Separating the wheat from the chaff: Practical anomaly detection schemes in ecological applications of distributed sensor networks

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4549 LNCS, Issue , 2007, Pages 223-239

  Bettencourt, Luís M A ^a   Hagberg, Aric A ^a   Larkey, Levi B ^b  

^a LOS ALAMOS NATIONAL LABORATORY   (United States)

^b LOS ALAMOS NATIONAL LABORATORY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANOMALY DETECTION; DIGITAL STORAGE; DISTRIBUTED COMPUTER SYSTEMS; ECOLOGY; MEASUREMENT ERRORS; PROBABILITY DISTRIBUTIONS; SOIL MOISTURE;

BAYESIAN CLASSIFICATION; CONSECUTIVE MEASUREMENTS; DISTRIBUTED SENSOR NETWORKS; PHYSICAL QUANTITIES; POTENTIAL MEASUREMENTS; SPATIOTEMPORAL COHERENCE; STATISTICAL DISTRIBUTION; STATISTICAL SIGNIFICANCE TEST;

WIRELESS SENSOR NETWORKS;

EID: 38149017263     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-73090-3_15     Document Type: Conference Paper

References (30)

1. Szewczyk, R., Osterweil, E., Polastre, J., Hamilton, M., Mainwaring, A., Estrin, D.: Habitat monitoring with sensor networks. Communications of the ACM 47(6), 34-40 (2004)
2. Delin, K.A.: Sensor Webs in the wild. In: Bulusu, N., Jha, S. (eds.) Wireless Sensor Networks: A Systems Perspective. Artech House (2005)
3. Marzullo, K.: Tolerating failures of continuous-valued sensors. ACM Trans. Comput. Syst. 8(4), 284-304 (1990)
4. Elnahrawy, E., Nath, B.: Cleaning and querying noisy sensors. In: Proceedings of the Second ACM International Workshop on Wireless Sensor Networks and Applications (September 2003)
5. Bychkovskiy, V., Megerian, S., Estrin, D., Potkonjak, M.: A collaborative approach to inplace sensor calibration. In: Zhao, F., Guibas, L.J. (eds.) IPSN 2003. LNCS, vol. 2634, pp. 301-316. Springer, Heidelberg (2003)
6. Sharma, A., Leana Golubchik, R.G.: On the prevalence of sensor faults in real world deployments. In: Proceedings of the IEEE Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON) (June 2007)
7. Jeffery, S.R., Alonso, G., Franklin, M.J., Hong, W., Widom, J.: Declarative support for sensor data cleaning. In: Fishkin, K.P., Schiele, B., Nixon, P., Quigley, A. (eds.) PERVASIVE 2006. LNCS, vol. 3968, pp. 83-100. Springer, Heidelberg (2006)
8. Estrin, D., Culler, D., Pister, K., Sukhatme, G.: Connecting the physical world with pervasive networks. IEEE Pervasive Computing 1(1), 59-69 (2002)
9. Tulone, D., Madden, S.: An energy-efficient querying framework in sensor networks for detecting node similarities. In: MSWiM'06 (2006)
10. Delin, K.A.: The Sensor Web: A macro-instrument for coordinated sensing. Sensors 2, 270-285 (2002)
11. Delin, K.A., Jackson, S.P., Johnson, D.W., Burleigh, S.C., Woodrow, R.R., McAuley, J.M., Dohm, J.M., Ip, F., Ferre, T.P.A., Rucker, D.F., Baker, V.R.: Environmental studies with the Sensor Web: Principles and practice. Sensors 5, 103-117 (2005)
12. Meguerdichian, S., Slijepcevic, S., Karayan, V., Potkonjak, M.: Localized algorithms in wireless ad-hoc networks: Location discovery and sensor exposure. In: Proceedings of MobiHOC 2001, Long Beach, CA, pp. 106-116 (2001)
13. Collins, S.L., Bettencourt, L.M.A., Hagberg, A., Brown, R.F., Moore, D.I., Delin, K.A.: New opportunities in ecological sensing using wireless sensor networks. Frontiers in Ecology 4(8), 402-407 (2006)
14. Szewczyk, R., Polastre, J., Mainwaring, A., Culler, D.: Lessons from a sensor network expedition. In: Karl, H., Wolisz, A., Willig, A. (eds.) Wireless Sensor Networks. LNCS, vol. 2920, Springer, Heidelberg (2004)
15. Ramanathan, N., Balzano, L., Burt, M., Estrin, D., Harmon, T., Harvey, C., Jay, J., Kohler, E., Rothenberg, S., Srivastava, M.: Rapid deployment with confidence:calibration and fault detection in environmental sensor networks. Technical Report 62, CENS, UCLA (2006)
16. Werner-Allen, G., Lorincz, K., Johnson, J., Lees, J., Welsh, M.: Fidelity and yield in a volcano monitoring sensor network. In: Proceedings of the 7th USENIX Symposium on Operating Symposium (OSDI 2006) (2006)
17. Deshpande, A., Guestrin, C., Madden, S.R., Hellerstein, J.M., Hong, W.: Model-driven data acquisition in sensor networks. In: 30th International Conference on Very Large Data Bases, pp. 588-599 (2004)
18. Liu, K., Sayeed, A.: Asymptotically optimal decentralized type-based detection in wireless sensor networks. In: Acoustics, Speech, and Signal Processing, IEEE International Conference (ICASSP '04), vol. 3, pp. 873-876 (2004)
19. Gupta, H., Navda, V., Das, S.R., Chowdhary, V.: Efficient gathering of correlated data in sensor networks. In: MobiHoc '05: Proceedings of the 6th ACM international symposium on Mobile ad hoc networking and computing, pp. 402-413. ACM Press, New York (2005)
20. Radke, R.J., Andra, S., Al-Kofahi, O., Roysam, B.: Image change detection algorithms: A systematic survey. IEEE Trans. on Image Proc. vol. 14(3) (2005)
21. Markou, M., Singh, S.: Novelty detection: A review - part 1: Statistical approaches. Signal Process. 83(12), 2481-2497 (2003)
22. Gelman, A., Carlin, J.B., Stern, H.S., Rubin, D.B.: Bayesian Data Analysis, 2nd edn. CRC Press, Boca Raton (2003)
23. Elnahrawy, E., Nath, B.: Context-aware sensors. In: Karl, H., Wolisz, A., Willig, A. (eds.) Wireless Sensor Networks. LNCS, vol. 2920, pp. 77-93. Springer, Heidelberg (2004)
24. DeGroot, M.H.: Optimal Statistical Decisions. Wiley, Chichester (2004)
25. Maybeck, P.S.: Stochastic Models, Estimation, and Control. In: Mathematics in Science and Engineering, vol. 141, Academic Press, San Diego (1979)
26. Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification, 2nd edn. Wiley, Chichester (2000)
27. Rice, W.R.: A consensus combined p-value test and the family-wide significance of component tests. Biometrics 46(2), 303-308 (1990)
28. Folks, L.J.: Combination of independent tests. In: Krishnaiah, P.R., Sen, P.K. (eds.) Handbook of Statistics 4. Nonparametric Methods, North Holland, New York (1984)
29. Lakhina, A., Crovella, M., Diot, C.: Diagnosing network-wide traffic anomalies. SIGCOMM Comput. Commun. Rev. 34(4), 219-230 (2004)
30. Hedges, L.V., Olkin, I.: Statistical Method for Meta-Analysis. Academic Press, San Diego (1985)