• DocumentCode
    1293295
  • Title

    Real-Time Visual Tracking and Measurement to Control Fast Dynamics of Overhead Cranes

  • Author

    Chang, Cheng-Yuan ; Lie, Handra Wijaya

  • Author_Institution
    Dept. of Electr. Eng., Chung Yuan Christian Univ., Jhongli, Taiwan
  • Volume
    59
  • Issue
    3
  • fYear
    2012
  • fDate
    3/1/2012 12:00:00 AM
  • Firstpage
    1640
  • Lastpage
    1649
  • Abstract
    Applying visual tracking technology to dynamic systems is important to many industrial applications. However, image sensing is difficult to implement in a fast dynamic plant without high-speed computational resources. This work presents a simple yet effective method of image processing to capture the dynamic movement of an overhead crane, enabling it to be controlled in real time. Visual tracking based on color histograms involves comparison of the color in a model image with the color in a sequence of images to track a dynamic object. The best match is identified using Bhattacharyya similarity measurement. Upon tracking, the sensing data are sent to an adaptive fuzzy sliding mode controller (AFSMC). The advantages of this approach include robustness and the model-free properties of the sliding mode and the fuzzy logic controllers; adaptable slopes of the sliding surface of AFSMC are also presented to improve control performance.
  • Keywords
    cranes; fuzzy control; image colour analysis; image matching; image sequences; motion estimation; object tracking; variable structure systems; AFSMC; Bhattacharyya similarity measurement; adaptive fuzzy sliding mode controller; color histograms; dynamic object tracking; fuzzy logic controller; image matching; image processing; image sensing; image sequence; model image; overhead crane; sliding surface; visual tracking technology; Cranes; Histograms; Image color analysis; Target tracking; Visualization; Wires; Adaptive fuzzy sliding mode controller (AFSMC); color histogram; measurement; overhead crane; visual tracking;
  • fLanguage
    English
  • Journal_Title
    Industrial Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0046
  • Type

    jour

  • DOI
    10.1109/TIE.2011.2163916
  • Filename
    5978218