Energy management in Wireless Sensor Networks: A survey

Energy management in Wireless Sensor Networks (WSNs) is of paramount importance for the remotely deployed energy stringent sensor nodes. These nodes are typically powered by attached batteries. Several battery-driven energy conservation schemes are proposed to ensure energy efficient network operation. The constraints associated to the limited battery capacity shifted the research trend towards finding alternate sources by harvesting ambient energy. This survey presents a high level taxonomy of energy management in WSNs. We analyze different battery-driven energy consumption based schemes and energy harvesting based energy provisioning schemes. We also highlight the recent breakthrough of wireless energy transference to a sensor node as an alternative to typical batteries. We recommend taking into account recent energy provisioning advancements in parallel with the traditional energy conservation approaches for a sensor network while designing energy efficient schemes.

[1]  Michele Zorzi,et al.  Geographic Random Forwarding (GeRaF) for Ad Hoc and Sensor Networks: Multihop Performance , 2003, IEEE Trans. Mob. Comput..

[2]  Deborah Estrin,et al.  Medium access control with coordinated adaptive sleeping for wireless sensor networks , 2004, IEEE/ACM Transactions on Networking.

[3]  Anantha P. Chandrakasan,et al.  An application-specific protocol architecture for wireless microsensor networks , 2002, IEEE Trans. Wirel. Commun..

[4]  Keecheon Kim,et al.  EADD: Energy Aware Directed Diffusion for Wireless Sensor Networks , 2008, 2008 IEEE International Symposium on Parallel and Distributed Processing with Applications.

[5]  Injong Rhee,et al.  Z-MAC: a hybrid MAC for wireless sensor networks , 2005, SenSys '05.

[6]  Wei Hong,et al.  Proceedings of the 5th Symposium on Operating Systems Design and Implementation Tag: a Tiny Aggregation Service for Ad-hoc Sensor Networks , 2022 .

[7]  Qi Han,et al.  Energy efficient data collection in distributed sensor environments , 2004, 24th International Conference on Distributed Computing Systems, 2004. Proceedings..

[8]  Diana Marculescu,et al.  Analysis of dynamic voltage/frequency scaling in chip-multiprocessors , 2007, Proceedings of the 2007 international symposium on Low power electronics and design (ISLPED '07).

[9]  Wei Hong,et al.  Approximate Data Collection in Sensor Networks using Probabilistic Models , 2006, 22nd International Conference on Data Engineering (ICDE'06).

[10]  Vasilis Friderikos,et al.  Cross-Layer Optimization to Maximize Fairness Among TCP Flows of Different TCP Flavors , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[11]  Cong Wang,et al.  Mobile data gathering with Wireless Energy Replenishment in rechargeable sensor networks , 2013, 2013 Proceedings IEEE INFOCOM.

[12]  Miguel A. Labrador,et al.  A3: A Topology Construction Algorithm for Wireless Sensor Networks , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[13]  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).

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

[15]  Miguel A. Labrador,et al.  Atarraya: a simulation tool to teach and research topology control algorithms for wireless sensor networks , 2009, SimuTools.

[16]  Xiaohua Jia,et al.  Energy efficient distributed connected dominating sets construction in wireless sensor networks , 2006, IWCMC '06.

[17]  Marco Di Felice,et al.  Routing and Link Layer Protocol Design for Sensor Networks with Wireless Energy Transfer , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[18]  Mani Srivastava,et al.  STEM: Topology management for energy efficient sensor networks , 2002, Proceedings, IEEE Aerospace Conference.

[19]  Tian He,et al.  Energy management in sensor networks , 2012, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[20]  John A. Stankovic,et al.  Radio-Triggered Wake-Up for Wireless Sensor Networks , 2005, Real-Time Systems.

[21]  Chenyang Lu,et al.  SPEED: a stateless protocol for real-time communication in sensor networks , 2003, 23rd International Conference on Distributed Computing Systems, 2003. Proceedings..

[22]  Wei Hong,et al.  TinyDB: an acquisitional query processing system for sensor networks , 2005, TODS.

[23]  L. Summerer,et al.  Concepts for wireless energy transmission via laser , 2008 .

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

[25]  Ke Li,et al.  Qi-ferry: Energy-constrained wireless charging in wireless sensor networks , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).

