Energy-Efficiency in Wireless Sensor Networks : a top-down review approach

The design of sustainable wireless sensor networks (WSN) is a very challenging issue. On the one hand, energyconstrained sensors are expected to run autonomously for long periods. However, it may be cost-prohibitive to replace exhausted batteries or even impossible in hostile environments. On the other hand, unlike other networks, WSNs are designed for specific applications which range from small-size healthcare surveillance systems to large-scale environmental monitoring. Thus, any WSN deployment has to satisfy a set of requirements that differs from one application to another. In this context, a host of research work has been conducted in order to propose solutions to the energy-saving problem. This research covers several areas going from physical layer optimization to network layer solutions. So, it is not easy for the WSN designer to select the efficient solutions that should be considered in the design of application-specific WSN architecture. In this paper, we present a top-down approach study of the trade-offs between application requirements and lifetime extension that arise when designing wireless sensor networks. We first identify the main categories of applications and their specific requirements. Then we present a new classification of energy-conservation schemes found in recent literature, followed by a systematic discussion as to how these mechanisms conflict with the specific requirements. Finally, we analyse the techniques applied in WSNs to achieve trade-off between multiple requirements, such as multi-objective optimisation.

[1]  Jin Woo Jung,et al.  Cooperative transmission range extension for duty cycle-limited wireless sensor networks , 2011, 2011 2nd International Conference on Wireless Communication, Vehicular Technology, Information Theory and Aerospace & Electronic Systems Technology (Wireless VITAE).

[2]  K. Faez,et al.  UTOSPF: A distributed dynamic route guidance system based on Wireless Sensor Networks and Open Shortest Path First protocol , 2008, 2008 IEEE International Symposium on Wireless Communication Systems.

[3]  Qingfu Zhang,et al.  A multi-objective evolutionary algorithm for the deployment and power assignment problem in wireless sensor networks , 2010, Comput. Networks.

[4]  Wenjie Chen,et al.  A Realtime Dynamic Traffic Control System Based on Wireless Sensor Network , 2005, ICPP Workshops.

[5]  Aylin Yener,et al.  Communicating Using an Energy Harvesting Transmitter: Optimum Policies Under Energy Storage Losses , 2012, ArXiv.

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

[7]  JAMAL N. AL-KARAKI,et al.  Routing techniques in wireless sensor networks: a survey , 2004, IEEE Wireless Communications.

[8]  Nitin H. Vaidya,et al.  On designing MAC protocols for wireless networks using directional antennas , 2006, IEEE Transactions on Mobile Computing.

[9]  Samir Ranjan Das,et al.  Addressing Deafness and Hidden Terninal Problem in Directional Antenna based Wireless Multi-Hop Networks , 2007, 2007 2nd International Conference on Communication Systems Software and Middleware.

[10]  Li Cui,et al.  The Design and Evaluation of a Wireless Sensor Network for Mine Safety Monitoring , 2007, IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference.

[11]  Vincent W. S. Wong,et al.  An Energy-Efficient Multipath Routing Protocol for Wireless Sensor Networks , 2006, VTC Fall.

[12]  Swades De,et al.  Experimental demonstration of multi-hop RF energy transfer , 2013, 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[13]  Cem Ersoy,et al.  Wireless sensor networks for healthcare: A survey , 2010, Comput. Networks.

[14]  Alex Borges Vieira,et al.  HydroNode: A low cost, energy efficient, multi purpose node for underwater sensor networks , 2012, 37th Annual IEEE Conference on Local Computer Networks.

[15]  Jian Ren,et al.  Secure and Energy Aware Routing (SEAR) in Wireless Sensor Networks , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[16]  Anthony Tzes,et al.  Energy efficient and perceived QoS aware video routing over Wireless Multimedia Sensor Networks , 2011, Ad Hoc Networks.

