Traffic Models for Energy Harvesting Based Wireless Sensor Networks

Author(s): Pardeep Kaur*, Preeti Singh, Balwinder S. Sohi

Journal Name: Recent Advances in Electrical & Electronic Engineering
Formerly Recent Patents on Electrical & Electronic Engineering

Volume 13 , Issue 2 , 2020

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Graphical Abstract:


Background: Energy consumption is an important parameter in wireless sensor networks since it affects the lifetime of sensor nodes.

Methods: Battery powered wireless sensor networks cannot sustain for long hence impractical for real-time applications. With energy harvesting and relevant protocols, this issue of extending the lifetime of nodes has been solved largely. The performance can be enhanced further if proper traffic analysis and modeling are done as a proactive approach.

Results: A proper understanding of the traffic dynamics provides a base for further network optimization and detection of anomalies within the network. Much of the reported work in energy harvesting based WSN till now, is to design the efficient protocols only, traffic analysis and modeling is the ignored parameter. In this paper traffic models appropriate for the energy harvesting based system have been analyzed and their performance is evaluated for a MAC protocol.

Conclusion: Results show that Weibull distribution is the most useful model for traffic modeling in energy harvesting based wireless sensor networks.

Keywords: Network protocols, sensor nodes, traffic distributions, weibull model, optimization, poisson model.

P. Kaur, B.S. Sohi, and P. Singh, "Recent Advances in MAC Protocols for the Energy Harvesting Based WSN: A Comprehensive Review", Wirel. Pers. Commun., vol. 102, no. 3, 2018.
B. Hu, J.-X. Yan, S. Huang, and J. Xu, "A positioning algorithm for wireless sensor networks based on node Hop count and kernel methods", Rec. Adv. Electric. Electron. Eng.. Vol. 10, no. 3, 2017.
A. Kochhar, K. Pardeep, S. Preeti, and S. Sharma, "Protocols for wireless sensor networks: A survey", J. Telecommun. Inf. Technol., vol. 1, pp. 77-87, 2018.
K. Daniluk, and E.N. Szynkiewicz, "A survey of energy efficient security architectures and protocols for wireless sensor networks", J. Telecommun. Inf. Technol., vol. 2012, no. 3, pp. 64-72, 2012.
Q. Wang, "Traffic analysis & modeling in wireless sensor networks and their applications on network", Netw. Protoc. Algor., vol. 2, no. 1, pp. 74-92, 2010.
Y. Xie, X. Sun, X. Chen, and Z. Jing, "An adaptive PSM mechanism in WLAN based on traffic awareness", In: 10th IEEE International Conference on Networking, Sensing and Control (ICNSC). Evry,France, 2013, pp. 568-573.
Q. Wang, "Packet traffic: A good data source for wireless sensor network modeling and anomaly detection", IEEE Netw., vol. 25, no. 3, pp. 15-21, 2011.
V. Paxson, and S. Floyd, "Wide area traffic: The failure of poisson modeling", Trans. Netw., vol. 3, no. 3, pp. 226-244, 1995.
Q. Wang, "Traffic Analysis, Modeling and Their Applications in Energy-Constrained Wireless Sensor Networks - On Network Optimization and Anomaly Detection,", Netw. Protocols Algor. Vol. 2, no. 2,2010.
A. Chakraborty, R.R. Rout, and A. Chakrabarti, "On network lifetime expectancy with realistic sensing and traffic generation Model in Wireless Sensor Networks", IEEE Sens. J., vol. 13, no. 7, pp. 2771-2779, 2013.
B. Chandrasekaran, "Survey of network traffic models, Available at:",
D.C. Harrison, W.K.G. Seah, and R. Rayudu, "Rare event detection and propagation in wireless sensor networks", ACM Comput. Surv., vol. 48, no. 4, pp. 1-22, 2016.
A.F. Agamy, and A.M. Mohamed, "Performance modeling of WSN with bursty delivery mode", arXiv Prepr. arXiv, pp. 1-12. 2017
R.C. Jaiswal, Investigation on traffic modelling and recognition techniques in computer networks. Ph.D. Thesis, chapter 3, pp. 28-60 2015.
A. Tamazian, and M. Bogachev, "Analytcal and numerical estimates of the Weibull/M/1 and Weibull/Weibull/1 queues efficiency", Proc. 2015 IEEE North West Russ. Sect. Young Res. Electr. Electron. Eng. Conf. ElConRusNW 2015. no. 2016, pp. 110–113, 2015.
M.A. Arfeen, K. Pawlikowski, D. Mcnickle, and A. Willig, "The role of the weibull distribution in internet traffic modeling", In: Proceedings of the 2013 25th International Teletraffic Congress (ITC). Shanghai, China, 2013.
M.K. Jha, A.K. Pandey, D. Pal, and A. Mohan, "An energy-efficient multi-layer MAC (ML-MAC) protocol for wireless sensor networks", AEU Int. J. Electron. Commun., vol. 65, no. 3, pp. 209-216, 2011.
"S. Kumar, P. Ranjan, R. Radhakrishnan, M.R. Tripathy," Energy efficient multichannel MAC protocol for high traffic applications in heterogeneous wireless sensor networks, “", Rec. Adv. Electric. Electron.Eng.. Vol. 10, no. 3, 2017.

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Article Details

Year: 2020
Published on: 26 April, 2020
Page: [219 - 226]
Pages: 8
DOI: 10.2174/1872212113666190306145721
Price: $25

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