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    <journal-meta>
      <journal-id journal-id-type="issn">2411-3336</journal-id>
      <journal-id journal-id-type="eissn">2541-9404</journal-id>
      <journal-title-group>
        <journal-title xml:lang="ru">Записки Горного института</journal-title>
        <journal-title xml:lang="en">Journal of Mining Institute</journal-title>
      </journal-title-group>
      <publisher>
        <publisher-name xml:lang="ru">Санкт-Петербургский горный университет императрицы Екатерины ΙΙ</publisher-name>
        <publisher-name xml:lang="en">Empress Catherine II Saint Petersburg Mining University</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id custom-type="edn" pub-id-type="custom">HCLPJB</article-id>
      <article-id custom-type="pmi" pub-id-type="custom">pmi-16189</article-id>
      <article-id pub-id-type="uri">https://pmi.spmi.ru/pmi/article/view/16189</article-id>
      <article-categories>
        <subj-group subj-group-type="section-heading" xml:lang="ru">
          <subject>Энергетика</subject>
        </subj-group>
        <subj-group subj-group-type="section-heading" xml:lang="en">
          <subject>Energy industry</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title xml:lang="en">A reliability study of the traction drive system in haul trucks based on failure analysis of their functional parts</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Исследование надежности тягового электропривода карьерных самосвалов на основе анализа отказов его функциональных узлов</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name name-style="eastern">
            <surname>Nazarychev</surname>
            <given-names>Alexander N.</given-names>
          </name>
          <name-alternatives>
            <name name-style="eastern" xml:lang="ru">
              <surname>Назарычев</surname>
              <given-names>А. Н.</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Nazarychev</surname>
              <given-names>Alexander N.</given-names>
            </name>
          </name-alternatives>
          <email>Nazarychev_AN@pers.spmi.ru</email>
          <contrib-id contrib-id-type="orcid">0000-0001-6223-4150</contrib-id>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <aff-alternatives id="aff1">
          <aff>
            <institution xml:lang="ru">Санкт-Петербургский горный университет (Санкт-Петербруг, Россия)</institution>
          </aff>
          <aff>
            <institution xml:lang="en">Saint Petersburg Mining University (Saint Petersburg, Russia)</institution>
          </aff>
        </aff-alternatives>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="eastern">
            <surname>Dyachenok</surname>
            <given-names>Grigory V.</given-names>
          </name>
          <name-alternatives>
            <name name-style="eastern" xml:lang="ru">
              <surname>Дяченок</surname>
              <given-names>Г. В.</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Dyachenok</surname>
              <given-names>Grigory V.</given-names>
            </name>
          </name-alternatives>
          <email>grigoriu.016@mail.ru</email>
          <contrib-id contrib-id-type="orcid">0000-0002-6828-4252</contrib-id>
          <xref ref-type="aff" rid="aff2"/>
        </contrib>
        <aff-alternatives id="aff2">
          <aff>
            <institution xml:lang="ru">Санкт-Петербургский горный университет (Санкт-Петербруг, Россия)</institution>
          </aff>
          <aff>
            <institution xml:lang="en">Saint Petersburg Mining University (Saint Petersburg, Russia)</institution>
          </aff>
        </aff-alternatives>
        <contrib contrib-type="author">
          <name name-style="eastern">
            <surname>Sychev</surname>
            <given-names>Yuriy A.</given-names>
          </name>
          <name-alternatives>
            <name name-style="eastern" xml:lang="ru">
              <surname>Сычев</surname>
              <given-names>Ю. А.</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Sychev</surname>
              <given-names>Yuriy A.</given-names>
            </name>
          </name-alternatives>
          <email>Sychev_YuA@pers.spmi.ru</email>
          <contrib-id contrib-id-type="orcid">0000-0003-0119-505X</contrib-id>
          <xref ref-type="aff" rid="aff3"/>
        </contrib>
        <aff-alternatives id="aff3">
          <aff>
            <institution xml:lang="ru">Санкт-Петербургский горный университет (Санкт-Петербруг, Россия)</institution>
          </aff>
          <aff>
            <institution xml:lang="en">Saint Petersburg Mining University (Saint Petersburg, Russia)</institution>
          </aff>
        </aff-alternatives>
      </contrib-group>
      <pub-date pub-type="epub" iso-8601-date="2023-07-19">
        <day>19</day>
        <month>07</month>
        <year>2023</year>
      </pub-date>
      <pub-date date-type="collection">
        <year>2023</year>
      </pub-date>
      <volume>261</volume>
      <fpage>363</fpage>
      <lpage>373</lpage>
      <history>
        <date date-type="received" iso-8601-date="2023-03-14">
          <day>14</day>
          <month>03</month>
          <year>2023</year>
        </date>
        <date date-type="accepted" iso-8601-date="2023-06-20">
          <day>20</day>
          <month>06</month>
          <year>2023</year>
        </date>
        <date date-type="rev-recd" iso-8601-date="2023-07-19">
          <day>19</day>
          <month>07</month>
          <year>2023</year>
        </date>
      </history>
      <permissions>
        <copyright-statement xml:lang="ru">© 2023 А. Н. Назарычев, Г. В. Дяченок, Ю. А. Сычев</copyright-statement>
        <copyright-statement xml:lang="en">© 2023 Alexander N. Nazarychev, Grigory V. Dyachenok, Yuriy A. Sychev</copyright-statement>
        <copyright-year>2023</copyright-year>
