Topological and geometric characterization of synthetic aperture sonar collections

This article explores the theoretical underpinnings of-and practical results for-topological and geometric features of data collected by synthetic aperture sonar systems. Under a reasonable structural assumption, we prove a theoretical guarantee about the structure of the space of echos (the signature space) that is relevant for classification, and that this structure is measurable in laboratory conditions. Aside from a baseline noise level estimate, our theoretical guarantee makes minimal assumptions about the trajectory of the sonar platform, and establishes that the signature space divides neatly into topological features based upon the number of prominent echos and their location within the scene, and geometric features that capture their corresponding echo amplitude.

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Publication Details

Journal
The Journal of the Acoustical Society of America
Published
2025-07-01
DOI
https://doi.org/10.1121/10.0037085
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Topological and geometric characterization of synthetic aperture sonar collections

Zander Memon, Michael Robinson, M. Gualtieri
The Journal of the Acoustical Society of America
Topological and Geometric Data Analysis
article

Topological and geometric characterization of synthetic aperture sonar collections

Zander Memon, Michael Robinson, M. Gualtieri
article en

Abstract

This article explores the theoretical underpinnings of-and practical results for-topological and geometric features of data collected by synthetic aperture sonar systems. Under a reasonable structural assumption, we prove a theoretical guarantee about the structure of the space of echos (the signature space) that is relevant for classification, and that this structure is measurable in laboratory conditions. Aside from a baseline noise level estimate, our theoretical guarantee makes minimal assumptions about the trajectory of the sonar platform, and establishes that the signature space divides neatly into topological features based upon the number of prominent echos and their location within the scene, and geometric features that capture their corresponding echo amplitude.

The Journal of the Acoustical Society of AmericaVol. 158(1)
Northwestern University (US), American University (US), McCormick (United States) (US), University of California, Davis (US)
Office of Naval Research
Life below water
Openalex Percentile: Top 83%
Topological and Geometric Data Analysis
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