Maximum likelihood localization of a diffusive point source using binary observations

IEEE Transactions on Signal Processing

Volumn 55, Issue 2, 2007, Pages 665-676

  Vijayakumaran, Saravanan ^a   Levinbook, Yoav ^a   Wong, Tan F ^a  

^a UNIVERSITY OF FLORIDA   (United States)

Author keywords

Diffusive source; Estimation theory; Gas sensors; Maximum likelihood estimation; Source localization

Indexed keywords

BATCH DATA PROCESSING; BINARY IMAGES; MAXIMUM LIKELIHOOD ESTIMATION; REAL TIME CONTROL;

DIFFUSIVE SOURCE; SOURCE LOCALIZATION;

SENSOR NETWORKS;

EID: 33847626363     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2006.885770     Document Type: Article

References (19)

1. A. Hero, "Highlights of statistical and array signal processing," IEEE Signal Process. Mag., vol. 15, pp. 21-64, Sep. 1998.
2. J. C. Chen, K. Yao, and R. E. Hudson, "Source localization and beam-forming," IEEE Signal Process. Mag., vol. 19, pp. 30-39, Mar. 2002.
3. A. Nehoraj, B. Porat, and E. Paldi, "Detection and localization of vapor-emitting sources," IEEE Trans. Signal Process., vol. 43, pp. 243-253, Jan. 1995.
4. B. Porat and A. Nehorai, "Localizing vapor-enmitting sources by moving sensors," IEEE Trans. Signal Process., vol. 44, no. 4, pp. 1018-1021, Apr. 1996.
5. A. Jeremić and A. Nehorai, "Design of chemical sensor arrays for monitoring disposal sites on the ocean floor," IEEE Trans. Ocean Eng., vol. 23, pp. 334-343, Oct. 1998.
6. T. Zhao and A. Nehorai, "Detection and localization of a moving biochemical source in a semi-infinite medium," in Proc. IEEE Sensor Array and Multichannel Signal Processing Workshop, Sitges, Barcelona, Spain, Jul. 2004, pp. 30-37.
7. A. Jeremić and A. Nehorai, "Detection and estimation of biomedocal sources in arbitrary 2D enviroments," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP'05), Philadelphia, PA, Mar. 2005, pp. 1013-1016.
8. G. L. Rosen and P. E. Hasler, "Biologically-inspired odor localization using beamfornimg," in Proc. 2nd IEEE Genomic Signal Processing Workshop (GENSIPS), Baltimore, MD, May 2004.
9. J. Matthes, L. Groll, and H. B. Keller, "Source localization by spatially distributed electronic noses for advection and diffusion," IEEE Trans. Signal Process., vol. 53, no. 5, pp. 1711-1719, May 2005.
10. E. B. Fox, "Detection and Localization of Aerosol Releases From Sparse Sensor Measurements," M.Eng. thesis, Elect. Eng. Comp. Sci. Dept., Mass. Inst. Technol., Cambridge, Jun. 2001.
11. F. Gustafsson and F. Gunnarsson, "Mobile positioning using wireless networks," IEEE Signal Process. Mag., vol. 22, no. 4, pp. 41-53, July 2005.
12. M. Basseville and I. V. Nikiforov, Detection of Abrupt Changes: Theory and Applications. Englewood Cliffs, NJ: Prentice-Hall, 1993.
13. R. Ghez, A Primer of Diffusion Problems. New York: Wiley, 1988.
14. J. Crank, The Mathematics of Diffusion. Oxford, U.K.: Oxford Univ. Press, 1975.
15. H. V. Poor, An Introduction to Signal Detection and Estimation. New York: Springer-Verlag, 1994.
16. B. Hoadley, "Asymptotic properties of maximum likelihood estimators for the independent not identically distributed case," Ann. Math. Statist., vol. 42, no. 6, pp. 1977-1991, 1971.
17. S. M. Kay, Fundamentals of Statistical Signal Processing: Estimation Theory. Englewood Cliffs, NJ: Prentice-Hall, 1993.
18. W. Rudin, Principles of Mathematical Analysis, 3rd ed. New York: McGraw-Hill, 1976.
19. D. Williams, Probability with Martingales. Cambridge, UK.: Cambridge Univ. Press, 1991.