Annotation:
The paper presents the development and validation of an intelligent diagnostic method for high voltage 6 kV cable insulation operating in underground mining conditions. The proposed approach is based on deep learning techniques to detect early insulation degradation without interrupting normal equipment operation. The results demonstrate high classification accuracy and strong noise immunity under conditions typical for coal and ore mining industries. The industrial significance of the study lies in improving the reliability of underground power supply systems and reducing the risk of fires and emergency shutdowns. For mining and uranium production enterprises, the implementation of intelligent diagnostics has substantial industrial importance, as it supports a preventive industrial safety strategy and minimizes economic losses associated with equipment downtime.
References:
1. Никитенко С.М., Гоосен Е.В., Каган Е.С. Оценка приоритетности направлений инновационно-технологического развития горнодобывающих территорий // Устойчивое развитие горных территорий. 2025. Т. 17. № 1. С. 282–294. DOI: 10.21177/1998-4502-2025-17-1-282-294
Nikitenko C.M., Goosen E.V., Kagan E.S. Assessment of innovative and technological development priority of mining territories. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2025. Vol. 17. № 1. рр. 282–294. (In Russ.). DOI: 10.21177/1998-4502-2025-17-1-282-294
2. Balqis D.B., Armansyah B. Fossil Energy Resilience in a Changing Climate: Risk Analysis, Strategies, and Practical Plan. 2nd International Conference on Sustainable Environment and Disaster Management. 2025. Vol. 652. DOI: 10.1051/e3sconf/202565203003
3. Pryalukhin A.F., Martyushev N.V., Malozyomov B.V., Demin A.Y., Pogrebnoy A.V., Kuleshova E.E., Valuev D.V. Simulation modeling of energy efficiency of electric dump truck use depending on the operating cycle. Mathematics. 2026. Vol. 14. Iss. 4. DOI: 10.3390/math14040706
4. Баловцев С.В., Скопинцева О.В. Научно обоснованные технологические решения по снижению аэрологических рисков на действующих и проектируемых угольных шахтах // Горный информационно-аналитический бюллетень (научно-технический журнал). 2023. № 2. С. 139–151. DOI: 10.25018/0236_1493_2023_2_0_139
Balovtsev S.V., Skopintseva O.V. Science-based technological solutions for aerological risks reducing in operating and designing coal mines. Gornyy informatsionno-analiticheskiy byulleten (nauchno-tekhnicheskiy zhurnal) = Mining Informational and Analytical Bulletin (Scientific and technical journal). 2023. № 2. рр. 139–151. (In Russ.). DOI: 10.25018/0236_1493_2023_2_0_139
5. Syazili M., Bisri M., Andawayanti U., Hendrawan A.P. The Safety Factor and Deformation on the Slope by Soil Nailing Reinforcement in the Water Saturation Condition. Civil Engineering and Architecture. 2025. Vol. 13. Iss. 4. pp. 2914–2921. DOI: 10.13189/cea.2025.130408
6. Zadkov D.A., Martyushev N.V., Malozyomov B.V., Demin A.Y., Pogrebnoy A.V., Kuleshova E.E., Valuev D.V. Mathematical modeling of operational reliability of mine lifting equipment based on censored data. Mathematics. 2026. Vol. 14. Iss. 4. DOI: 10.3390/math14040716
7. Wardani M.K., Munawir A., Zaika Y., Harimurti, Suryo E.A. Investigating Failure Mechanisms in Deep Soil Mixing Used for Embankments: A Review. Selected Articles from the 8th International Conference on Architecture and Civil Engineering. 2025. Vol. 635. pp. 1013–1024. DOI: 10.1007/978-981-96-5654-7_92
8. Martyushev N.V., Malozyomov B.V., Demin A.Y., Pogrebnoy A.V., Kurdyumov G.E., Kondratiev V.V., Karlina A.I. Comparative Assessment of the Reliability of Non-Recoverable Subsystems of Mining Electronic Equipment Using Various Computational Methods. Mathematics. 2026. Vol. 14. Iss. 4. DOI: 10.3390/math14040723
9. Баловцев С.В., Меркулова А.М. Комплексная оценка надежности зданий, сооружений и технических устройств горнодобывающих предприятий // Информационно-аналитический бюллетень по горному делу (научно-технический журнал). 2024. № 3. рр. 170–181. DOI: 10.25018/0236_1493_2024_3_0_170
Balovtsev S.V., Merkulova A.M. Comprehensive assessment of buildings, structures and technical devices reliability of mining enterprises. Informatsionno-analiticheskiy byulleten po gornomu delu (nauchno-tekhnicheskiy zhurnal) = Mining Informational and Analytical Bulletin (Scientific and technical journal). 2024. № 3. рр. 170–181. DOI: 10.25018/0236_1493_2024_3_0_170
