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Published on: February 12, 2014
Topological and geometric characterization of synthetic aperture sonar collections
Michael Robinson1, Zander Memon2, Maxwell Gualtieri3
1Mathematics and Statistics, American University, Washington, DC 20016, USA.
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.
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