[26]  GuoYing,et al.  Transforming Agriculture through Pervasive Wireless Sensor Networks , 2007 .

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

[28]  Philip S. Yu,et al.  ASAP: An Adaptive Sampling Approach to Data Collection in Sensor Networks , 2007, IEEE Transactions on Parallel and Distributed Systems.

[29]  Pai H. Chou,et al.  Maximizing efficiency of solar-powered systems by load matching , 2004, Proceedings of the 2004 International Symposium on Low Power Electronics and Design (IEEE Cat. No.04TH8758).

[30]  Stephan Gruber,et al.  PermaSense: investigating permafrost with a WSN in the Swiss Alps , 2007, EmNets '07.

[31]  Jim Euchner Design , 2014, Catalysis from A to Z.

[32]  Misun Yu,et al.  REAR: Reliable Energy Aware Routing Protocol for Wireless Sensor Networks , 2007, The 9th International Conference on Advanced Communication Technology.

[33]  Paul J.M. Havinga,et al.  A Lightweight Medium Access Protocol (LMAC) for Wireless Sensor Networks: Reducing Preamble Transmissions and Transceiver State Switches , 2004 .

[34]  Z. Che-Aron,et al.  ENFAT-AODV: The fault-tolerant routing protocol for high failure rate Wireless Sensor Networks , 2010, 2010 2nd International Conference on Future Computer and Communication.

[35]  Denis Dondi,et al.  Shimmer: A wireless harvesting embedded system for active ultrasonic Structural Health Monitoring , 2010, 2010 IEEE Sensors.

[36]  Babar Nazir,et al.  Energy efficient and QoS aware routing protocol for Clustered Wireless Sensor Network , 2013, Comput. Electr. Eng..

[37]  S. Kim,et al.  Trio: enabling sustainable and scalable outdoor wireless sensor network deployments , 2006, 2006 5th International Conference on Information Processing in Sensor Networks.

[38]  Po-Wen Cheng,et al.  Design and implementation of a smart mobile robot , 2005, WiMob'2005), IEEE International Conference on Wireless And Mobile Computing, Networking And Communications, 2005..

[39]  Jie Wu,et al.  Extended Dominating Set and Its Applications in Ad Hoc Networks Using Cooperative Communication , 2006, IEEE Transactions on Parallel and Distributed Systems.

[40]  Deborah Estrin,et al.  Directed diffusion: a scalable and robust communication paradigm for sensor networks , 2000, MobiCom '00.

[41]  Diana Marculescu,et al.  Sunflower : Full-System, Embedded Microarchitecture Evaluation , 2007, HiPEAC.

[42]  Muttukrishnan Rajarajan,et al.  A1: An energy efficient topology control algorithm for connected area coverage in wireless sensor networks , 2012, J. Netw. Comput. Appl..

[43]  Ellen W. Zegura,et al.  A message ferrying approach for data delivery in sparse mobile ad hoc networks , 2004, MobiHoc '04.

[44]  John S. Heidemann,et al.  Energy transference for sensornets , 2010, SenSys '10.

[45]  Michael P. Wellman,et al.  Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems , 2006, AAMAS 2006.

[46]  Muttukrishnan Rajarajan,et al.  Poly: A reliable and energy efficient topology control protocol for wireless sensor networks , 2011, Comput. Commun..

[47]  Haiyun Luo,et al.  A two-tier data dissemination model for large-scale wireless sensor networks , 2002, MobiCom '02.

[48]  Dong Kun Noh,et al.  Minimum Variance Energy Allocation for a Solar-Powered Sensor System , 2009, DCOSS.

[49]  Pai H. Chou,et al.  Everlast: Long-life, Supercapacitor-operated Wireless Sensor Node , 2006, ISLPED'06 Proceedings of the 2006 International Symposium on Low Power Electronics and Design.

[50]  Hyung Seok Kim,et al.  Minimum-energy asynchronous dissemination to mobile sinks in wireless sensor networks , 2003, SenSys '03.

[51]  P.H. Chou,et al.  Efficient Charging of Supercapacitors for Extended Lifetime of Wireless Sensor Nodes , 2008, IEEE Transactions on Power Electronics.

[52]  Nicholas R. Jennings,et al.  A utility-based sensing and communication model for a glacial sensor network , 2006, AAMAS '06.