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

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

[19]  Hong Zhou,et al.  Irrigation control using Wireless Underground Sensor Networks , 2012, 2012 Sixth International Conference on Sensing Technology (ICST).

[20]  Wei-Chih Hsu,et al.  A smart medication system using wireless sensor network technologies , 2011 .

[21]  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.

[22]  Indranil Gupta,et al.  AdapCode: Adaptive Network Coding for Code Updates in Wireless Sensor Networks , 2008, IEEE INFOCOM 2008 - The 27th Conference on Computer Communications.

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

[24]  Rune Fensli,et al.  A wearable ECG-recording system for continuous arrhythmia monitoring in a wireless tele-home-care situation , 2005, 18th IEEE Symposium on Computer-Based Medical Systems (CBMS'05).

[25]  Pramod K. Varshney,et al.  Data-aggregation techniques in sensor networks: a survey , 2006, IEEE Communications Surveys & Tutorials.

[26]  Olivier Festor,et al.  Energy-based routing metric for RPL , 2013 .

[27]  Antonio Alfredo Ferreira Loureiro,et al.  Transmission power control techniques for wireless sensor networks , 2007, Comput. Networks.

[28]  Adel Ali Ahmed,et al.  An enhanced real-time routing protocol with load distribution for mobile wireless sensor networks , 2013, Comput. Networks.

[29]  Chwan-Lu Tseng,et al.  A GSM-based remote wireless automatic monitoring system for field information: A case study for ecological monitoring of the oriental fruit fly, Bactrocera dorsalis (Hendel) , 2008 .

[30]  Kamalrulnizam Abu Bakar,et al.  Multipath Routing in Wireless Sensor Networks: Survey and Research Challenges , 2012, Sensors.

[31]  D. Kivanc,et al.  Efficient routing for correlated data in wireless sensor networks , 2008, MILCOM 2008 - 2008 IEEE Military Communications Conference.

[32]  Jörg Widmer,et al.  In-network aggregation techniques for wireless sensor networks: a survey , 2007, IEEE Wireless Communications.

[33]  Weisong Shi,et al.  Using Wireless Sensor Networks for Fire Rescue Applications: Requirements and Challenges , 2006, 2006 IEEE International Conference on Electro/Information Technology.

[34]  Andrea J. Goldsmith,et al.  Energy-constrained modulation optimization , 2005, IEEE Transactions on Wireless Communications.

[35]  Shahram Latifi,et al.  A survey on data compression in wireless sensor networks , 2005, International Conference on Information Technology: Coding and Computing (ITCC'05) - Volume II.

[36]  Weifeng Chen,et al.  COCA: Constructing optimal clustering architecture to maximize sensor network lifetime , 2013, Comput. Commun..

[37]  Vedat Coskun,et al.  Wireless sensor networks for underwater survelliance systems , 2006, Ad Hoc Networks.

[38]  Depei Qian,et al.  CLEEP: A Novel Cross-Layer Energy-Efficient Protocol for Wireless Sensor Networks , 2008, 2008 4th International Conference on Wireless Communications, Networking and Mobile Computing.

[39]  Hua Qin,et al.  An integrated network of roadside sensors and vehicles for driving safety: Concept, design and experiments , 2010, 2010 IEEE International Conference on Pervasive Computing and Communications (PerCom).

[40]  Ramesh Rajagopalan Multi-objective optimization algorithms for sensor network design , 2010, 2010 IEEE 11th Annual Wireless and Microwave Technology Conference (WAMICON).

[41]  Ian F. Akyildiz,et al.  BorderSense: Border patrol through advanced wireless sensor networks , 2011, Ad Hoc Networks.

[42]  Harish Sethu,et al.  Cooperative topology control with adaptation for improved lifetime in wireless ad hoc networks , 2012, 2012 Proceedings IEEE INFOCOM.

[43]  Kavi Kumar Khedo,et al.  A Wireless Sensor Network Air Pollution Monitoring System , 2010, ArXiv.

