AN ASSESSMENT OF THE PERFORMANCE OF GLOBAL OPTIMIZATION METHODS FOR GEO-ACOUSTIC INVERSION

被引:17
作者
Snellen, Mirjam [1 ]
Simons, Dick G. [1 ]
机构
[1] Delft Univ Technol, Delft Inst Earth Observat & Space Syst, NL-2629 HS Delft, Netherlands
关键词
Global optimization; geo-acoustic inversion; genetic algorithm; differential evolution; downhill simplex;
D O I
10.1142/S0218396X08003579
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Having available efficient global optimization methods is of high importance when going to a practical application of geo-acoustic inversion, where fast processing of the data is an essential requirement. A series of global optimization techniques are available and have been described in literature. In this paper three optimization techniques are considered, being a genetic algorithm (GA), differential evolution (DE), and the downhill simplex algorithm (DHS). The performance of these three methods is assessed using a test function, demonstrating superior performace of DE. Additionally, the DE optimal setting is determined. As a next step DE is applied for dtermining the geo-acoustic properties of the upper seabed sediments from simulated seabed reflection loss, indicating good DE performance also for real geo-acoustic inversion problems.
引用
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页码:199 / 223
页数:25
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