Development of technological schemes and justification of parameters for bolting the eastern wall of the Zhelezny open-pit with cable and rope bolts based on collection and analysis of Big Data
M.V. Rylnikova1 , P.V. Volkov2, I.B. Agarkov3
1 Institute of Comprehensive Exploitation of Mineral Resources of Russian Academy of Sciences, Moscow, Russian Federation
2 Nosov Magnitogorsk State Technical University, Magnitogorsk, Russian Federation
3 JSC VIOGEM, Belgorod, Russian Federation
Russian Mining Industry №6 / 2023 р. 81-88
Abstract: Productivity of a mining enterprise is limited by the possibility of its transportation subsystem, which efficiency improvement is an urgent scientific and practical task. Studying the processes of formation and transformation of material flows allows us to clarify the design methodology of continuous haulage systems. The normative methodology of belt conveyors selection is based on treating the material flows as normally distributed random variables, with the point value, i.e. the irregularity coefficient, being used as the main indicator. There are doubts in methodological justification of such an approach. The normal law of distribution in the classical variant adequately describes a random variable changing within infinite limits, and real mine material flows via the conveyor lines are random variables with unilateral constraints. The majority of tasks on finding the design ranges of material flows can be solved using experimentally established distribution functions (or probability density functions) of random quantities of material flows. Based on the publications in recent years, as well as on our own experimental studies, it is proposed to describe material flows by piecewise linear probability density functions, in particular the triangular ones, and to summarize material flows on the basis of general theoretical provisions of classical probability theory. The paper solves a particular problem of finding an analytical solution of the sum of two random material flows defined by the triangular distribution laws and compares the results of numerical integration of the probability densities of the material flows.
Keywords: mining industry, cable and rope bolts, data analysis, big data, pit wall, slope reinforcement, efficiency, safety, safety factor
Acknowledgments: The study was carried out within the framework of the Russian Science Foundation Grant No.22–17–00142.
For citation: Rylnikova M.V., Volkov P.V., Agarkov I.B. Development of technological schemes and justification of parameters for bolting the eastern wall of the Zhelezny open-pit with cable and rope bolts based on collection and analysis of Big Data. Russian Mining Industry. 2023;(6):81–88. (In Russ.) https://doi.org/10.30686/1609-9192-2023-6-81-88
Article info
Received: 03.10.2023
Revised: 13.11.2023
Accepted: 16.11.2023
Information about the authors
Marina V. Rylnikova – Dr. Sci. (Eng.), Professor, Head of Department, Institute of Comprehensive Exploitation of Mineral Resources of Russian Academy of Sciences, Moscow, Russian Federation; e-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.
Pavel V. Volkov – Cand, Sci. (Eng.), Associate Professor of the Department of Mineral Deposit Development, Institute of Mining and Transport, Magnitogorsk State Technical University named after. G.I. Nosova, Magnitogorsk, Russian Federation; e-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.
Ivan B. Agarkov – Head of the Laboratory of Mining Geology, Department of Geology and Geoinformatics, JSC VIOGEM, Belgorod, Russian Federation; e-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.
References
1. Zakharov V.N., Kaplunov D.R., Klebanov D.A., Radchenko D.N. Methodical approaches to standardization of data acquisition, storage and analysis in management of geotechnical systems. Gornyi Zhurnal. 2022;(12):55–61. (In Russ.) https://doi.org/10.17580/gzh.2022.12.10
2. Rylnikova M.V., Klebanov D.A., Makeev M.A., Kadochnikov M.V. Application of artificial intelligence and the future of big data analytics in the mining industry. Russian Mining Industry. 2022;(3):89–92. (In Russ.) https://doi.org/10.30686/1609-9192-2022-3-89-92
3. Makarov A.B. Practical rock mechanics. Manual for mining engineers. Moscow: Gornaya kniga; 2006. 391 p.
4. Zubkov A.A., Latkin V.V., Neygomonov S.S., Volkov P.V. Perspective ways of fastening of excavations on underground mines. Mining Informational and Analytical Bulletin. 2014;(S1-1):106–117. (In Russ.)
5. Ghorbani M., Shahriar K., Sharifzadeh M., Masoudi R. A critical review on the developments of rock support systems in high stress ground conditions. International Journal of Mining Science and Technology. 2020;30(5):555–572. https://doi.org/10.1016/j.ijmst.2020.06.002
6. Frenelus W., Peng H., Zhang J. An insight from rock bolts and potential factors influencing their durability and the long-term stability of deep rock tunnels. Sustainability. 2022;14(17):10943. https://doi.org/10.3390/su141710943
7. Myrvang A., Hanssen T. H. Experiences with friction rock bolts in Norway. In: Rock bolting: Theory and application in mining and underground construction. Routledge; 2021, pp. 419–423.
8. Xu S., Yang Z., Cai M., Hou P. An experimental study on the anchoring characteristics of an innovative self-swelling Split-set. Tunnelling and Underground Space Technology. 2021;112:103919. https://doi.org/10.1016/j.tust.2021.103919
9. Kaplunov D.R., Kalmykov V.N., Rylnikova M.V. Combined geotechnology. Moscow: Ruda i metally; 2003. 560 p. (In Russ.)
10. Kalmykov V.N., Strukov K.I., Konstantinov G.P., Kulsaitov R.V. Developing a reworking process for the upper levels of the Kochkarskoye gold mine. Vestnik of Nosov Magnitogorsk State Technical University. 2016;14(3):13–20. (In Russ.) https://doi.org/10.18503/1995-2732-2016-14-3-13-20
11. Masaev Yu.A., Masaev V.Yu., Kopytov A.I. Development and improvement of support structures for under-ground mine workings and structures. Bulletin of Research Center for Safety in Coal Industry (Industial Safety). 2020;(3):42–48. (In Russ.)
12. Dik Yu.A., Kotenkov A.V., Tankov M.S. Practice of pilot industrial testing of ore deposit development technology. Ekaterinburg: Ural University; 2014. (In Russ.)
13. Egorov P.V. (ed.). Anchoring of mine workings abroad. Analysis of the experience of creation, formation and current state. Kemerovo: Kuzbassvuzizdat; 2001. 211 p. (In Russ.)
14. Dik Yu.A., Kotenkov A.V., Tankov M.S., Lapin V.A. Practice of technical re-equipment of mining processes. Verkhnyaya Pyshma: UMMC Technical University; 2022. 512 p. (In Russ.)