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Influence of Hysteresis Effect on Contrast of Welding Defects Profile in Magneto-Optical Image
- Source :
- IEEE Sensors Journal. 20:15034-15042
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- Under the excitation of alternating magnetic field, the disadvantage of Magneto-optical Imaging (MOI) Non-destructive Testing (NDT) is no obvious difference between the light and shade of micro defects (sub-surface cracks) image. It will lead to great difficulties in feature extraction and recognition of welding defects. In response to this problem, the magneto-optical image (induced magnetic field) characteristics of welding defects under an alternating magnetic field are examined in this study. The variation of induced magnetic fields of different welding defects (cracks, pits, unfused, etc.) is studied by simulation and MOI to optimize the nondestructive detection of MOI under alternating excitation. Both the simulation experiment and the MOI detection experiment are conducted to study the variation of the induced magnetic field under the excitation frequency of 50 Hz and sampling frequency of 75 frames/s. First, the variation law of the induced magnetic field for the welding defect is analyzed by simulation. Then, by studying the color moments of different defect magneto-optical image data sets, the periodic variation of the same defect magneto-optical image under alternating excitation is analyzed. To prove the correctness of the periodic law summarized by the color moment, the cosine similarity is used to test the periodic variation of the image. The results show that the contrast of welding defects on the magneto-optical image changes periodically. According to this rule, the image with the strongest contrast is selected in magneto-optical image data set for defect feature extraction and recognition to overcome its shortcomings.
- Subjects :
- Materials science
business.industry
media_common.quotation_subject
010401 analytical chemistry
Feature extraction
Welding
Magnetic hysteresis
01 natural sciences
0104 chemical sciences
law.invention
Magnetic field
Optics
law
Nondestructive testing
Welding defect
Contrast (vision)
Electrical and Electronic Engineering
business
Instrumentation
Excitation
media_common
Subjects
Details
- ISSN :
- 23799153 and 1530437X
- Volume :
- 20
- Database :
- OpenAIRE
- Journal :
- IEEE Sensors Journal
- Accession number :
- edsair.doi...........a1d1f4b5eee55a4bf78d8b13c7111450
- Full Text :
- https://doi.org/10.1109/jsen.2020.3009478