CFP last date
20 December 2024
Call for Paper
January Edition
IJCA solicits high quality original research papers for the upcoming January edition of the journal. The last date of research paper submission is 20 December 2024

Submit your paper
Know more
The week's pick
Responsive image
Improved Shuffled Frog Leaping Algorithm with Self-Adaptive Shuffling for Fuzzy Logic PD+G Controller Optimization in Robotic Manipulators

Duc Hoang Nguyen
Random Articles
Reseach Article

Data Fusion and Data Aggregation/Summarization Techniques in WSNs: A Review

by Sakshi Chhabra, Dinesh Singh
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 121 - Number 19
Year of Publication: 2015
Authors: Sakshi Chhabra, Dinesh Singh
10.5120/21648-4755

Sakshi Chhabra, Dinesh Singh . Data Fusion and Data Aggregation/Summarization Techniques in WSNs: A Review. International Journal of Computer Applications. 121, 19 ( July 2015), 21-30. DOI=10.5120/21648-4755

@article{ 10.5120/21648-4755,
author = { Sakshi Chhabra, Dinesh Singh },
title = { Data Fusion and Data Aggregation/Summarization Techniques in WSNs: A Review },
journal = { International Journal of Computer Applications },
issue_date = { July 2015 },
volume = { 121 },
number = { 19 },
month = { July },
year = { 2015 },
issn = { 0975-8887 },
pages = { 21-30 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume121/number19/21648-4755/ },
doi = { 10.5120/21648-4755 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:08:50.716673+05:30
%A Sakshi Chhabra
%A Dinesh Singh
%T Data Fusion and Data Aggregation/Summarization Techniques in WSNs: A Review
%J International Journal of Computer Applications
%@ 0975-8887
%V 121
%N 19
%P 21-30
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Wireless sensor networks are energy constrained networks. Energy consumption in these networks can be reduced by processing the raw data at individual nodes through the application of suitable aggregation technique so that there is minimum amount of data that need to be transmitted towards the sink. The data aggregation functions that are applied should adhere to correctness, and should be computationally less complex considering the capabilities of the sensor nodes. In this paper, a brief survey on the present aggregation protocols and their impact, and some of the techniques that are applied at individual sensor nodes to reduce sensed data are presented.

