Energy-efficient data acquisition by adaptive sampling for wireless sensor networks

Proceedings of the 2009 ACM International Wireless Communications and Mobile Computing, Connecting the World Wirelessly, IWCMC 2009

Volumn , Issue , 2009, Pages 1146-1151

  Law, Yee Wei ^a   Chatterjea, Supriyo ^b   Jin, Jiong ^a   Hanselmann, Thomas ^a   Palaniswami, Marimuthu ^a  

^a UNIVERSITY OF MELBOURNE   (Australia)

^b UNIVERSITY OF TWENTE   (Netherlands)

Author keywords

Adaptive sampling; ARIMA; Box jenkins

Indexed keywords

DATA ACQUISITION; ENERGY EFFICIENCY; MEAN SQUARE ERROR; TIME SERIES ANALYSIS;

% REDUCTIONS; ADAPTIVE SAMPLING; ARIMA; BATTERY SUPPLY; BOX-JENKINS; ENERGY EFFICIENT; ENVIRONMENT MONITORING; HIGH POWER; POWER DEMANDS; ROOT MEAN SQUARE ERRORS;

WIRELESS SENSOR NETWORKS;

EID: 70450233574     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1582379.1582631     Document Type: Conference Paper

References (22)

1. Standard meterological data of 2007 from the NOAA's National Data Buoy Center, http://www.ndbc.noaa.gov/view-text-file.php?filename=41001h2007.txt. gz&dir=data/historical/stdmet/.
2. Intel Lab Data, http://db.csail.mit.edu/labdata/data.txt.gz.
3. H. Akaike. A new look at the statistical model identification. IEEE Trans. Automat. Contr., 19(6):716-723, Dec. 1974.
4. O. Anderson, editor. Forecasting. North-Holland Publishing Company, 1979.
5. O. Bondarenko, S. Kininmonth, and M. Kingsford. Underwater sensor networks, oceanography and plankton assemblages. In Proc. ISSNIP 2007, pages 657-662. IEEE, 2007.
6. G. E. P. Box, G. M. Jenkins, and G. C. Reinsel. Time Series Analysis: Forecasting and Control. Wiley Series in Probability and Statistics. Wiley, 4th edition, 2008.
7. S. Chatterjea and P. Havinga. An adaptive and autonomous sensor sampling frequency control scheme for energy-efficient data acquisition in wireless sensor networks. In Proc. Distributed Computing in Sensor Systems (DCOSS), volume 5067 of LNCS, pages 60-78. Springer-Verlag, 2008.
8. D. Chu, A. Deshpande, J. Hellerstein, and W. Hong. Approximate data collection in sensor networks using probabilistic models. In Proceedings of the 22nd International Conference on Data Engineering (ICDE '06), pages 48-59, Apr. 2006. IEEE.
9. A. Deshpande, C. Guestrin, S. Madden, J. Hellerstein, and W. Hong. Model-driven data acquisition in sensor networks. In Proc. VLDB'04, pages 588-599, 2004.
10. D. L. Donoho. Compressed sensing. IEEE Trans. Inform. Theory, 52(4):1289-1306, Apr. 2006.
11. A. Jain, E. Y. Chang, and Y.-F. Wang. Adaptive stream resource management using Kalman Filters. In Proc. SIGMOD '04, pages 11-22, 2004. ACM.
12. E. Keogh and S. Kasetty. On the need for time series data mining benchmarks: a survey and empirical demonstration. Data mining and knowledge discovery, 7:349-371, 2003.
13. I. Lazaridis and S. Mehrotra. Capturing sensor-generated time series with quality guarantee. In Proc. ICDE'03, pages 429-440, 2003. IEEE.
14. Y.-A. Le Borgne, S. Santini, and G. Bontempi. Adaptive model selection for time series prediction in wireless sensor networks. Signal Processing, 87(12):3010-3020, Dec. 2007.
15. C. Liu, K. Wu, and M. Tsao. Energy efficient information collection with the ARIMA model in wireless sensor networks. In Proc. GLOBECOM '05, volume 5, pages 2470-2474, 2005. IEEE.
16. O. Maron and A. W. Moore. The racing algorithm: Model selection for lazy learners. Artificial Intelligence Review, 11:193-225, 1997.
17. C. Olston, J. Jiang, and J. Widom. Adaptive filters for continuous queries over distributed data streams. In Proc. SIGMOD '03, pages 563-574, 2003. ACM.
18. P. J. Rousseuw and A. M. Leroy. Robust Reression and Outlier Detection. Wiley, 2003.
19. S. Santini and K. Römer. An adaptive strategy for quality-based data reduction in wireless sensor networks. In Proc. INSS 2006, 2006.
20. D. Tulone and S. Madden. An energy-efficient querying framework in sensor networks for detecting node similarities. In Proc. MSWiM '06, pages 191-300, 2006. ACM.
21. D. Tulone and S. Madden. Wireless Sensor Networks, volume 3868 of LNCS, chapter PAQ: Time Series Forecasting for Approximate Query Answering in Sensor Networks. Springer-Verlag, 2006.
22. W. W. Wei. ime Series Analysis: Univariate and Multivariate Methods. Addison-Wesley Publishing Company, 1990.