobile Nodes , 2017, 2017 IEEE Wireless Communications and Networking Conference Workshops (WCNCW).

[91]  Hanif D. Sherali,et al.  Multi-Node Wireless Energy Charging in Sensor Networks , 2015, IEEE/ACM Transactions on Networking.

[92]  Boleslaw K. Szymanski,et al.  Is Crowdcharging Possible? , 2018, 2018 27th International Conference on Computer Communication and Networks (ICCCN).

[93]  Peter Biber,et al.  Plant detection and mapping for agricultural robots using a 3D LIDAR sensor , 2011, Robotics Auton. Syst..

[94]  Mike Fraser,et al.  PowerShake: Power Transfer Interactions for Mobile Devices , 2016, CHI.

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

[96]  M. Tanomura,et al.  Long distance high efficient underwater wireless charging system using dielectric-assist antenna , 2014, 2014 Oceans - St. John's.

[97]  Youlong Luo,et al.  Dynamic multi-user computation offloading for wireless powered mobile edge computing , 2019, J. Netw. Comput. Appl..

[98]  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).

[99]  Shaojie Tang,et al.  Concurrently Wireless Charging Sensor Networks with Efficient Scheduling , 2017, IEEE Transactions on Mobile Computing.

[100]  Youxian Sun,et al.  Optimal Cooperative Charging Strategy for a Smart Charging Station of Electric Vehicles , 2016, IEEE Transactions on Power Systems.

[101]  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).

[102]  Boleslaw K. Szymanski,et al.  Opportunistic wireless charging for mobile social and sensor networks , 2014, 2014 IEEE Globecom Workshops (GC Wkshps).

[103]  Rose Qingyang Hu,et al.  Computation Rate Maximization in UAV-Enabled Wireless-Powered Mobile-Edge Computing Systems , 2018, IEEE Journal on Selected Areas in Communications.

[104]  Amarsinh Vidhate,et al.  Routing in Delay Tolerant Network , 2016 .

[105]  Kemal Akkaya,et al.  Building a Private Bitcoin-Based Payment Network Among Electric Vehicles and Charging Stations , 2018, 2018 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData).

[106]  Eyuphan Bulut,et al.  Exploiting peer-to-peer wireless energy sharing for mobile charging relief , 2019, Ad Hoc Networks.

[107]  Jiming Chen,et al.  Near-Optimal Velocity Control for Mobile Charging in Wireless Rechargeable Sensor Networks , 2016, IEEE Transactions on Mobile Computing.

[108]  Swades De,et al.  Optimal Relay Placement in Two-Hop RF Energy Transfer , 2015, IEEE Transactions on Communications.

[109]  Jie Wu,et al.  Optimizing Itinerary Selection and Charging Association for Mobile Chargers , 2017, IEEE Transactions on Mobile Computing.

[110]  Kemal Akkaya,et al.  Spatio-Temporal Non-Intrusive Direct V2V Charge Sharing Coordination , 2019, IEEE Transactions on Vehicular Technology.

[111]  Carrick Detweiler,et al.  Charge selection algorithms for maximizing sensor network life with UAV-based limited wireless recharging , 2013, 2013 IEEE Eighth International Conference on Intelligent Sensors, Sensor Networks and Information Processing.

[112]  Fan Li,et al.  Mobile Crowd Wireless Charging Toward Rechargeable Sensors for Internet of Things , 2018, IEEE Internet of Things Journal.

[113]  Mohammad S. Obaidat,et al.  GTCharge: A game theoretical collaborative charging scheme for wireless rechargeable sensor networks , 2016, J. Syst. Softw..

[114]  Daji Qiao,et al.  Study of Joint Routing and Wireless Charging Strategies in Sensor Networks , 2010, WASA.

[115]  Sotiris E. Nikoletseas,et al.  Towards more Realistic Models for Wireless Power Transfer Algorithm Design , 2017, 2017 13th International Conference on Distributed Computing in Sensor Systems (DCOSS).

[116]  Abhinav Tomar,et al.  An efficient scheduling scheme for mobile charger in on-demand wireless rechargeable sensor networks , 2018, J. Netw. Comput. Appl..

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

[118]  Walid Saad,et al.  Cooperation in Delay-Tolerant Networks With Wireless Energy Transfer: Performance Analysis and Optimization , 2015, IEEE Transactions on Vehicular Technology.

[119]  Sotiris E. Nikoletseas,et al.  Wireless charging for weighted energy balance in populations of mobile peers , 2017, Ad Hoc Networks.

[120]  Janelle J. Harms,et al.  Charging-aware mobility modeling for wirelessly chargeable intermittently connected MANETs , 2017, 2017 IEEE 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[121]  Walid Saad,et al.  Finding the best friend in mobile social energy networks , 2015, 2015 IEEE International Conference on Communications (ICC).

[122]  Theofanis P. Raptis Online Social Network Information Can Influence Wireless Crowd Charging , 2019, 2019 15th International Conference on Distributed Computing in Sensor Systems (DCOSS).

[123]  Swades De,et al.  Implementation of multi-path energy routing , 2014, 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communication (PIMRC).

[124]  Yin Zhang,et al.  Secure friend discovery in mobile social networks , 2011, 2011 Proceedings IEEE INFOCOM.