References
  1. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless Sensor Networks: A Survey," Computer Networks: The International Journal of Computer and telecommunications Networking, Vol. 38 Issue 4, 2002
  2. F. Lewis, "Wireless Sensor Networks" Smart environments: Technologies, Protocols and Applications, pp. 11-46, 2004
  3. D. Puccinelli and M. Haenggi, "Wireless Sensor Networks: Applications and Challenges of Ubiquitous Sensing," Circuits and Systems Magazine, IEEE, Vol. 5, Issue 3, pp. 19-31, 2005
  4. Y. Obaisat, R. Braun, "On Wireless Sensor Networks: Architectures, Protocols, Applications, and Management"
  5. G. Pottie, "Wireless Sensor Networks," Information Theory Workshop, pp. 139-140, 1998
  6. J. Stankovic, "Wireless Sensor Networks," Computer IEEE, Vol. 41, Issue 10, pp. 92-95, 2008
  7. A. Abdelgawad and M. Bayoumi, "Data Fusion In WSN," Resource-Aware Data Fusion Algorithms for Wireless Sensor Networks, Lecture Notes in Electrical Engineering 118, pp. 17-35, 2012
  8. M. Vodel and W. Hardt, "Data Aggregation and Data Fusion Techniques In WSN/SANET Topologies - A Critical Discussion," TENCON 2012- 2012 IEEE Region 10 Conference, pp. 1-6, 2012
  9. B. Krishnamachari, D. Estrin, and S. Wicker, "Modeling Data-Centric Routing in Wireless Sensor Networks. ", USC Computer Engineering Technical Report CENG02-14, 2002.
  10. B. Krishnamachari, D. Estrin and S. Wicker, "The Impact of Data Aggregation In Wireless Sensor Networks," Proceeding ICDCSW '02 Proceedings of the 22nd International Conference on Distributed Computing Systems, IEEE, pp. 575-578, 2002
  11. R. Rajagopalan and P. Varshney, "Data Aggregation Techniques in Sensor Networks: A Survey," IEEE Communication Surveys & Tutorials, Vol. 8, pp. 48-63, 4th Quarter 2006
  12. P. Renjith and E. Baburaj, "An Analysis of Data Aggregation In Wireless Sensor Networks," International Conference on Radar, Communication and Computing (ICRCC), SKP Engineering College, Tiruvannamalai, TN. , India, pp. 62-71, 2012.
  13. S. Madden, M. Franklin, J. Hellerstein, W. Hong, "TAG: a tiny aggregation service for Ad hoc sensor networks". Boston?ACM Press, pp. 131-146, 2002.
  14. C. Intanagonwiwat, R. Govindan, and D. Estrin, "Directed Diffusion: A Scalable and Robust Communication Paradigm for Sensor Networks," Proc. 6th Annual Int'l. Conf. Mobile Comp. and Net. (MobiCOM '00), Aug. 2000.
  15. J. Kulik, W. R. Heinzelman, and H. Balakrishnan, "Negotiation-based Protocols for Disseminating Information in Wireless Sensor Networks," Wireless Networks, vol. 8, Mar. 2002, pp. 169–85.
  16. S. Lindsey, C. Raghavendra, "PEGASIS: Power-efficient gathering in sensor information system". In Proceeding of the IEEE Aerospace Conference. Montana: IEEE Aerospace and Electronic Systems Society, pp. 1125-1130, 2002.
  17. S. Lindsey, C. Raghavendra, K. Sivalingam, "Data gathering in sensor networks using the energy * delay metric". Proceeding of the IPDPS Workshop on Issues in Wireless Networks and Mobile Computing'01, pp. 23-27, 2001.
  18. S. Nithyakalyani and S. Kumar, "Data Aggregation in Wireless Sensor Network Using Node Clustering Algorithms - A Comparative Study" Proceedings of 2013 IEEE Conference on Information and Communication Technologies (ICT 2013)
  19. W. Heinzelman, A. Chandrakasan, H. Balakrishnan, "Energy-efficient communication protocol for wireless microsensor networks". In Proceeding of 33rd Annual Hawaii Int'l Conf. on System Sciences. Maui?IEEE Computer Society, pp. 3005-3014, 2000.
  20. D. Kumar, T. Aseri and R. Patel, "EECHDA: Energy Efficient Clustering Hierarchy and Data Accumulation For Sensor Networks" BIJIT - BVICAM's International Journal of Information Technology, Bharati Vidyapeeth's Institute of Computer Applications and Management, Vol. 2, 2010
  21. L. Xiao and Q. Liu, "A Data Fusion Using Un-even Clustering for WSN" Advanced Intelligence and Awareness Internet (AIAI 2011), pp. 216-219, 2011
  22. O. Younis and S. Fahmy, "HEED: a Hybrid, Energy-Efficient, Distributed Clustering Approach for Ad Hoc Sensor networks," IEEE Trans. Mobile Computing, vol. 3, pp. 366–79, 2004
  23. L. Yu, N. Wang, W. Xhang and C. Xheng, "GROUP: a Grid-clustering Routing Protocol for Wireless Sensor Networks," Wireless Communications, Networking and Mobile Computing, pp. 1-5, 2006
  24. Y. Chen, J. Shu, S. Zhang, L. Liu and L. Sun, "Data Fusion In Wireless Sensor Networks," Electronic Commerce and Security, Vol. 2, pp. 504-509, 2009
  25. Y. Zhu, W. Wu, J. Pan, Y. Tang, "An energy-efficient data gathering algorithm to prolong lifetime of wireless sensor networks," Computer Communications, Vol. 33, pp. 639–647, 2010
  26. B. Beheshti and H. Michel, "Middleware/API and Data Fusion in Wireless Sensor Networks," Systems, Applications and Technology Conference (LISAT), IEEE, pp. 1-4, 2011
  27. L. Li and L. Wei-jia, "The analysis of data fusion energy consumption in WSN," 2011 International Conference on System Science, Engineering Design and Manufacturing Informatization (ICSEM), Vol. 1,pp. 310-313, 2011
  28. N. Patil and P. Patil, "Data Aggregation in Wireless Sensor Network," IEEE International Conference on Computational Intelligence and Computing Research, 2010
  29. J. Chen, G. Pandurangan and D. Xu, "Robust Computation of Aggregates in Wireless Sensor Networks: Distributed Randomized Algorithms and Analysis," Information Processing in Sensor Networks, IEEE,pp. 348 – 355, 2005.
  30. W. Sung, Y. Liu, J. Chen and C. Chen, "Enhance the Efficient of WSN Data Fusion by Neural Networks Training Process" Computer Communication Control and Automation (3CA), IEEE, vol. 2, pp. 373 - 376, 2010.
  31. Kulakov, D. Davcev and G. Trajkovski "Application of Wavelet Neural-Networks in Wireless Sensor Networks," Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, 2005 and First ACIS International Workshop on Self-Assembling Wireless Networks,IEEE, pp. 262 – 267,2005 IEEE
  32. D. Singhal and R. Garimella, "Simple Median Based Information Fusion in Wireless Sensor network International Conference on Computer Communication and Informatics, 2012.
  33. J. Bahi, A. Makhoul and M. Medlej, "Data Aggregation for Periodic Sensor Networks Using Sets Similarity Functions," Wireless Communications and Mobile Computing Conference ,IEEE, pp. 559 – 564,2011.
Index Terms

Computer Science
Information Sciences

Keywords

Wireless sensor networks data fusion data aggregation

Powered by PhDFocusTM