DocumentCode :
923336
Title :
Using the adaptive simulated annealing algorithm to estimate ocean-bottom geoacoustic properties from measured and synthetic transmission loss data
Author :
Neumann, Peter ; Muncill, Gregory
Author_Institution :
Planning Syst. Inc., Reston, VA, USA
Volume :
29
Issue :
1
fYear :
2004
Firstpage :
13
Lastpage :
28
Abstract :
This paper presents the results obtained using the adaptive simulated annealing (ASA) algorithm to invert the test cases from the Geoacoustic Inversion Techniques Workshop held in May 2001. The ASA algorithm was chosen for use in our inversion software for its speed and robustness when searching the geoacoustic parameter solution space to minimize the difference between the observed and the modeled transmission loss (TL). Earlier work has shown that the ASA algorithm is approximately 15 times faster than a modified Boltzmann annealing algorithm, used in prior versions of our TL inversion software, with comparable fits to the measured data. Results are shown for the synthetic test cases, 0 through 3, and for the measured data cases, 4 and 5. The inversion results from the synthetic test cases showed that subtle differences between range-dependent acoustic model version 1.5, used to generate the test cases, and parabolic equation (PE) 5.0, used as the propagation loss model for the inversion, were significant enough to result in the inversion algorithm finding a geoacoustic environment that produced a better match to the synthetic data than the true environment. The measured data cases resulted in better fits using ASTRAL automated signal excess prediction system TL 5.0 than using the more sophisticated PE 5.0 as a result of the inherent range averaging present in the ASTRAL 5.0 predictions.
Keywords :
acoustic tomography; geophysical signal processing; inverse problems; oceanographic techniques; simulated annealing; ASTRAL automated signal excess prediction system TL 5.0; adaptive simulated annealing algorithm; geoacoustic environment; geoacoustic parameter solution space; modified Boltzmann annealing algorithm; ocean-bottom geoacoustic property estimation; parabolic equation 5.0; propagation inversion loss model; range-dependent acoustic model version 1.5; test case; transmission loss data; transmission loss inversion software; Acoustic measurements; Acoustic testing; Geoacoustic inversion; Loss measurement; Propagation losses; Robustness; Sea measurements; Simulated annealing; Software algorithms; Software measurement;
fLanguage :
English
Journal_Title :
Oceanic Engineering, IEEE Journal of
Publisher :
ieee
ISSN :
0364-9059
Type :
jour
DOI :
10.1109/JOE.2003.823289
Filename :
1273558
Link To Document :
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