SSP Inversion for Weakening Refraction Errors in Deep-Sea Multibeam Bathymetry Using MOEA/D Algorithm
Refraction errors induced by inaccurate or insufficient sound-speed profiles (SSPs) can result in significant distortion of seafloor topography during multibeam bathymetric data processing. The current refraction error correction methods are focused on SSP inversion in shallow and medium water depth areas with relatively flat terrain. To address the problems encountered in deep-sea environments, an improved SSP inversion method is introduced that uses an empirical orthogonal function (EOF) decomposition and multiobjective evolutionary algorithm based on decomposition (MOEA/D). Initially, SSPs obtained from the Argo historical data set are decomposed by EOF decomposition, which extracts the orthogonal eigenvectors and the range of reconstruction coefficients. Then, the absolute mean value and standard deviation of depth differences within overlapping swathes are used as constraint conditions, forming dual objective functions. The MOEA/D algorithm is employed to determine the optimal EOF coefficients. Finally, ray tracing is conducted using the inverted SSP to correct the seafloor distortion. The method was verified using experimental data in complex deep-sea terrain. The maximum depth difference within the overlapping area of adjacent swaths notably decreases from 14.9 to 5.6 m, and the root mean square error decreases from 6.4 to 1.2 m.
Institutions
- Sun Yat-sen University (CN)
- Shandong University of Science and Technology (CN)
Publication Details
- Journal
- IEEE Journal of Oceanic Engineering
- Published
- 2025-09-15
- DOI
- https://doi.org/10.1109/joe.2025.3566902
- Primary Topic
- Geochemistry and Geologic Mapping
- Type
- article
- Field-Weighted Citation Impact
- 0.00