DocumentCode :
1890288
Title :
Identification of power poles based on satellite stereo images using graph-cut algorithm
Author :
Qayyum, Abdul ; Malik, Aamir Saeed ; Saad, Mohamad Naufal Mohamad ; Ahmad, Rana Fayyaz ; Abdullah, Ab Rashid Taun
Author_Institution :
Centre for Intell. Signal & Imaging Res. (CISIR), Univ. Teknol. PETRONAS, Tronoh, Malaysia
fYear :
2015
fDate :
6-8 March 2015
Firstpage :
106
Lastpage :
111
Abstract :
Monitoring vegetation encroachment for high voltage transmission lines is a challenging job for electrical distribution companies. The encroachment interrupts electrical supply to industrial sectors and residential areas. It also endures a great cost to the authorities for maintenance and damage compensation. This brings a necessity for companies to monitor the vegetation near power lines. To solve these issues, existing monitoring methods are time consuming and expensive. In this paper, we proposed a new method to detect the vegetation using satellite stereo imagery. The method is based on Graph-Cut algorithm which applied on satellite stereo images. We incorporated the ordering constrain with Graph-Cut on stereo images to detect occlusion on stereo matching algorithm. This will increase the accuracy of the disparity map which is required task for identification of power poles near vegetation based on satellite stereo images. In conclusion, based on the results, Our proposed Graph-Cut algorithm produces more accurate disparity maps than the existing matching algorithm used for disparity calculation.
Keywords :
geophysical techniques; power cables; vegetation; accurate disparity map accuracy; damage compensation; electrical distribution company; electrical supply interruption; graph-cut algorithm method; high voltage transmission line; industrial sector; maintenance compensation; matching algorithm; occlusion detection; power line; power pole identification; residential area; satellite stereo image; stereo matching algorithm; vegetation detection method; vegetation encroachment monitoring method; Accuracy; Cameras; Monitoring; Noise; Satellites; Signal processing algorithms; Vegetation mapping; Graph-Cut algorithm; LIDAR; Pleiades satellite stereo Images; Power poles detection; Stereo matching;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing & Its Applications (CSPA), 2015 IEEE 11th International Colloquium on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4799-8248-6
Type :
conf
DOI :
10.1109/CSPA.2015.7225627
Filename :
7225627
Link To Document :
بازگشت