Title :
Research of infrared thermal on-line detection technology of zero resistance insulator
Author :
Lu, Jiazheng ; Zhao, Chun ; Jiang, Zhenglong ; Guan, Shilei ; Qian, Yanping ; Xia, Defen
Author_Institution :
Power Transm. & Distrib. Equip. Anti-icing & Reducing-disaster Technol. Lab., Hunan Electr. Power Corp. Res. Inst., Changsha, China
Abstract :
The zero resistance insulator greatly threats the safe and steady operation of the power system. A new method of detecting the zero resistance insulator on-line based on the infrared thermal image is presented. The recognition algorithm for zero resistance insulator with image processing is designed. The soft thresholding de-noising method is designed and Bayesian estimation is applied in the de-noising of infrared thermal images. The improved bi-threshold OTSU segmenting method is applied to wipe out the disturbed objects and keep only the plate area of insulators. Two-factor analysis of variance is used to assess the features of the infrared thermal images. Additional momentum and self-adaptive gradient descent algorithm are applied to improve back-propagation (BP) neural network in this research. Testing results show that these methods can achieve good effect.
Keywords :
ceramic insulators; gradient methods; image denoising; image recognition; image segmentation; infrared imaging; neural nets; power engineering computing; power system measurement; Bayesian estimation; backpropagation neural network; bithreshold OTSU segmenting method; image processing; infrared thermal image denoising; infrared thermal on line detection technology; recognition algorithm; selfadaptive gradient descent algorithm; soft thresholding denoising method; zero resistance insulator; Engines; Insulators; Noise reduction; Optical imaging; digital image processing; infrared thermal image; on-line detection; zero resistance insulator;
Conference_Titel :
Cross Strait Quad-Regional Radio Science and Wireless Technology Conference (CSQRWC), 2011
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-9792-8
DOI :
10.1109/CSQRWC.2011.6037224