[44]  Wendi B. Heinzelman,et al.  Passive wake-up radios: From devices to applications , 2013, Ad Hoc Networks.

[45]  Ameer Ahmed Abbasi,et al.  A survey on clustering algorithms for wireless sensor networks , 2007, Comput. Commun..

[46]  Xuemin Shen,et al.  Design principles and improvement of cost function based energy aware routing algorithms for wireless sensor networks , 2012, Comput. Networks.

[47]  Andrea J. Goldsmith,et al.  Energy-efficiency of MIMO and cooperative MIMO techniques in sensor networks , 2004, IEEE Journal on Selected Areas in Communications.

[48]  Aria Nosratinia,et al.  Cooperative communication in wireless networks , 2004, IEEE Communications Magazine.

[49]  Boleslaw K. Szymanski,et al.  Energy Efficient Collision Aware Multipath Routing for Wireless Sensor Networks , 2009, 2009 IEEE International Conference on Communications.

[50]  Max Q.-H. Meng,et al.  Wireless Assistive Sensor Networks for the Deaf , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[51]  Athanasios V. Vasilakos,et al.  Energy Efficient Broadcasting Using Network Coding Aware Protocol in Wireless Ad Hoc Network , 2011, 2011 IEEE International Conference on Communications (ICC).

[52]  Jing Yang,et al.  Energy Cooperation in Energy Harvesting Communications , 2013, IEEE Transactions on Communications.

[53]  Liqi Shi,et al.  Cross-layer optimization with cooperative communication for minimum power cost in packet error rate constrained wireless sensor networks , 2012, Ad Hoc Networks.

[54]  H. T. Mouftah,et al.  Suresense: sustainable wireless rechargeable sensor networks for the smart grid , 2012, IEEE Wireless Communications.

[55]  Fotini-Niovi Pavlidou,et al.  A MAC protocol for low-rate UWB wireless sensor networks using directional antennas , 2009, Comput. Networks.

[56]  Dirk Pesch,et al.  InRout - A QoS aware route selection algorithm for industrial wireless sensor networks , 2012, Ad Hoc Networks.

[57]  Hong-Ning Dai Throughput and delay in wireless sensor networks using directional antennas , 2009, 2009 International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP).

[58]  Carlos Muñoz,et al.  Original paper: ZigBee-based wireless sensor network localization for cattle monitoring in grazing fields , 2010 .

[59]  Alagan Anpalagan,et al.  Energy-Efficient Cognitive Radio Sensor Networks: Parametric and Convex Transformations , 2013, Sensors.

[60]  JeongGil Ko,et al.  Wireless Sensor Networks for Healthcare , 2010, Proceedings of the IEEE.

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

[62]  Stamatis Voliotis,et al.  Energy-aware secure routing for large wireless sensor networks , 2009 .

[63]  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.

[64]  Yacine Challal,et al.  Wireless sensor networks for rehabilitation applications: Challenges and opportunities , 2013, J. Netw. Comput. Appl..

[65]  Sudharman K. Jayaweera,et al.  Virtual MIMO-based cooperative communication for energy-constrained wireless sensor networks , 2006, IEEE Transactions on Wireless Communications.

[66]  Weifa Liang,et al.  Prolonging Network Lifetime via a Controlled Mobile Sink in Wireless Sensor Networks , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[67]  H. T. Mouftah,et al.  Wireless multimedia sensor and actor networks for the next generation power grid , 2011, Ad Hoc Networks.

[68]  Prusayon Nintanavongsa,et al.  Medium access control protocol design for sensors powered by wireless energy transfer , 2013, 2013 Proceedings IEEE INFOCOM.

[69]  Carrick Detweiler,et al.  Resonant wireless power transfer to ground sensors from a UAV , 2012, 2012 IEEE International Conference on Robotics and Automation.