10. Hasan M.F.R., Juwono A.M., Susilo A., Aprilia F., Sheliyana P., Abidin R.R., Perdana B.K., Agung P.A.M. Determination of Groundwater Resources using Geoelectrical Resistivity Method for Drought Mitigation in Bantur, Malang Regency. IOP Conference Series: Earth and Environmental Science. 2025. Vol. 1453. DOI: 10.1088/1755-1315/1453/1/012046
11. Shishkin P.V., Malozyomov B.V., Martyushev N.V., Kondratiev V.V., Dorofeev E.M., Kononenko R.V., Vitkina G.Y. Optimization of energy balance and powertrain for electric mining dump trucks in coal mine reclamation operations. World Electric Vehicle Journal. 2025. Vol. 16. Iss. 11. DOI: 10.3390/wevj16110601
12. Вялкова С.А., Моргоева А.Д., Гаврина О.А. Разработка гибридной модели прогнозирования потребления электрической энергии для горно-металлургического предприятия // Устойчивое развитие горных территорий. 2022. Т. 14. № 3. С. 486–493. DOI: 10.21177/1998-4502-2022-14-3-486-493
Vyalkova S.A., Morgoeva A.D., Gavrina O.A. Development of a hybrid model for predicting the consumption of electrical energy for a mining and metallurgical enterprise. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2022. Vol. 14. № 3. рр. 486–493 (In Russ.). DOI: 10.21177/1998-4502-2022-14-3-486-493
13. Yani A., Wijayanti W. Trash to Treasure: Co-Pyrolysis of PET Plastic and Hibiscus Rosa-Sinensis for Sustainable Syngas Production. Proceedings of the 10th International Conference and Exhibition on Sustainable Energy and Advanced Materials. 2025. рр. 61–75. DOI: 10.1007/978-981-96-5063-7_6
14. Martyushev N.V., Malozyomov B.V., Gladkikh V.A., Demin A.Y., Pogrebnoy A.V., Kuleshova E.E., Karlina Y.I. Adaptive iterative algorithm for optimizing the load profile of charging stations with restrictions on the state of charge of the battery of mining dump trucks. Mathematics. 2025. Vol. 13. Iss. 24. DOI: 10.3390/math13243964
15. Федоткин И.О. Ключевые факторы угледобычи в ведущих странах мира // Горный информационно-аналитический бюллетень (научно-технический журнал). 2025. № 3. С. 153–167. DOI: 10.25018/0236_1493_2025_3_0_153
Fedotkin I.O. Key factors of coal mining in world’s leading countries. Gornyy informatsionno-analiticheskiy byulleten (nauchno-tekhnicheskiy zhurnal) = Mining Informational and Analytical Bulletin (Scientific and technical journal). 2025. № 3. рр. 153–167 (In Russ.). DOI: 10.25018/0236_1493_2025_3_0_153
16. Widjanarko, Choiron M.A., Purnowidodo A., Irawan Y.S. Energy absorption characteristics and deformation patterns in fiberglass filled crash box under quasi static loading. MM Science Journal. 2025. рр. 8664–8671. DOI: 10.17973/MMSJ.2025_10_2025065
Nikitenko C.M., Goosen E.V., Kagan E.S. Assessment of innovative and technological development priority of mining territories. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2025. Vol. 17. № 1. рр. 282–294. (In Russ.). DOI: 10.21177/1998-4502-2025-17-1-282-294
2. Balqis D.B., Armansyah B. Fossil Energy Resilience in a Changing Climate: Risk Analysis, Strategies, and Practical Plan. 2nd International Conference on Sustainable Environment and Disaster Management. 2025. Vol. 652. DOI: 10.1051/e3sconf/202565203003
3. Pryalukhin A.F., Martyushev N.V., Malozyomov B.V., Demin A.Y., Pogrebnoy A.V., Kuleshova E.E., Valuev D.V. Simulation modeling of energy efficiency of electric dump truck use depending on the operating cycle. Mathematics. 2026. Vol. 14. Iss. 4. DOI: 10.3390/math14040706
4. Баловцев С.В., Скопинцева О.В. Научно обоснованные технологические решения по снижению аэрологических рисков на действующих и проектируемых угольных шахтах // Горный информационно-аналитический бюллетень (научно-технический журнал). 2023. № 2. С. 139–151. DOI: 10.25018/0236_1493_2023_2_0_139
Balovtsev S.V., Skopintseva O.V. Science-based technological solutions for aerological risks reducing in operating and designing coal mines. Gornyy informatsionno-analiticheskiy byulleten (nauchno-tekhnicheskiy zhurnal) = Mining Informational and Analytical Bulletin (Scientific and technical journal). 2023. № 2. рр. 139–151. (In Russ.). DOI: 10.25018/0236_1493_2023_2_0_139
5. Syazili M., Bisri M., Andawayanti U., Hendrawan A.P. The Safety Factor and Deformation on the Slope by Soil Nailing Reinforcement in the Water Saturation Condition. Civil Engineering and Architecture. 2025. Vol. 13. Iss. 4. pp. 2914–2921. DOI: 10.13189/cea.2025.130408
