journal article·2023-06-06Open access

Identification of Selected Failures in a Pipe Conveyor’s Operation with the Use of the Discrimination Method Based on Continuous Measurement

Vieroslav Molnár, Gabriel Fedorko, Beáta Stehlíková, Peter Michalik, Daniel Koštial

Applied Sciences· Volume 13· Issue 12

Abstract

This paper deals with research on the operational process monitoring of a pipe conveyor for the needs of online diagnostics. The aim of this research is to verify the possibility of identifying the selected pipe conveyor’s failures in its straight section during operation (a missing roller in the idler housing, absent material on the conveyor belt) with the use of a discrimination method. This is an attempt to implement digital transformation with the aim of verifying its possibilities and limitations. The basis for discrimination is a continuous measurement and evaluation of measured values of contact forces in certain rollers’ positions in the hexagonal idler housing. Within this research, eight different measurement regimes were implemented. The use of the method was verified with simulated data using the trace table. We aimed to create prerequisites for online monitoring, which, based on digital transformation, will be deployed to control a transport system. The measurement was realized with the maximum tension force of 28,000 N. From the measurements, a decision-making algorithm was proposed to identify selected failures in the pipe conveyor operation with the use of the discrimination method. Within the algorithm, classifying criteria were determined, in the range of 57 N ÷ 251 N. The results confirm the method’s suitability for its practical assurance of pipe conveyors’ failure-free operation, as the failures were always identified sufficiently in advance, thanks to which, in practice, there was no further damage to the diagnosed devices.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Belt Conveyor Systems Engineering · Advanced Machining and Optimization Techniques · Mineral Processing and Grinding

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Faculty of Manufacturing Technologies with a Seat in Prešov, Technical University of Košice, Bayerova 1, 080 01 Prešov, Slovakia

Faculty of Mining, Ecology, Process Control and Geotechnologies, Technical University of Košice, Letná 9, 040 01 Košice, Slovakia

Funding

VEGA · KEGA · APVV · ITMS

References (33)

Show source-provided references
1. Industrial Pipe Conveyor Belt Orientation Monitoring System10.33130/AJCT.2021v07i02.012 ↗
2. Strohmandl, J., and Cempirek, M. (2016, January 5–7). Experimental Measurements Used to Reduce Emergency Situations of Environmental Continuous Transport. Proceedings of the 20th International Scientific Conference on Transport Means 2016, Juodkrante, Lithuania.
3. (2023, May 30). Pipe Conveyor Belt Rotation Monitoring System. Available online: https://video.flsmidth.com/pipe-conveyor-belt-rotation.
4. (2023, May 30). Pipe Conveyor Monitoring System. Available online: https://vvvmost.com/pipe-conveyor-monitoring-system/.
5. (2023, May 30). Conveyor Belt Monitoring System. Available online: https://www.ficussystems.com/conveyor-belt-monitoring-system.php.
6. Form force behaviour of pipe conveyors in different curve radii
7. Michalik, P., and Zajac, J. (2012, January 28–31). Using of computer integrated system for static tests of pipe conveyer belts. Proceedings of the 2012 13th International Carpathian Control Conference, ICCC 2012, High Tatras, Slovakia.10.1109/CarpathianCC.2012.6228691 ↗
8. Measurement of a pipe belt conveyor contact forces and cross section deformation by means of the six-point pipe belt stiffness testing device10.1016/j.measurement.2015.03.045 ↗
9. Prediction of contact forces on idler rolls of a pipe conveyor idler housing for the needs of its online monitoring10.1016/j.measurement.2019.02.008 ↗
10. Normal Force and Sag Resistance of Pipe Conveyor10.1186/s10033-020-00463-1 ↗
11. The methodology of testing rotational resistances of the rollers under the operation load10.2478/ntpe-2019-0036 ↗
12. Assessment of technical state of the belt conveyor rollers with use vibroacoustics methods—Preliminary studies
13. Noise and vibration analysis of conveyor belt
14. Kuster, B., Stonis, M., and Overmeyer, L. (2018, January 16–19). Test stand for the investigation of driven rollers. Proceedings of the IEEE International Conference on Industrial Engineering and Engineering Management, Bangkok, Thailand.10.1109/IEEM.2017.8290262 ↗
15. Li, J.-X., Pang, X.-X., and Li, Y.-J. (2017). Research of Dynamic Characteristic of Belt Conveyor, Atlantis Press.10.2991/mme-16.2017.42 ↗
16. Dynamic characteristics of conveyor belts10.1016/S1006-1266(08)60307-7 ↗
17. Dynamics of Multiple-Drive Belt Conveyors during Starting10.4028/www.scientific.net/AMM.842.141 ↗
18. Modeling of an Integrated Energy Efficient Conveyor System Model using Belt Loading Dynamics
19. Tonkonogyi, V., Ivanov, V., Trojanowska, J., Oborskyi, G., Grabchenko, A., Pavlenko, I., Edl, M., Kuric, I., and Dasic, P. (2021). Proceedings of the Advanced Manufacturing Processes II, Springer International Publishing.10.1007/978-3-030-68014-5 ↗
20. Identification of conveyor belt tension with the use of its transverse vibration frequencies10.1016/j.measurement.2022.110706 ↗
21. Klippel, E., Oliveira, R.A.R., Maslov, D., Bianchi, A.G.C., Silva, S.E.D., and Garrocho, C.T.B. (2021, January 26–28). Conveyor Belt Longitudinal Rip Detection Implementation with Edge AI. Proceedings of the 23rd International Conference on Enterprise Information Systems, Online Streaming.
22. Sound-Based Improved DenseNet Conveyor Belt Longitudinal Tear Detection10.1109/ACCESS.2022.3224430 ↗
23. Automatic Detection Apparatus Development of Steel Cord Conveyor Belt
24. Zeng, F., Zhang, S., Wang, T., and Wu, Q. (2021). Mini-crack detection of conveyor belt based on laser excited thermography. Appl. Sci., 11.10.3390/app112210766 ↗
25. A multi points ultrasonic detection method for material flow of belt conveyor
26. Analysis of a pipe conveyor’s idler housing failure due to a missing roller in terms of contact forces10.1016/j.engfailanal.2021.105527 ↗
27. Research about influence of the tension forces, asymmetrical tensioning and filling rate of pipe conveyor belt filled with the material on the contact forces of idler rolls in hexagonal idler housing10.1016/j.measurement.2020.107598 ↗
28. (2023, May 30). Qualtrics. Available online: https://www.qualtrics.com/experience-management/research/cluster-analysis/.
29. Tuszynski, J. (2023, May 30). caTools: Tools: Moving Window Statistics, GIF, Base64, ROC AUC, etc.. Available online: https://cran.r-project.org/web/packages/caTools/index.html.
30. Milborrow, S. (2023, May 30). Rpart.Plot: Plot “Rpart” Models: An Enhanced Version of “plot.Rpart”. Available online: https://cran.r-project.org/web/packages/rpart.plot/index.html.
31. Therneau, T., Atkinson, B., and Ripley, B. (2023, May 30). Rpart: Recursive Partitioning and Regression Trees. Available online: https://cran.r-project.org/web/packages/rpart/index.html.
32. Analysis of asymmetrical effect of tension forces in conveyor belt on the idler roll contact forces in the idler housing
33. A regression model for prediction of idler rotational resistance on belt conveyor10.1177/0020294019840723 ↗