Energy and activity monitoring over wireless sensor networks

Wireless sensor networks are one the most challenging fields in computer science and networking in particular with the exposition of Internet of things. The energy management is a crucial issue on wireless sensor network since it has a real influence on then network lifetime. Since such networks are used for many sensitive applications, they need to guarantee some quality of service requirements as continuous connectivity or continuous monitoring or balanced energy consumption over all the network nodes. In this paper, we suggest an algorithm which monitors the energy consumption of all nodes (in relation with their main activity: communication). We present an activity model of the network and evaluate how the remaining energy behaves. Our main objective is to predict (after a learning step) the energy consumption of all the nodes. Then, various techniques could be used to find a cure to such troubles (wake up sleeping neighbor nodes, increasing radio ranges of some neighbor nodes, etc). Simulations have shown interesting results, and large‐scale evaluation has to be undertaken to confirm the early results. Copyright © 2017 John Wiley & Sons, Ltd.

[1]  Azzedine Boukerche,et al.  Performance Evaluation of Routing Protocols for Ad Hoc Wireless Networks , 2004, Mob. Networks Appl..

[2]  Timo Hämäläinen,et al.  Performance analysis of IEEE 802.15.4 and ZigBee for large-scale wireless sensor network applications , 2006, PE-WASUN '06.

[3]  Stefano Chessa,et al.  Wireless sensor networks: A survey on the state of the art and the 802.15.4 and ZigBee standards , 2007, Comput. Commun..

[4]  Nadeem Javaid,et al.  Evaluating wireless proactive routing protocols under scalability and traffic constraints , 2012, 2012 IEEE International Conference on Communications (ICC).

[5]  D. Janaki Ram,et al.  Distributed collaboration for event detection in wireless sensor networks , 2005, MPAC '05.

[6]  Mihaela Cardei,et al.  Sensor Deployment for Composite Event Detection in Mobile WSNs , 2008, WASA.

[7]  Jong Hyun Lim,et al.  Wireless Medical Sensor Networks in Emergency Response: Implementation and Pilot Results , 2008, 2008 IEEE Conference on Technologies for Homeland Security.

[8]  S. Venkatesan,et al.  Accelerometer-based human abnormal movement detection in wireless sensor networks , 2007, HealthNet '07.

[9]  Hacène Fouchal,et al.  Slot scheduling for wireless sensor networks , 2012, J. Comput. Methods Sci. Eng..

[10]  Jalel Ben-Othman,et al.  Towards a classification of energy aware MAC protocols for wireless sensor networks , 2009 .

[11]  Sang Hyuk Son,et al.  TMMAC: An Energy Efficient Multi-Channel MAC Protocol for Ad Hoc Networks , 2007, 2007 IEEE International Conference on Communications.

[12]  Jalel Ben-Othman,et al.  Energy efficient and QoS based routing protocol for wireless sensor networks , 2010, J. Parallel Distributed Comput..

[13]  Marc Bui,et al.  Competitive clustering algorithms based on ultrametric properties , 2013, J. Comput. Sci..

[14]  Hacène Fouchal,et al.  Slot Assignment over Wireless Sensor Networks , 2011, 2011 IEEE Global Telecommunications Conference - GLOBECOM 2011.

[15]  John A. Stankovic,et al.  ALARM-NET: Wireless Sensor Networks for Assisted-Living and Residential Monitoring , 2006 .

[16]  Hacène Fouchal,et al.  Efficient Communications over Wireless Sensor Networks , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[17]  Matt Welsh,et al.  Sensor networks for medical care , 2005, SenSys '05.

[18]  Maria Calle,et al.  MAC Protocols Used by Wireless Sensor Networks and a General Method of Performance Evaluation , 2012, Int. J. Distributed Sens. Networks.

[19]  Bernhard E. Boser,et al.  A training algorithm for optimal margin classifiers , 1992, COLT '92.

[20]  Adam Dunkels,et al.  Increasing ZigBee network lifetime with X-MAC , 2008, REALWSN '08.

[21]  Michel Herbin,et al.  Linking Data According to Their Degree of Representativeness (DoR) , 2015, EAI Endorsed Trans. Ind. Networks Intell. Syst..

[22]  Koen Langendoen,et al.  Energy-Efficient Medium Access Control , 2005, Embedded Systems Handbook.

[23]  Eric Anderson,et al.  X-MAC: a short preamble MAC protocol for duty-cycled wireless sensor networks , 2006, SenSys '06.

[24]  John A. Stankovic,et al.  Context-aware wireless sensor networks for assisted living and residential monitoring , 2008, IEEE Network.

[25]  William G. Griswold,et al.  A Wireless First Responder Handheld Device for Rapid Triage, Patient Assessment and Documentation during Mass Casualty Incidents , 2006, AMIA.

[26]  Aditya Goel,et al.  Performance Analysis of Mobile Ad-hoc Network Using AODV Protocol , 2009 .

[27]  J. Hilbe Logistic Regression Models , 2009 .

[28]  Raouf Boutaba,et al.  On Balancing Energy Consumption in Wireless Sensor Networks , 2009, IEEE Transactions on Vehicular Technology.

[29]  Jie Gao,et al.  Sparse Data Aggregation in Sensor Networks , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[30]  Hacène Fouchal,et al.  Classification of usual protocols over Wireless Sensor Networks , 2012, 2012 IEEE International Conference on Communications (ICC).

[31]  James C. Bezdek,et al.  Pattern Recognition with Fuzzy Objective Function Algorithms , 1981, Advanced Applications in Pattern Recognition.

[32]  Hichem Frigui,et al.  Clustering by competitive agglomeration , 1997, Pattern Recognit..

[33]  Rajashree V Biradar,et al.  Classification and Comparison of Routing Protocols in Wireless Sensor Networks , 2009 .

[34]  Prasant Mohapatra,et al.  Medium access control in wireless sensor networks , 2007, Comput. Networks.

[35]  Lynda Mokdad,et al.  Performance evaluation of lifetime‐driven admission control for infrastructure‐less clustered wireless networks , 2013, Concurr. Comput. Pract. Exp..

[36]  Amit N. Thakare,et al.  Performance Analysis of AODV & DSR Routing Protocol in Mobile Ad hoc Networks , 2010 .

[37]  Hacène Fouchal,et al.  Distributed backtracking algorithm based on tree decomposition over wireless sensor networks , 2013, Concurr. Comput. Pract. Exp..

[38]  Hacène Fouchal,et al.  Distributed diagnosis over wireless sensors networks , 2010 .

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

[40]  Mahesh K. Marina,et al.  On-demand multipath distance vector routing in ad hoc networks , 2001, Proceedings Ninth International Conference on Network Protocols. ICNP 2001.

[41]  Charles E. Perkins,et al.  Performance comparison of two on-demand routing protocols for ad hoc networks , 2001, IEEE Wirel. Commun..

[42]  M. Herbin,et al.  Data Representativeness Based on Fuzzy Set Theory , 2010 .

[43]  Charles E. Perkins,et al.  Ad hoc On-Demand Distance Vector (AODV) Routing , 2001, RFC.

[44]  Leonidas J. Guibas,et al.  Sparse Data Aggregation in Sensor Networks , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.