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Coherent Change Detection for High-Resolution Drone-Borne SAR at 24 GHz

Ali Bekar, Muge Bekar, Chris Baker, Michail Antoniou

2023IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing13 citationsDOIOpen Access PDF

Abstract

This paper develops and examines techniques to enable coherent change detection (CCD) for short-range, high-resolution drone-borne synthetic aperture radar (SAR) systems operating at high frequencies. The potential of using high frequencies at short ranges for fine resolution imagery and sensitivity to temporal change detection is highlighted, as are the challenges in terms of sensitivity to SAR motion errors. SAR system characteristics for CCD are derived, and the impact of motion errors, which leads to spatial decorrelation and co-registration errors on CCD maps is discussed. Subsequently, a CCD algorithm able to generate change maps with a >0.75 average coherence value is presented. The validity of the approach is tested through various experimental scenarios. As a result, car tyre marks and human footprints are possible to discern with a drone-borne SAR demonstrator operating at 24 GHz.

Topics & Concepts

DecorrelationSynthetic aperture radarDroneChange detectionComputer scienceSensitivity (control systems)Remote sensingImage resolutionCoherence (philosophical gambling strategy)Radar imagingArtificial intelligenceComputer visionMotion detectionInverse synthetic aperture radarRadarPhysicsMotion (physics)GeologyElectronic engineeringTelecommunicationsEngineeringQuantum mechanicsBiologyGeneticsSynthetic Aperture Radar (SAR) Applications and TechniquesAdvanced SAR Imaging TechniquesRemote-Sensing Image Classification
Coherent Change Detection for High-Resolution Drone-Borne SAR at 24 GHz | Litcius