2PDA: Two-phase data approximation in wireless sensor network

Abu Raihan M Kamal, Mohammad Abdur A Razzaque, Paddy Nixon

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

Wireless Sensor Network (WSN) is highly budgeted by energy since sensor nodes are mostly battery-powered and deployed in hard-to-reach area for prolonged duration. Moreover radio communication is very expensive for WSN. At the same time, a substantial portion WSN applications require periodic data collection. In this paper we investigate this issue in depth and present a solution architecture: 2PDA, that eliminates repeated transmission. The solution is founded upon temporal linear correlation among sensor data. Instead of sending each data packet we model them using method of least square that exploits temporal correlation among sensor data. 2PDA observes sensor data and performs operation parameterized by application accuracy. After successful computation only the parameters of the model are sent over the radio to the application-end or sink. We have evaluated 2PDA on real-time sensor data indicating substantial energy-savings in overall transmission. We have implemented 2PDA in TinyOS for telosb sensor node that reflects its deployment plausibility in terms of memory requirement. Finally we have proposed a simplified multi-path routing strategy to enhance the reliability of data which is of prime importance in all WSN applications.

Original languageEnglish
Title of host publicationPE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10
Pages1-8
Number of pages8
DOIs
Publication statusPublished - 20 Dec 2010
Event7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks - Bodrum, Turkey
Duration: 17 Oct 201018 Oct 2010

Publication series

NamePE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10

Conference

Conference7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks
Abbreviated titlePE-WASUN'10
CountryTurkey
CityBodrum
Period17/10/1018/10/10
OtherCo-located with MSWiM'10

Fingerprint

Wireless sensor networks
Sensors
Sensor nodes
Radio communication
Energy conservation
Data storage equipment

Cite this

Kamal, A. R. M., Razzaque, M. A. A., & Nixon, P. (2010). 2PDA: Two-phase data approximation in wireless sensor network. In PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10 (pp. 1-8). [1868591] (PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10). https://doi.org/10.1145/1868589.1868591
Kamal, Abu Raihan M ; Razzaque, Mohammad Abdur A ; Nixon, Paddy. / 2PDA : Two-phase data approximation in wireless sensor network. PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10. 2010. pp. 1-8 (PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10).
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Kamal, ARM, Razzaque, MAA & Nixon, P 2010, 2PDA: Two-phase data approximation in wireless sensor network. in PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10., 1868591, PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10, pp. 1-8, 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Bodrum, Turkey, 17/10/10. https://doi.org/10.1145/1868589.1868591

2PDA : Two-phase data approximation in wireless sensor network. / Kamal, Abu Raihan M; Razzaque, Mohammad Abdur A; Nixon, Paddy.

PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10. 2010. p. 1-8 1868591 (PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Kamal ARM, Razzaque MAA, Nixon P. 2PDA: Two-phase data approximation in wireless sensor network. In PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10. 2010. p. 1-8. 1868591. (PE-WASUN'10 - Proceedings of the 7th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, Co-located with MSWiM'10). https://doi.org/10.1145/1868589.1868591