Analyzing lateral seabed variability with Bayesian inference of seabed reflection data

Journal of the Acoustical Society of America

Volumn 126, Issue 1, 2009, Pages 56-69

  Dettmer, Jan ^a   Holland, Charles W ^b   Dosso, Stan E ^a  

^a UNIVERSITY OF VICTORIA   (Canada)

^b PENNSYLVANIA STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADJACENT SITES; BAYESIAN INFERENCE; BAYESIAN INFORMATION CRITERION; BAYESIAN INVERSION; BAYESIAN MODEL SELECTION; BHATTACHARYYA COEFFICIENT; COVARIANCE MATRICES; DATA ERRORS; DATA UNCERTAINTY; GEOACOUSTIC MODELS; GEOACOUSTICS; GEOLOGIC FEATURES; INVERSION RESULTS; MARKOV CHAIN MONTE CARLO; MEDITERRANEAN SEA; METROPOLIS-HASTINGS SAMPLINGS; MODEL SELECTION; MODEL UNCERTAINTIES; PARAMETRIZATIONS; POSTERIOR PROBABILITY; REFLECTION DATA; SPATIAL VARIABILITY; STATISTICAL VALIDATION; UNCERTAINTY ESTIMATION;

BAYESIAN NETWORKS; COVARIANCE MATRIX; ERROR STATISTICS; INFERENCE ENGINES; LEARNING ALGORITHMS; PROBABILITY DENSITY FUNCTION; PROBABILITY DISTRIBUTIONS;

UNCERTAINTY ANALYSIS;

ACOUSTICS; ARTICLE; BAYES THEOREM; CONTROLLED STUDY; MEDITERRANEAN SEA; MONTE CARLO METHOD; PRIORITY JOURNAL; SEDIMENT;

EID: 68149176469     PISSN: 00014966     EISSN: None     Source Type: Journal    
DOI: 10.1121/1.3147489     Document Type: Article

References (27)