[70]  Mohamed F. Younis,et al.  A survey on routing protocols for wireless sensor networks , 2005, Ad Hoc Networks.

[71]  Levente Buttyán,et al.  Cooperative packet forwarding in multi-domain sensor networks , 2005, Third IEEE International Conference on Pervasive Computing and Communications Workshops.

[72]  Chih-Yung Chang,et al.  Energy-aware node placement, topology control and MAC scheduling for wireless sensor networks , 2008, Comput. Networks.

[73]  Evangelos Kranakis,et al.  Directional Versus Omnidirectional Antennas for Energy Consumption and k-Connectivity of Networks of Sensors , 2004, OPODIS.

[74]  A. V. Patil,et al.  Underwater Sensor Network , 2012 .

[75]  Yi Xu,et al.  A survey on the communication architectures in smart grid , 2011, Comput. Networks.

[76]  Yacine Challal,et al.  Rehabilitation supervision using wireless sensor networks , 2011, 2011 IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks.

[77]  P. R. Deshmukh,et al.  Energy balancing multiple sink optimal deployment in multi-hop Wireless Sensor Networks , 2013, 2013 3rd IEEE International Advance Computing Conference (IACC).

[78]  Ricardo Campanha Carrano,et al.  Survey and Taxonomy of Duty Cycling Mechanisms in Wireless Sensor Networks , 2014, IEEE Communications Surveys & Tutorials.

[79]  Feng Xue,et al.  Multi-Objective Routing in Wireless Sensor Networks with a Differential Evolution Algorithm , 2006, 2006 IEEE International Conference on Networking, Sensing and Control.

[80]  Rajesh K. Gupta,et al.  Optimizing Energy-Latency Trade-Off in Sensor Networks with Controlled Mobility , 2009, IEEE INFOCOM 2009.

[81]  Joel J. P. C. Rodrigues,et al.  A survey on cross-layer solutions for wireless sensor networks , 2011, J. Netw. Comput. Appl..

[82]  Calvin D. Perry,et al.  A real-time wireless smart sensor array for scheduling irrigation , 2008 .

[83]  Heng Zhang,et al.  A Reliable Multipath Routing Strategy for WirelessHART Mesh Networks Using Subgraph Routing , 2013 .

[84]  Qi Qi,et al.  Wireless sensor networks in intelligent transportation systems , 2009 .

[85]  Umberto Spagnolini,et al.  Wireless sensor networks for traffic management and road safety , 2012 .

[86]  Vigneshwaran Subbaraju,et al.  Energy-Efficient Continuous Activity Recognition on Mobile Phones: An Activity-Adaptive Approach , 2012, 2012 16th International Symposium on Wearable Computers.

[87]  Dirk Pesch,et al.  Duty cycle learning algorithm (DCLA) for IEEE 802.15.4 beacon-enabled wireless sensor networks , 2012, Ad Hoc Networks.

[88]  R. Bajcsy,et al.  Wearable Sensors for Reliable Fall Detection , 2005, 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference.

[89]  Jamal N. Al-Karaki,et al.  A Cross-Layer-Based Clustered Multipath Routing with QoS-Aware Scheduling for Wireless Multimedia Sensor Networks , 2012, Int. J. Distributed Sens. Networks.

[90]  Stavros V. Georgakopoulos,et al.  Efficient wireless powering of sensors embedded in concrete via magnetic resonance , 2011, 2011 IEEE International Symposium on Antennas and Propagation (APSURSI).

[91]  Francesco Chiti,et al.  Using wireless sensor networks to support intelligent transportation systems , 2010, Ad Hoc Networks.

[92]  Cevdet Aykanat,et al.  Active node determination for correlated data gathering in wireless sensor networks , 2013, Comput. Networks.

[93]  Peng Jiang,et al.  Design of a Water Environment Monitoring System Based on Wireless Sensor Networks , 2009, Sensors.

