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
Link To Document :
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