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

Ciaran J. Sanford, Benjamin W. Thomas, Alan J. Hunter

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Abstract

This paper introduces a new method for simulating synthetic aperture sonar (SAS) raw coherent echo data that 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 optimised 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 artefacts). This new simulation capability may be an enabler for augmenting data sets with physically accurate and diverse synthetic data for robust machine learning.
Original languageEnglish
Pages (from-to)1501-1515
JournalIEEE Journal of Oceanic Engineering
Volume49
Issue number4
Early online date22 Jul 2024
DOIs
Publication statusPublished - 31 Oct 2024

Funding

This work was supported by the Strategic Environmental Research and Development Program (SERDP) under Grant MR21-1339.

FundersFunder number
Strategic Environmental Research and Development Program MR21-1339

    Keywords

    • Synthetic Aperture Sonar
    • Simulation
    • Sonar
    • Computational modeling
    • Ray tracing
    • Machine learning
    • Underwater acoustics
    • Computer Graphics
    • Synthetic data

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