Annotation:
The study provides the substantiation and testing of the intelligent monitoring system aiming at improving the safe operation of electric quarry excavators in open-pit mining conditions. The study was conducted in an operating coal mine, using machine learning algorithms to detect abnormalities in current, temperature, and vibration parameters. As shown, the early identification of deviations helps reduce the probability of failures, decrease the number of overload cycles, and lower the integral production risk. The obtained results are of high industrial significance for the coal and mining industries, where the reliability of the quarry equipment determines the sustainability of the workflow. The implementation of AI monitoring facilitates the transition to a proactive risk management model and reduces the injury rate at enterprises engaged in open-pit mining operations.
References:
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2. Алгоритмы принятия решений по снижению аэрологических рисков в угольных шахтах / С.В. Баловцев, О.В. Скопинцева, Е.Ю. Куликова, А.А. Рыбичев // Устойчивое развитие горных территорий. 2025. Т. 17. № 2. С. 688–700. DOI: 10.21177/1998-4502-2025-17-2-688-700
Balovtsev S.V., Skopintseva O.V., Kulikova E.Yu., Rybichev A.A. Decision-making algorithms for reducing aerological risks in coal mines. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2025. Vol. 17. № 2. pp. 688–700. (In Russ). DOI: 10.21177/1998-4502-2025-17-2-688-700
3. Satrio D., Zulfahmi I.A., Safitra A.G., Muharja M., Madi M., Musabikha S., Suyanto E.M., Kasharjanto A., Setyawan F.O., Siddiq N.A. Numerical Investigation of Flow Distribution Performance Around Critical Pipe in Condenser with Airfoil Guide Vane Impingement Plate. International Review on Modelling and Simulations. 2025. Vol. 18. № 3. pp. 154–165. DOI: 10.15866/iremos.v18i3.25321
4. Zaurbekov S., Zaurbekov K., Balgayev D., Boiko G., Aksholakov E., Klyuev R.V., Martyushev N.V. Design optimization of valve assemblies in downhole rod pumps to enhance operational reliability in oil production. Energies. 2025. Vol. 18. Iss. 15. DOI: 10.3390/en18153976
5. Оценка и анализ аэродинамических параметров воздушных потоков для эффективного выбора схем воздухообеспечения в угольных шахтах / И.И. Босиков, Р.В. Клюев, И.О. Аймбетова, С.А. Махошева // Устойчивое развитие горных территорий. 2021. Т. 13. № 3. С. 397–405. DOI: 10.21177/1998-4502-2021-13-3-397-405
Bosikov I.I., Klyuev R.V., Aimbetova I.O., Makhosheva S.A. Assessment and analysis of aerodynamic parameters of air flows for effective selection of air supply schemes in coal mines. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2021. Vol. 13. № 3. рр. 397–405. (In Russ.). DOI: 10.21177/1998-4502-2021-13-3-397-405
6. Marlina R., Arundina R.Y., Togatorop E.R., Saifulloh S.A., Ismadi, Purnomo D., Budiman I., Darma Y., Subyakto. Chemical Bond Analysis of Activated Carbon from Oil Palm Waste Using FTIR and Raman Spectroscopy. Green Energy and Technology. 2025. рр. 321–331. DOI: 10.1007/978-981-19-1596-3_27
7. Malozyomov B.V., Khekert E.V., Martyushev N.V., Konyukhov V.Y., Chetverikova V.V., Golik V.I., Tynchenko V.S. Improving the Reliability of the Protection of Electric Transport Networks. World Electric Vehicle Journal. 2025. Vol. 16. Iss. 8. DOI: 10.3390/wevj16080477
8. Информационные технологии для систематизации способов повышения безопасности в угольных шахтах / Е.Е. Невская, Д.А. Медведев, А.Б. Маховиков, Ю.А. Филясова // Устойчивое развитие горных территорий. 2025. Т. 17. № 2. С. 627–635. DOI: 10.21177/1998-4502-2025 17-2-627-635
Nevskaia E.E., Medvedev D.A., Makhovikov A.B., Filyasova Yu.A. Information technologies for systematization of methods improving safety in coal mines. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2025. Vol. 17. № 2. pp. 627–635. (In Russ.). DOI: 10.21177/1998-4502-2025-17-2-627-635
9. Noor M.F., Sumarlan S.H., Argo B.D., Hendrawan Y. Influence of Pyrolysis Temperature on the Composition of Bio oil Derived from Cerbera odollam as a Raw Material. Pertanika Journal of Science and Technology. 2025. Vol. 33. Iss. 4. DOI: 10.47836/pjst.33.4.04
10. Yelemessov K., Baskanbayeva D., Sabirova L., Martyushev N.V., Malozyomov B.V., Zhanar T., Golik V.I. Algorithmic Optimal Control of Screw Compressors for Energy-Efficient Operation in Smart Power Systems. Algorithms. 2025. Vol. 18. Iss. 9. DOI: 10.3390/a18090583
11. Моделирование режимов работы тягового электрооборудования горнопромышленного транспорта / А.Э. Аухадеев, О.А. Филина, Б.В. Малозёмов, Н.В. Мартюшев // Устойчивое развитие горных территорий. 2025. Т. 17. № 2. С. 812–822. DOI: 10.21177/1998-4502-2025-17 2-812-822
Aukhadeev A.E., Filina O.A., Malozyomov B.V., Martyushev N.V. Operating modes modeling of traction electrical equipment of mining transport. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2025. Vol. 17. № 2. pp. 812–822. (In Russ.). DOI: 10.21177/1998-4502-2025-17-2-812-822
12. Murtius W.S., Argo B.D., Nurika I., Sukardi. Stepwise Pretreatment of Pulsed Electric Fields and Solid Substrate Fermentation Using Pleurotus ostreatus on Coconut Dregs. Journal of Renewable Materials. 2025. Vol. 13. № 5. рр. 997–1020. DOI: 10.32604/jrm.2025.02024-0004
13. Fikri M.I.F., Arifin M.Z., Sutikno F.R., Miftahulkhair M., Pradita E.A. Understanding the Potential of Airport Bus Services for Public Transport: A Case Study of Abdul Rachman Saleh Airport in Malang City. Civil Engineering and Architecture. 2025. Vol. 13. № 5. рр. 3718–3725. DOI: 10.13189/cea.2025.130519
14. Shishkin P.V., Malozyomov B.V., Martyushev N.V., Sorokova S.N., Efremenkov E.A., Valuev D.V., Qi M. Development of a mathematical model of operation reliability of mine hoisting plants. Mathematics. 2024. Vol. 12. Iss. 12. DOI: 10.3390/math12121843
15. Голик В.И. Концепция безотходной добычи руд и металлов с комбинированием технологий // Устойчивое развитие горных территорий. 2024. Т. 16. № 3. С. 842–848. DOI: 10.21177/1998-4502-2024-16-3-842-848
Golik V.I. The concept of waste-free mining of ores and metals with a combination of technologies. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2024. Vol. 16. № 3. pp. 842–848. (In Russ.). DOI: 10.21177/1998-4502-2024-16-3-842-848