Algorithmization of the problem of videoscopic evaluation of the steel ropes state

The paper considers the problem of monitoring the technical state of steel ropes used in industrial and civil installations, such as elevators, cable cars, lifts, etc. To date, the assessment of the state of steel ropes and the safety of their operation is carried out mainly through visual-instrumen...

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Vydáno v:Nauchno-tekhnicheskiĭ vestnik Bri͡a︡nskogo gosudarstvennogo universiteta Ročník 9; číslo 1; s. 87 - 100
Hlavní autoři: Panfilov, A.V., Yusupov, A.R., Gavrikov, M.M., Sinetsky, R.M.
Médium: Journal Article
Jazyk:angličtina
němčina
Vydáno: Academician I.G. Petrovskii Bryansk State University 25.03.2023
Témata:
artificial neural networks
computer vision
instrumental control
rope defects
ISSN:2413-9920, 2413-9920
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Shrnutí:The paper considers the problem of monitoring the technical state of steel ropes used in industrial and civil installations, such as elevators, cable cars, lifts, etc. To date, the assessment of the state of steel ropes and the safety of their operation is carried out mainly through visual-instrumental control, which is long in time and subject to the influence of the human factor, which determines the relevance of the task of automating this process using computer technology and artificial intelligence methods in order to improve the quality of the assessment, reducing the check interval, detecting defects in steel ropes at an early stage. The article proposes two approaches to the algorithmizing of the problem of videoscopic control of the state of steel ropes using computer vision technologies, based on software modeling of the logic of visual analysis and machine learning methods, such as deep learning artificial neural networks. The authors have developed algorithms for automatic detection of the main types of defects in images of the surface of steel ropes: increase/decrease in diameter, deformation in the form of rope, breaks in the outer wires, thermal and electric damage. The paper presents the results of preliminary testing of the developed algorithms and programs, the composition and methods for determining the main indicators for evaluating their effectiveness are proposed.
ISSN:2413-9920
2413-9920
DOI:10.22281/2413-9920-2023-09-01-87-100