[53]  Sushil Jajodia,et al.  LEAP+: Efficient security mechanisms for large-scale distributed sensor networks , 2006, TOSN.

[54]  Katia Obraczka,et al.  Energy-efficient, application-aware medium access for sensor networks , 2005, IEEE International Conference on Mobile Adhoc and Sensor Systems Conference, 2005..

[55]  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.

[56]  Marina De Vos,et al.  HRTS: A Hierarchical Reactive Time Synchronization Protocol for Wireless Sensor Networks , 2013, ADHOCNETS.

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

[58]  Waylon Brunette,et al.  Data MULEs: modeling and analysis of a three-tier architecture for sparse sensor networks , 2003, Ad Hoc Networks.

[59]  Kang G. Shin,et al.  Real-time dynamic voltage scaling for low-power embedded operating systems , 2001, SOSP.

[60]  D. Law,et al.  40% efficient metamorphic GaInP∕GaInAs∕Ge multijunction solar cells , 2007 .

[61]  Nitin H. Vaidya,et al.  A wakeup scheme for sensor networks: achieving balance between energy saving and end-to-end delay , 2004, Proceedings. RTAS 2004. 10th IEEE Real-Time and Embedded Technology and Applications Symposium, 2004..

[62]  Samuel Madden,et al.  PAQ: Time Series Forecasting for Approximate Query Answering in Sensor Networks , 2006, EWSN.

[63]  Hartmut Ritter,et al.  Utilizing solar power in wireless sensor networks , 2003, 28th Annual IEEE International Conference on Local Computer Networks, 2003. LCN '03. Proceedings..

[64]  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).

[65]  David E. Culler,et al.  Versatile low power media access for wireless sensor networks , 2004, SenSys '04.

[66]  Cesare Alippi,et al.  An Adaptive System for Optimal Solar Energy Harvesting in Wireless Sensor Network Nodes , 2008, IEEE Transactions on Circuits and Systems I: Regular Papers.

[67]  Sasikanth Avancha,et al.  Security for Sensor Networks , 2004 .

[68]  Mani B. Srivastava,et al.  Adaptive Duty Cycling for Energy Harvesting Systems , 2006, ISLPED'06 Proceedings of the 2006 International Symposium on Low Power Electronics and Design.

[69]  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.

[70]  Peter I. Corke,et al.  Transforming Agriculture through Pervasive Wireless Sensor Networks , 2007, IEEE Pervasive Computing.

[71]  Charles E. Perkins,et al.  Ad-hoc on-demand distance vector routing , 1999, Proceedings WMCSA'99. Second IEEE Workshop on Mobile Computing Systems and Applications.

[72]  Albert Y. Zomaya,et al.  DLS: A dynamic local stitching mechanism to rectify transmitting path fragments in wireless sensor networks , 2013, J. Netw. Comput. Appl..

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

[74]  Dong Kun Noh,et al.  AdaptSens: An Adaptive Data Collection and Storage Service for Solar-Powered Sensor Networks , 2009, 2009 30th IEEE Real-Time Systems Symposium.

[75]  Qing Wu,et al.  An adaptive scheduling and voltage/frequency selection algorithm for real-time energy harvesting systems , 2009, 2009 46th ACM/IEEE Design Automation Conference.

[76]  Andrew G. Barto,et al.  Adaptive Control of Duty Cycling in Energy-Harvesting Wireless Sensor Networks , 2007, 2007 4th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks.

[78]  Wei Hong,et al.  Model-Driven Data Acquisition in Sensor Networks , 2004, VLDB.

[79]  Anantha Chandrakasan,et al.  Dynamic Power Management in Wireless Sensor Networks , 2001, IEEE Des. Test Comput..

[80]  Katia Obraczka,et al.  Energy-Efficient, Collision-Free Medium Access Control for Wireless Sensor Networks , 2006 .

[81]  Luca Benini,et al.  Adaptive Power Management for Environmentally Powered Systems , 2010, IEEE Transactions on Computers.

[82]  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.

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

[84]  Deborah Estrin,et al.  Geography-informed energy conservation for Ad Hoc routing , 2001, MobiCom '01.

