Adaptive Data Collection protocol for Extending Lifetime of Periodic Sensor Networks

Authors

  • Ali K. M. Al-Quraba Department of Software, College of Information Technology, University of Babylon - Iraq
  • Ali Kadhum Idrees Department of Computer Science, College of Science for Women, University of Babylon - Iraq

DOI:

https://doi.org/10.25212/lfu.qzj.2.2.11

Keywords:

Periodic Sensor Networks, Data Collection, Adaptive Sampling Rate, Network Lifetime.

Abstract

In Periodic Sensor Network (PSN), the periodic energy efficient collection of a large amount of sensed data by the sensor nodes is considered as one of the main challenges in this type of network. An adaptive sampling approach to periodic data collection is needed for energy optimization due to the limited lifetime nature of the sensor batteries. In this paper, we propose a protocol, called an Adaptive Data Collection protocol (ADaC), which collects periodically sensor readings and prolong the lifetime of a Periodic Sensor Network (PSN). The lifetime of ADaC protocol is divided into cycles. Each cycle is composed of two stages.
First, data collection. Second, sampling rate adaptation based on the similarity between periods of one cycle using Euclidean distance measure to adapt its rate of sampling according to the dynamic modification of the monitored environment. ADaC allows each sensor to adapt its sampling rate in accordance with the monitored environment conditions. We conduct extensive simulation experiments on real sensor data by applying OMNeT++ network simulator to explain the effectiveness of the ADaC protocol in comparison with a method without using adaptive sampling.

Downloads

Download data is not yet available.

References

I.F. Akyildiz, and M.C. Vuran, Wireless sensor networks, Vol. 4. John Wiley & Sons, 2010.

M. Abdelaal, O. Theel, C. Kuka, P. Zhang, Y. Gao, V. Bashlovkina, D. Nicklas, and M. Fränzle, “Improving energy efficiency in QoS-constrained wireless sensor networks,” International Journal of Distributed Sensor Networks, 2016.

A.K. Idrees, K. Deschinkel, M. Salomon, and R. Couturier, “Distributed lifetime coverage optimization protocol in wireless sensor networks,” The Journal of Supercomputing, vol. 71, no.12, pp.4578-4593, 2015.

X. Tang and J. Xu, “Adaptive data collection strategies for lifetime constrained wireless sensor networks,” IEEE Transactions on Parallel and Distributed Systems, vol. 19, no. 6, pp. 721–734, 2008.

G. Campobello, A. Segreto, and S. Serrano, “Data gathering techniques for wireless sensor networks: A comparison,” International Journal of Distributed Sensor Networks, vol. 2016, 2016.

A. Makhoul, H. Harb, and D. Laiymani, “Residual energy-based adaptive data collection approach for periodic sensor networks,” Ad Hoc Networks, vol. 35, pp. 149–160, 2015.

C. Liu, K. Wu, and M. Tsao, “Energy efficient information collection with the arima model in wireless sensor networks,” in Global Telecommunications Conference, 2005. GLOBECOM'05. IEEE, vol. 5, pp. 5–pp., 2005.

Y. W. Law, S. Chatterjea, J. Jin, T. Hanselmann, and M. Palaniswami, “Energy-efficient data acquisition by adaptive sampling for wireless sensor networks,” in Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing:

Connecting the World Wirelessly. ACM, pp. 1146–1151, 2009.

R. Willett, A. Martin, and R. Nowak, “Backcasting: adaptive sampling for sensor networks,” in Proceedings of the 3rd international symposium on Information processing in sensor networks. ACM, pp. 124–133, 2004.

S. Chatterjea and P. Havinga, “An adaptive and autonomous sensor sampling frequency control scheme for energy-efficient data acquisition in wireless sensor networks,” in International Conference on Distributed Computing in Sensor Systems. Springer, pp. 60–

, 2008.

A. Masoum, N. Meratnia, and P. J. Havinga, “An energy-efficient adaptive sampling scheme for wireless sensor networks,” in Intelligent Sensors, Sensor Networks and Information Processing, 2013 IEEE Eighth International Conference on. IEEE, pp. 231–

, 2013.

D. Laiymani and A. Makhoul, “Adaptive data collection approach for periodic sensor networks,” in 9th International Wireless Communications and Mobile Computing Conference (IWCMC). IEEE, pp. 1448–1453, 2013.

J. M. Bahi, A. Makhoul, and M. Medlej, “A two tiers data aggregation scheme for periodic sensor networks.” Adhoc & Sensor Wireless Networks, vol. 21, no. 1, 2014.

J. Lin, E. Keogh, S. Lonardi, and B. Chiu, “A symbolic representation of time series, with implications for streaming algorithms,” in Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery. ACM, pp. 2–11,

A. Varga’s, “Omnet++ discrete event simulator,” [Online] 2003, https://omnetpp.org/ (Accessed: 10 January 2017).

S. Madden, “Intel berkeley research lab,” [Online] 2004, http://db.csail.mit.edu/labdata/ labdata.html. (Accessed: 25 August 2016).

H. Harb, A. Makhoul, A. Jaber, R. Tawil, and O. Bazzi, “Adaptive data collection approach based on sets similarity function for saving energy in periodic sensor networks,” International Journal of Information Technology and Management, vol. 15, no. 4, pp.

-363, 2016.

Idrees AK, Deschinkel K, Salomon M, Couturier R. Coverage and lifetime optimization in heterogeneous energy wireless sensor networks. ICN 2014. 2014 Feb 23:60.

Idrees AK, Deschinkel K, Salomon M, Couturier R., “Perimeter-based coverage optimization to improve lifetime in wireless sensor networks,” Engineering Optimization, vol. 48, no. 11, pp. 1951-72, 2016.

Harb, H., Makhoul, A., Jaber, A., Tawil, R. and Bazzi, O., “Adaptive data collection approach based on sets similarity function for saving energy in periodic sensor networks,” International Journal of Information Technology and Management, vol. 15, no. 4, pp.346-

, 2016.

Downloads

Published

2021-01-24

How to Cite

Ali K. M. Al-Quraba, & Ali Kadhum Idrees. (2021). Adaptive Data Collection protocol for Extending Lifetime of Periodic Sensor Networks. QALAAI ZANIST JOURNAL, 2(2), 93–103. https://doi.org/10.25212/lfu.qzj.2.2.11

Issue

Section

Articles