Litcius/Paper detail

On the Introduction of Canny Operator in an Advanced Imaging Algorithm for Real-Time Detection of Hyperbolas in Ground-Penetrating Radar Data

Željko Bugarinović, Lara Pajewski, Aleksandar Ristić, Milan Vrtunski, Miro Govedarica, Mirko Borisov

2020Electronics26 citationsDOIOpen Access PDF

Abstract

This paper focuses on the use of the Canny edge detector as the first step of an advanced imaging algorithm for automated detection of hyperbolic reflections in ground-penetrating radar (GPR) data. Since the imaging algorithm aims to work in real time; particular attention is paid to its computational efficiency. Various alternative criteria are designed and examined, to fasten the procedure by eliminating unnecessary edge pixels from Canny-processed data, before such data go through the subsequent steps of the detection algorithm. The effectiveness and reliability of the proposed methodology are tested on a wide set of synthetic and experimental radargrams with promising results. The finite-difference time-domain simulator gprMax is used to generate synthetic radargrams for the tests, while the real radargrams come from GPR surveys carried out by the authors in urban areas. The imaging algorithm is implemented in MATLAB.

Topics & Concepts

Ground-penetrating radarCanny edge detectorDeriche edge detectorEdge detectionAlgorithmComputer scienceComputer visionRadar imagingRadarPixelArtificial intelligenceMATLABRemote sensingHyperbolaDomain (mathematical analysis)Image processingGeologyImage (mathematics)MathematicsTelecommunicationsGeometryOperating systemMathematical analysisGeophysical Methods and ApplicationsImage and Object Detection TechniquesMicrowave Imaging and Scattering Analysis