1. J. Dettmer, S. E. Dosso, and C. W. Holland, " Model selection and Bayesian inference for high resolution seabed reflection inversion.," J. Acoust. Soc. Am. 125, 706-716 (2009). 10.1121/1.3056553
2. J. Dettmer, S. E. Dosso, and C. W. Holland, " Joint time/frequency-domain inversion of reflection data for seabed geoacoustic profiles.," J. Acoust. Soc. Am. 123, 1306-1317 (2008). 10.1121/1.2832619
3. C. W. Holland, J. Dettmer, and S. E. Dosso, " Remote sensing of sediment density and velocity gradients in the transition layer.," J. Acoust. Soc. Am. 118, 163-177 (2005). 10.1121/1.1925988 (Pubitemid 40981474)
4. A. Bhattacharyya, " On a measure of divergence between two statistical populations defined by probability distributions.," Bull. Calcutta Math. Soc. 35, 99-109 (1943).
5. C. W. Holland, R. Gauss, P. Hines, P. Nielsen, D. Ellis, J. Preston, K. D. LePage, C. H. Harrison, J. Osler, R. Nero, D. Hutt, and A. Turgut, " Boundary characterization experiment series overview.," IEEE J. Ocean. Eng. 30, 784-806 (2005). 10.1109/JOE.2005.862133 (Pubitemid 43272463)
6. A. F. M. Smith, " Bayesian computational methods.," Philos. Trans. R. Soc. London, Ser. A 337, 369-386 (1991). 10.1098/rsta.1991.0130
7. A. F. M. Smith and G. O. Roberts, " Bayesian computation via the Gibbs sampler and related Markov chain Monte Carlo methods.," J. R. Stat. Soc. 55, 3-23 (1993).
8. Markov Chain Monte Carlo in Practice, Interdisciplinary Statistics, edited by, W. R. Gills, S. Richardson, and, D. J. Spiegelhalter, (Chapman and Hall, London / CRC, Boca Raton, FL, 1996).
9. M. Sambridge and K. Mosegaard, " Monte Carlo methods in geophysical inverse problems.," Rev. Geophys. 40, 3-1-3-29 (2002). 10.1029/2000RG000089
10. D. J. C. MacKay, Information Theory, Inference, and Learning Algorithms (Cambridge University Press, Cambridge, 2003).
11. A. Tarantola, Inverse Problem Theory and Methods for Model Parameter Estimation (Siam, Philadelphia, 2005).
12. S. E. Dosso, P. L. Nielsen, and M. J. Wilmut, " Data error covariance in matched-field geoacoustic inversion.," J. Acoust. Soc. Am. 119, 208-219 (2006). 10.1121/1.2139625 (Pubitemid 43104705)
13. N. Metropolis, A. Rosenbluth, M. Rosenbluth, and A. T. A. E. Teller, " Equations of state calculations by fast computing machines.," J. Chem. Phys. 21, 1087-1092 (1953). 10.1063/1.1699114
14. W. K. Hastings, " Monte Carlo sampling methods using markov chains and their applications.," Biometrika 57, 97-109 (1970). 10.1093/biomet/57.1.97
15. S. E. Dosso, M. J. Wilmut, and A.-L. S. Lapinski, " An adaptive-hybrid algorithm for geoacoustic inversion.," IEEE J. Ocean. Eng. 26, 324-336 (2001). 10.1109/48.946507 (Pubitemid 32934119)
16. S. E. Dosso and M. J. Wilmut, " Uncertainty estimation in simulataneous Bayesian tracking and environmental inversion.," J. Acoust. Soc. Am. 124, 82-97 (2008). 10.1121/1.2918244 (Pubitemid 352019356)
17. G. Schwartz, " Estimating the dimension of a model.," Ann. Stat. 6, 461-464 (1978). 10.1214/aos/1176344136
18. W. Press, S. Teukolsky, W. Vetterling, and B. Flannery, Numerical Recipes in Fortran 77, 2nd edition (Cambridge University Press, Cambridge, 1997).
19. C. W. Holland, " Seabed reflection measurement uncertainty.," J. Acoust. Soc. Am. 114, 1861-1873 (2003). 10.1121/1.1605388 (Pubitemid 37266616)
20. C. H. Harrison and J. A. Harrison, " A simple relationship between frequency and range averages for broadband sonar.," J. Acoust. Soc. Am. 97, 1314-1317 (1995). 10.1121/1.412172
21. J. Dettmer, S. E. Dosso, and C. W. Holland, " Full wave-field reflection coefficient inversion.," J. Acoust. Soc. Am. 122, 3327-3337 (2007). 10.1121/1.2793609 (Pubitemid 351189390)
22. M. D. Richardson, Shallow Water Acoustics (China Ocean, Beijing, 1997).
23. S. E. Dosso and C. W. Holland, " Geoacoustic uncertainties from visco-elastic inversion of seabed reflection data.," IEEE J. Ocean. Eng. 31, 657-671 (2006). 10.1109/JOE.2005.858358 (Pubitemid 46443275)
24. C. W. Holland, " Geoacoustic inversion for fine-grained sediments.," J. Acoust. Soc. Am. 111, 1560-1564 (2002). 10.1121/1.1461836 (Pubitemid 34297212)
25. M. Siderius, P. L. Nielsen, and P. Gerstoft, " Range-dependent seabed characterization by inversion of acoustic data from a towed array.," J. Acoust. Soc. Am. 112, 1523-1535 (2002). 10.1121/1.1502264
26. M. R. Fallat, S. E. Dosso, and P. L. Nielsen, " An investigation of algorithm-induced variability in geoacoustic inversion.," IEEE J. Ocean. Eng. 29, 78-87 (2004). 10.1109/JOE.2003.823282
27. S. E. Dosso, P. L. Nielsen, and C. H. Harrison, " Bayesian inversion of reverberation and propagation data for geoacoustic and scattering parameters.," J. Acoust. Soc. Am. 125, 2867-2880 (2009). 10.1121/1.3106524