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A Infrared Detection Method for Zero-Value Insulators Considering Environmental Interference
- Source :
- 2020 IEEE 1st China International Youth Conference on Electrical Engineering (CIYCEE).
- Publication Year :
- 2020
- Publisher :
- IEEE, 2020.
-
Abstract
- To obtain a large number of infrared images of insulators, we designed and carried out infrared imaging tests on 35kV line insulators facing environmental interference. Based on these tests, an improved adaptive median filter method is proposed to eliminate the noise in the grayscale. For image enhancement and segmentation, double-threshold Ostu with histogram equalization are combined. A genetic algorithm is introduced to optimize the calculations, and a BPNN recognition model for a zero-value insulator was designed and tested. Overall, we conclude that the algorithm and the BPNN model proposed in this paper are effective.
- Subjects :
- Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Pattern recognition
Image segmentation
Grayscale
Noise
Interference (communication)
Computer Science::Computer Vision and Pattern Recognition
Genetic algorithm
Median filter
Segmentation
Artificial intelligence
business
Histogram equalization
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2020 IEEE 1st China International Youth Conference on Electrical Engineering (CIYCEE)
- Accession number :
- edsair.doi...........36fe009429dd0b1d23e2d648159fb474