[85]  Deborah Estrin,et al.  ASCENT: Adaptive Self-Configuring sEnsor Networks Topologies , 2002, Proceedings.Twenty-First Annual Joint Conference of the IEEE Computer and Communications Societies.

[86]  Mahmut C. Selekoglu,et al.  How to be Energy Efficient , 2008 .

[87]  Alagan Anpalagan,et al.  A detailed review of energy-efficient medium access control protocols for mobile sensor networks , 2010, Comput. Electr. Eng..

[88]  Yong Wang,et al.  Energy-efficient computing for wildlife tracking: design tradeoffs and early experiences with ZebraNet , 2002, ASPLOS X.

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

[90]  Guofang Nan,et al.  An Energy-Efficient and Fault-Tolerant Convergecast Protocol in Wireless Sensor Networks , 2012, Int. J. Distributed Sens. Networks.

[91]  A. Kansal,et al.  An environmental energy harvesting framework for sensor networks , 2003, Proceedings of the 2003 International Symposium on Low Power Electronics and Design, 2003. ISLPED '03..

[92]  Tomasz Imielinski,et al.  Prediction-based monitoring in sensor networks: taking lessons from MPEG , 2001, CCRV.

[93]  Umberto Spagnolini,et al.  Medium Access Control Protocols for Wireless Sensor Networks with Energy Harvesting , 2011, IEEE Transactions on Communications.

[94]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[95]  David Atienza,et al.  Prediction and management in energy harvested wireless sensor nodes , 2009, 2009 1st International Conference on Wireless Communication, Vehicular Technology, Information Theory and Aerospace & Electronic Systems Technology.

[96]  David D. L. Mascarenas "Mobile host" wireless sensor networks : a new sensor network paradigm for structural health monitoring applications , 2008 .

[97]  Emanuel Melachrinoudis,et al.  Controlled sink mobility for prolonging wireless sensor networks lifetime , 2008, Wirel. Networks.

[98]  Dusit Niyato,et al.  Sleep and Wakeup Strategies in Solar-Powered Wireless Sensor/Mesh Networks: Performance Analysis and Optimization , 2007, IEEE Transactions on Mobile Computing.

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

[100]  Robert Tappan Morris,et al.  Span: An Energy-Efficient Coordination Algorithm for Topology Maintenance in Ad Hoc Wireless Networks , 2002, Wirel. Networks.

[101]  P.L. Chapman,et al.  Comparison of Photovoltaic Array Maximum Power Point Tracking Techniques , 2007, IEEE Transactions on Energy Conversion.

[102]  Hassaan Khaliq Qureshi,et al.  TRW: An energy storage capacity model for energy harvesting sensors in wireless sensor networks , 2014, 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communication (PIMRC).

[103]  Chien-Chung Shen,et al.  Sensor information networking architecture and applications , 2001, IEEE Wirel. Commun..

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

[105]  Hongseok Yoo,et al.  Dynamic Duty-Cycle Scheduling Schemes for Energy-Harvesting Wireless Sensor Networks , 2012, IEEE Communications Letters.

[106]  Gang Zhou,et al.  VigilNet: An integrated sensor network system for energy-efficient surveillance , 2006, TOSN.

[107]  Samuel Madden,et al.  An energy-efficient querying framework in sensor networks for detecting node similarities , 2006, MSWiM '06.

[108]  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).

[109]  David E. Culler,et al.  Telos: enabling ultra-low power wireless research , 2005, IPSN 2005. Fourth International Symposium on Information Processing in Sensor Networks, 2005..

[110]  Matthew Lease,et al.  Making Sensor Networks Practical with Robots , 2002, Pervasive.

[111]  Bhaskar Krishnamachari,et al.  An adaptive energy-efficient and low-latency MAC for data gathering in wireless sensor networks , 2004, 18th International Parallel and Distributed Processing Symposium, 2004. Proceedings..

[112]  Antonis Kalis,et al.  HYMAC: Hybrid TDMA/FDMA Medium Access Control Protocol for Wireless Sensor Networks , 2007, 2007 IEEE 18th International Symposium on Personal, Indoor and Mobile Radio Communications.

[113]  Joseph A. Paradiso,et al.  Energy scavenging for mobile and wireless electronics , 2005, IEEE Pervasive Computing.

[114]  B. Scrosati,et al.  Lithium polymer batteries , 1993 .