Fourier-Domain Wavefield Rendering for Rapid Simulation of Synthetic Aperture Sonar Data
This article introduces a new method for simulating synthetic aperture sonar (SAS) raw coherent echo data, which is orders of magnitude faster than the commonly used point and facet diffraction models. The new approach uses Fourier wavefield generation and propagation in combination with a highly op...
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Veröffentlicht in: | IEEE journal of oceanic engineering 2024-10, Vol.49 (4), p.1501-1515 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This article introduces a new method for simulating synthetic aperture sonar (SAS) raw coherent echo data, which is orders of magnitude faster than the commonly used point and facet diffraction models. The new approach uses Fourier wavefield generation and propagation in combination with a highly optimized optical rendering engine. It has been shown to produce a quantifiably similar quality of data and data products (i.e., images and spectra) to a point-diffraction model, capturing the important coherent wave physics (including diffraction, speckle, aspect-dependence, and layover) as well as effects of the SAS processing chain (including image focusing errors and artifacts). This new simulation capability may be an enabler for augmenting data sets with physically accurate and diverse synthetic data for robust machine learning. |
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ISSN: | 0364-9059 1558-1691 |
DOI: | 10.1109/JOE.2024.3401968 |