6. Zadkov D.A., Martyushev N.V., Malozyomov B.V., Demin A.Y., Pogrebnoy A.V., Kuleshova E.E., Valuev D.V. Mathematical modeling of operational reliability of mine lifting equipment based on censored data. Mathematics. 2026. Vol. 14. Iss. 4. DOI: 10.3390/math14040716
7. Wardani M.K., Munawir A., Zaika Y., Harimurti, Suryo E.A. Investigating Failure Mechanisms in Deep Soil Mixing Used for Embankments: A Review. Selected Articles from the 8th International Conference on Architecture and Civil Engineering. 2025. Vol. 635. pp. 1013–1024. DOI: 10.1007/978-981-96-5654-7_92
8. Martyushev N.V., Malozyomov B.V., Demin A.Y., Pogrebnoy A.V., Kurdyumov G.E., Kondratiev V.V., Karlina A.I. Comparative Assessment of the Reliability of Non-Recoverable Subsystems of Mining Electronic Equipment Using Various Computational Methods. Mathematics. 2026. Vol. 14. Iss. 4. DOI: 10.3390/math14040723
9. Баловцев С.В., Меркулова А.М. Комплексная оценка надежности зданий, сооружений и технических устройств горнодобывающих предприятий // Информационно-аналитический бюллетень по горному делу (научно-технический журнал). 2024. № 3. рр. 170–181. DOI: 10.25018/0236_1493_2024_3_0_170
Balovtsev S.V., Merkulova A.M. Comprehensive assessment of buildings, structures and technical devices reliability of mining enterprises. Informatsionno-analiticheskiy byulleten po gornomu delu (nauchno-tekhnicheskiy zhurnal) = Mining Informational and Analytical Bulletin (Scientific and technical journal). 2024. № 3. рр. 170–181. DOI: 10.25018/0236_1493_2024_3_0_170
10. Hasan M.F.R., Juwono A.M., Susilo A., Aprilia F., Sheliyana P., Abidin R.R., Perdana B.K., Agung P.A.M. Determination of Groundwater Resources using Geoelectrical Resistivity Method for Drought Mitigation in Bantur, Malang Regency. IOP Conference Series: Earth and Environmental Science. 2025. Vol. 1453. DOI: 10.1088/1755-1315/1453/1/012046
11. Shishkin P.V., Malozyomov B.V., Martyushev N.V., Kondratiev V.V., Dorofeev E.M., Kononenko R.V., Vitkina G.Y. Optimization of energy balance and powertrain for electric mining dump trucks in coal mine reclamation operations. World Electric Vehicle Journal. 2025. Vol. 16. Iss. 11. DOI: 10.3390/wevj16110601
12. Вялкова С.А., Моргоева А.Д., Гаврина О.А. Разработка гибридной модели прогнозирования потребления электрической энергии для горно-металлургического предприятия // Устойчивое развитие горных территорий. 2022. Т. 14. № 3. С. 486–493. DOI: 10.21177/1998-4502-2022-14-3-486-493
Vyalkova S.A., Morgoeva A.D., Gavrina O.A. Development of a hybrid model for predicting the consumption of electrical energy for a mining and metallurgical enterprise. Ustoychivoe razvitie gornykh territoriy = Sustainable Development of Mountain Territories. 2022. Vol. 14. № 3. рр. 486–493 (In Russ.). DOI: 10.21177/1998-4502-2022-14-3-486-493
13. Yani A., Wijayanti W. Trash to Treasure: Co-Pyrolysis of PET Plastic and Hibiscus Rosa-Sinensis for Sustainable Syngas Production. Proceedings of the 10th International Conference and Exhibition on Sustainable Energy and Advanced Materials. 2025. рр. 61–75. DOI: 10.1007/978-981-96-5063-7_6
14. Martyushev N.V., Malozyomov B.V., Gladkikh V.A., Demin A.Y., Pogrebnoy A.V., Kuleshova E.E., Karlina Y.I. Adaptive iterative algorithm for optimizing the load profile of charging stations with restrictions on the state of charge of the battery of mining dump trucks. Mathematics. 2025. Vol. 13. Iss. 24. DOI: 10.3390/math13243964
15. Федоткин И.О. Ключевые факторы угледобычи в ведущих странах мира // Горный информационно-аналитический бюллетень (научно-технический журнал). 2025. № 3. С. 153–167. DOI: 10.25018/0236_1493_2025_3_0_153
Fedotkin I.O. Key factors of coal mining in world’s leading countries. Gornyy informatsionno-analiticheskiy byulleten (nauchno-tekhnicheskiy zhurnal) = Mining Informational and Analytical Bulletin (Scientific and technical journal). 2025. № 3. рр. 153–167 (In Russ.). DOI: 10.25018/0236_1493_2025_3_0_153
16. Widjanarko, Choiron M.A., Purnowidodo A., Irawan Y.S. Energy absorption characteristics and deformation patterns in fiberglass filled crash box under quasi static loading. MM Science Journal. 2025. рр. 8664–8671. DOI: 10.17973/MMSJ.2025_10_2025065