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Article

Outlier Correction in Remote Sensing Retrieval of Ocean Wave Wavelength and Application to Bathymetry

1
College of Oceanography, Hohai University, Nanjing 210098, China
2
College of Meteorology and Oceanography, National University of Defense Technology, Changsha 410073, China
3
College of Naval Architecture and Ocean Engineering, Jiangsu University of Science and Technology, Zhenjiang 212100, China
*
Author to whom correspondence should be addressed.
Remote Sens. 2025, 17(19), 3284; https://doi.org/10.3390/rs17193284
Submission received: 19 August 2025 / Revised: 21 September 2025 / Accepted: 23 September 2025 / Published: 24 September 2025
(This article belongs to the Section Ocean Remote Sensing)

Abstract

The extraction of ocean wave wavelengths from optical imagery via Fast Fourier Transform (FFT) exhibits significant potential for Wave-Derived Bathymetry (WDB). However, in practical applications, this method frequently produces anomalously large wavelength estimates. To date, there has been insufficient exploration into the mechanisms underlying image spectral leakage to low wavenumbers and its suppression strategies. This study investigates three plausible mechanisms contributing to spectral leakage in optical images and proposes a subimage-based preprocessing framework: prior to executing two-dimensional FFT, the remote sensing subimages employed for wavelength inversion undergo three sequential steps: (1) truncation of distorted pixel values using a Gaussian mixture model; (2) application of a polynomial detrending surface; (3) incorporation of a two-dimensional Hann window. Subsequently, the dominant wavenumber peak is localized in the power spectrum and converted to wavelength values. Water depth is then inverted using the linear dispersion equation, combined with wave periods derived from ERA5. Taking 2 m-resolution WorldView-2 imagery of Sanya Bay, China as a case study, 1024 m subimages are utilized, with validation conducted against chart-sounding data. Results demonstrate that the proportion of subimages with anomalous wavelengths is reduced from 18.9% to 3.3% (in contrast to 14.0%, 7.8%, and 16.6% when the three preprocessing steps are applied individually). Within the 0–20 m depth range, the water depth retrieval accuracy achieves a Mean Absolute Error (MAE) of 1.79 m; for the 20–40 m range, the MAE is 6.38 m. A sensitivity analysis of subimage sizes (512/1024/2048 m) reveals that the 1024 m subimage offers an optimal balance between accuracy and coverage. However, residual anomalous wavelengths persist in near-shore subimages, and errors still increase with increasing water depth. This method is both concise and effective, rendering it suitable for application in shallow-water WDB scenarios.
Keywords: wave-derived bathymetry; FFT; anomalous wavelength; outlier truncation; detrending; windowing wave-derived bathymetry; FFT; anomalous wavelength; outlier truncation; detrending; windowing

Share and Cite

MDPI and ACS Style

Xu, Z.; Zhu, S.; Zhang, W.; Kang, Y.; Wu, X. Outlier Correction in Remote Sensing Retrieval of Ocean Wave Wavelength and Application to Bathymetry. Remote Sens. 2025, 17, 3284. https://doi.org/10.3390/rs17193284

AMA Style

Xu Z, Zhu S, Zhang W, Kang Y, Wu X. Outlier Correction in Remote Sensing Retrieval of Ocean Wave Wavelength and Application to Bathymetry. Remote Sensing. 2025; 17(19):3284. https://doi.org/10.3390/rs17193284

Chicago/Turabian Style

Xu, Zhengwen, Shouxian Zhu, Wenjing Zhang, Yanyan Kang, and Xiangbai Wu. 2025. "Outlier Correction in Remote Sensing Retrieval of Ocean Wave Wavelength and Application to Bathymetry" Remote Sensing 17, no. 19: 3284. https://doi.org/10.3390/rs17193284

APA Style

Xu, Z., Zhu, S., Zhang, W., Kang, Y., & Wu, X. (2025). Outlier Correction in Remote Sensing Retrieval of Ocean Wave Wavelength and Application to Bathymetry. Remote Sensing, 17(19), 3284. https://doi.org/10.3390/rs17193284

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