Fourier-Domain Wavefield Rendering for Rapid Simulation of Synthetic Aperture Sonar Data

被引:0
|
作者
Sanford, Ciaran J. [1 ]
Thomas, Benjamin W. [1 ,2 ]
Hunter, Alan J. [1 ]
机构
[1] Univ Bath, Bath BA2 7AY, England
[2] ATLAS Elekt UK Ltd, Winfrith DT2 8ZB, England
关键词
Scattering; Synthetic aperture sonar; Rendering (computer graphics); Apertures; Computational modeling; Cameras; Data models; Computer graphics; computer simulation; data augmentation; machine learning; synthetic aperture sonar; synthetic data; underwater acoustics; SCATTERING;
D O I
10.1109/JOE.2024.3401968
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
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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页码:1501 / 1515
页数:15
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