[125]  Mads Haahr,et al.  Social network analysis for routing in disconnected delay-tolerant MANETs , 2007, MobiHoc '07.

[126]  Jie Wu,et al.  Collaborative Mobile Charging and Coverage , 2014, Journal of Computer Science and Technology.

[127]  Kemal Akkaya,et al.  Efficient and privacy preserving supplier matching for electric vehicle charging , 2019, Ad Hoc Networks.

[128]  S.C. Goldstein,et al.  Magnetic Resonant Coupling As a Potential Means for Wireless Power Transfer to Multiple Small Receivers , 2009, IEEE Transactions on Power Electronics.

[129]  Inkyu Lee,et al.  Minimum Throughput Maximization in UAV-Aided Wireless Powered Communication Networks , 2018, ArXiv.

[130]  Xuemin Shen,et al.  A semi-distributed V2V fast charging strategy based on price control , 2014, 2014 IEEE Global Communications Conference.

[131]  Khaled Abdelghany,et al.  Wireless Charging of Electric Vehicles in Electricity and Transportation Networks , 2018, IEEE Transactions on Smart Grid.

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

[133]  Dusit Niyato,et al.  Competitive wireless energy transfer bidding: A game theoretic approach , 2014, 2014 IEEE International Conference on Communications (ICC).

[134]  Eyuphan Bulut,et al.  Charging Skip Optimization with Peer-to-Peer Wireless Energy Sharing in Mobile Networks , 2018, 2018 IEEE International Conference on Communications (ICC).

[135]  Kemal Akkaya,et al.  An Authentication Framework for Electric Vehicle-to-Electric Vehicle Charging Applications , 2017, 2017 IEEE 14th International Conference on Mobile Ad Hoc and Sensor Systems (MASS).

[136]  Jiming Chen,et al.  Energy provisioning in wireless rechargeable sensor networks , 2011, 2011 Proceedings IEEE INFOCOM.

[137]  Boleslaw K. Szymanski,et al.  Mobile Energy Sharing through Power Buddies , 2017, 2017 IEEE Wireless Communications and Networking Conference (WCNC).

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

[139]  Yan Zhang,et al.  Enabling Localized Peer-to-Peer Electricity Trading Among Plug-in Hybrid Electric Vehicles Using Consortium Blockchains , 2017, IEEE Transactions on Industrial Informatics.

[140]  Jie Xu,et al.  UAV-Enabled Wireless Power Transfer: Trajectory Design and Energy Optimization , 2017, IEEE Transactions on Wireless Communications.

[141]  Shuang Gao,et al.  Opportunities and Challenges of Vehicle-to-Home, Vehicle-to-Vehicle, and Vehicle-to-Grid Technologies , 2013, Proceedings of the IEEE.

[142]  Guihai Chen,et al.  Using Minimum Mobile Chargers to Keep Large-Scale Wireless Rechargeable Sensor Networks Running Forever , 2013, 2013 22nd International Conference on Computer Communication and Networks (ICCCN).

[143]  Zhu Han,et al.  Content messenger selection and wireless energy transfer policy in mobile social networks , 2015, 2015 IEEE International Conference on Communications (ICC).

[144]  Djamel Djenouri,et al.  Efficient on-demand multi-node charging techniques for wireless sensor networks , 2017, Comput. Commun..

[145]  Weifa Liang,et al.  Maintaining Large-Scale Rechargeable Sensor Networks Perpetually via Multiple Mobile Charging Vehicles , 2016, ACM Trans. Sens. Networks.

[146]  Jie Xu,et al.  Wireless Powered User Cooperative Computation in Mobile Edge Computing Systems , 2018, 2018 IEEE Globecom Workshops (GC Wkshps).

[147]  Mohamed K. Watfa,et al.  Multi-Hop Wireless Energy Transfer in WSNs , 2011, IEEE Communications Letters.

[148]  Mark Zuckerberg,et al.  The Technology Behind Aquila , 2016 .

[149]  Jinfu Leng,et al.  Using a UAV to Effectively Prolong Wireless Sensor Network Lifetime with Wireless Power Transfer , 2014 .

[150]  Jie Xu,et al.  UAV-Enabled Wireless Power Transfer: Trajectory Design and Energy Region Characterization , 2017, 2017 IEEE Globecom Workshops (GC Wkshps).

[151]  Jie Xu,et al.  Throughput Maximization for UAV-Enabled Wireless Powered Communication Networks , 2018, IEEE Internet of Things Journal.

[152]  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.

[153]  Lin Zhao,et al.  Direct Vehicle-to-Vehicle Charging Strategy in Vehicular Ad-Hoc Networks , 2018, 2018 9th IFIP International Conference on New Technologies, Mobility and Security (NTMS).

[154]  Shibo He,et al.  Energy-Aware Multiple Mobile Chargers Coordination for Wireless Rechargeable Sensor Networks , 2019, IEEE Internet of Things Journal.

[155]  Sarvapali D. Ramchurn,et al.  Towards an optimal EV charging scheduling scheme with V2G and V2V energy transfer , 2016, 2016 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[156]  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.

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

[158]  Kevin R. Fall,et al.  A delay-tolerant network architecture for challenged internets , 2003, SIGCOMM '03.