[94]  Anis Koubaa,et al.  RPL in a nutshell: A survey , 2012, Comput. Networks.

[95]  Hideki Ochiai,et al.  A Comparison of Modulations for Energy Optimization in Wireless Sensor Network Links , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

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

[97]  Satyajayant Misra,et al.  Constrained Relay Node Placement in Energy Harvesting Wireless Sensor Networks , 2011, 2011 IEEE Eighth International Conference on Mobile Ad-Hoc and Sensor Systems.

[98]  Mohammad S. Obaidat,et al.  Connectivity preserving localized coverage algorithm for area monitoring using wireless sensor networks , 2011, Comput. Commun..

[99]  Hong Linh Truong,et al.  MQTT-S — A publish/subscribe protocol for Wireless Sensor Networks , 2008, 2008 3rd International Conference on Communication Systems Software and Middleware and Workshops (COMSWARE '08).

[100]  Chong Shen,et al.  Practical considerations for wireless sensor networks in cattle monitoring applications , 2012 .

[101]  Zhao Jindong,et al.  ELHFR: A graph routing in industrial wireless mesh network , 2009, 2009 International Conference on Information and Automation.

[102]  Ian F. Akyildiz,et al.  Wireless underground sensor networks: Research challenges , 2006, Ad Hoc Networks.

[103]  Adrian Kliks,et al.  Energy efficiency in future wireless networks: Cognitive radio standardization requirements , 2012, 2012 IEEE 17th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD).

[104]  Yu-Chee Tseng,et al.  Wireless sensor networks for emergency navigation , 2006, Computer.

[105]  Sirin Tekinay,et al.  A survey of game-theoretic approaches in wireless sensor networks , 2008, Comput. Networks.

[106]  Mohamed F. Younis,et al.  Strategies and techniques for node placement in wireless sensor networks: A survey , 2008, Ad Hoc Networks.

[107]  Sang Hyuk Son,et al.  ATPC: Adaptive Transmission Power Control for Wireless Sensor Networks , 2016, TOSN.

[108]  James Demmel,et al.  Health Monitoring of Civil Infrastructures Using Wireless Sensor Networks , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[109]  R. B. Patel,et al.  EEHC: Energy efficient heterogeneous clustered scheme for wireless sensor networks , 2009, Comput. Commun..

[110]  Shengyong Chen,et al.  Game Theory for Wireless Sensor Networks: A Survey , 2012, Sensors.

[111]  Bechir Hamdaoui,et al.  A Survey on Energy-Efficient Routing Techniques with QoS Assurances for Wireless Multimedia Sensor Networks , 2012, IEEE Communications Surveys & Tutorials.

[112]  Xuemin Shen,et al.  A Cross-Layer Optimization Approach for Energy Efficient Wireless Sensor Networks: Coalition-Aided Data Aggregation, Cooperative Communication, and Energy Balancing , 2007, Adv. Multim..

[113]  Pravin Varaiya,et al.  Optimal Placement of Relay Nodes for Energy Efficiency in Sensor Networks , 2006, 2006 IEEE International Conference on Communications.

[114]  Peter I. Corke,et al.  Environmental Wireless Sensor Networks , 2010, Proceedings of the IEEE.

[115]  Sajal K. Das,et al.  Data Collection in Wireless Sensor Networks with Mobile Elements: A Survey , 2011, TOSN.

[116]  Nadeem Javaid,et al.  Measuring Fatigue of Soldiers in Wireless Body Area Sensor Networks , 2013, 2013 Eighth International Conference on Broadband and Wireless Computing, Communication and Applications.

[117]  Dario Pompili,et al.  Underwater acoustic sensor networks: research challenges , 2005, Ad Hoc Networks.

[118]  L. Nachman,et al.  PIPENET: A Wireless Sensor Network for Pipeline Monitoring , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[119]  Ye Li,et al.  Cross-layer optimization for energy-efficient wireless communications: a survey , 2009 .