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Aging State Evaluation Of Insulation Paper Based On Image Feature Extraction
- Source :
- 2021 International Conference on Electrical Materials and Power Equipment (ICEMPE).
- Publication Year :
- 2021
- Publisher :
- IEEE, 2021.
-
Abstract
- Because the traditional insulation paper state detection method has some shortcomings, this paper proposes a non-destructive detection method, which uses the texture feature value of insulation paper image to establish a relationship with the degree of polymerization (DP) of insulation paper state, and then indirectly estimates the aging state of insulation paper. Firstly, the insulation paper images in different aging states are collected, and the texture feature values of the images are extracted by gray histogram, gray level co-occurrence matrix and gray level run-length matrix; then, the texture feature values are selected by correlation; then, the validity of the selected texture feature values to represent the insulation paper state is verified by support vector machine (SVM); finally, the multiple linear regression method is used. The relationship between the degree of polymerization and the texture feature value is established and verified by the actual results. The results show that the texture feature value has a good fitting relationship with the degree of polymerization, which verifies the effectiveness of this method in evaluating the state of insulating paper.
- Subjects :
- Computer science
business.industry
Feature extraction
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Electrical insulation paper
Pattern recognition
State (functional analysis)
Image (mathematics)
Support vector machine
Matrix (mathematics)
Computer Science::Computer Vision and Pattern Recognition
Histogram
Linear regression
Artificial intelligence
business
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2021 International Conference on Electrical Materials and Power Equipment (ICEMPE)
- Accession number :
- edsair.doi...........38edbb355029c8e62afabad71b567af5