6533b839fe1ef96bd12a6415
RESEARCH PRODUCT
Detection of power line insulators on digital images with the use of laser spots
S. ZatorPaweł MichalskiBogdan RuszczakMichał Tomaszewskisubject
Contextual image classificationComputer sciencebusiness.industryComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONImage registration020206 networking & telecommunications02 engineering and technologyLaserObject detectionlaw.inventionMaxima and minimaDigital imageElectric power transmissionlawSignal ProcessingDigital image processing0202 electrical engineering electronic engineering information engineering020201 artificial intelligence & image processingComputer visionComputer Vision and Pattern RecognitionArtificial intelligenceElectrical and Electronic EngineeringbusinessSoftwaredescription
The massive growth of technologies used to register and process digital images allow for their application in evaluating the technical condition of power lines. However, it is not possible without a set of dedicated methods for obtaining diagnostic information based on registered video data. The method described here details the detection of power line insulators in digital images featuring diversified backgrounds using laser spots. The algorithm of detecting an insulator in analysed images is based on testing the digital signal of pixel intensity profiles read between subsequent pairs of laser points in the image. The method is comprised of the following stages: import the image with laser spots, detection of spots on the image, and pattern classification of each image profile that is calculated for each found laser spots pair. The evaluated profiles depicting an insulator were characterised by regular patterns that reflect the target structure. To classify profiles as either insulator containing or non-containing, several steps should be followed: averaging the signal, removing the linear trend, finding and alternating the minima and maxima. The performance of the proposed method was verified using an open-access dataset, comprised of various scenes featuring high-voltage power line insulators.
| year | journal | country | edition | language |
|---|---|---|---|---|
| 2019-09-13 | IET Image Processing |