        <copyright-holder xml:lang="ru">А. Н. Назарычев, Г. В. Дяченок, Ю. А. Сычев</copyright-holder>
        <copyright-holder xml:lang="en">Alexander N. Nazarychev, Grigory V. Dyachenok, Yuriy A. Sychev</copyright-holder>
        <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0" xml:lang="ru">
          <license-p>Эта статья доступна по лицензии Creative Commons Attribution 4.0 International (CC BY 4.0)</license-p>
        </license>
        <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0" xml:lang="en">
          <license-p>This article is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0)</license-p>
        </license>
      </permissions>
      <self-uri xlink:type="simple" xlink:href="https://pmi.spmi.ru/pmi/article/view/16189">https://pmi.spmi.ru/pmi/article/view/16189</self-uri>
      <abstract xml:lang="ru">
        <p>Эффективность работы горно-обогатительного комбината зависит от уровня комплексной механизации технологического процесса. При добыче полезного ископаемого основные расходы приходятся на транспортирование горной массы. Ключевыми звеньями в горно-транспортной системе являются карьерные самосвалы. Поэтому для увеличения эффективности работы горно-обогатительного комбината путем улучшения грузооборота и снижения затрат на транспортирование горных масс необходимо повысить заданный уровень надежности карьерных самосвалов посредством повышения средней наработки до первого отказа. В статье проанализировано состояние надежности тягового электропривода карьерных самосвалов, работающих в отраслях минерально-сырьевого комплекса. Приводится количественная оценка отказов электропривода от дефектов, возникающих в функциональных узлах, а также затрат на выполнение восстановительных ремонтных работ. Анализ отказов с 2018 по 2022 гг. и результаты вибрационных испытаний дизель-генераторной установки показали, что самыми затратными оказались дефекты в синхронных генераторах электропривода, а основной причиной дефекта стали повышенные внешние вибрационные воздействия. На основании испытаний общего уровня вибраций и их спектрального состава в различных режимах работы оборудования сформулированы рекомендации по стойкости генератора к механическим внешним воздействующим факторам и увеличению степени защитной оболочки корпуса для исключения загрязнения. Представлен диапазон частот, представляющий наибольшую опасность разрушения для обмоток генератора.</p>
      </abstract>
      <abstract xml:lang="en">
        <p>The efficiency of a mining and processing plant depends on the level of complex mechanization of the production process. In mineral extraction, haulage is a major cost category, with haul trucks being the key component of the mining transportation system. To improve production performance, mining operations can increase their haulage turnover and reduce transportation costs, which necessitates making haul trucks more reliable. This can be done by improving their mean time to first failure (MTFF) indicators. This article analyzes the reliability status of the traction drive system inhaul trucks operating in the mineral resources sector. It provides a quantitative assessment of traction drive system failures resulting from part defects and discusses the associated repair costs. By examining failure data from 2018 to 2022 and the results of vibration tests performed on a diesel generator, the study reveals that the most expensive failures are associated with defects in the synchronous generator, which are primarily caused by elevated external vibrations. Based on basic vibration tests and vibration spectra tests at different operating modes, recommendations have been formulated concerning the generator’s robustness to external mechanical forces and the ways to increase the generator’s protection grade to prevent dust intrusion. The study also identifies the frequency range that poses the greatest risk of damage to the windings.</p>
      </abstract>
      <kwd-group xml:lang="ru">
        <title>Ключевые слова</title>
        <kwd>тяговый электропривод</kwd>
        <kwd>карьерные самосвалы</kwd>
        <kwd>надежность</kwd>
        <kwd>техническое состояние</kwd>
        <kwd>дефекты</kwd>
        <kwd>отказы</kwd>
        <kwd>синхронный тяговый генератор</kwd>
      </kwd-group>
      <kwd-group xml:lang="en">
        <title>Keywords</title>
        <kwd>traction motor</kwd>
        <kwd>mining trucks</kwd>
        <kwd>reliability</kwd>
        <kwd>equipment health</kwd>
        <kwd>defects</kwd>
        <kwd>failures</kwd>
        <kwd>synchronous generator</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body/>
  <back>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <mixed-citation xml:lang="ru">Козярук А.Е., Камышьян А.М. Повышение энергетической эффективности электромеханической трансмиссии карьерного автосамосвала // Записки Горного института. 2019. Т. 239. С. 576-582. DOI: 10.31897/PMI.2019.5.576</mixed-citation>
        <mixed-citation xml:lang="en">Kozyaruk А.Е., Kamyshyan A.M. Improving the Energy Efficiency of the Electromechanical Transmission of an Open-pit Dump Truck. Journal of Mining Institute. 2019. Vol. 239, p. 576-582. DOI: 10.31897/PMI.2019.5.576</mixed-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <mixed-citation xml:lang="ru">Patterson S.R., Kozan E., Hyland P. Energy efficient scheduling of open-pit coal mine trucks // European Journal of Operational Research. 2017. Vol. 262. Iss. 2. P. 759-770. DOI: 10.1016/j.ejor.2017.03.081</mixed-citation>
        <mixed-citation xml:lang="en">Patterson S.R., Kozan E., Hyland P. Energy efficient scheduling of open-pit coal mine trucks. European Journal of Operational Research. 2017. Vol. 262. Iss. 2, p. 759-770. DOI: 10.1016/j.ejor.2017.03.081</mixed-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <mixed-citation xml:lang="ru">Dubinkin D., Sadovets V., Syrkin I., Chicherin I. Assessment of the Need to Create Control Sytem of Unmanned Dump Truck // E3S Web of Conferences. 2020. Vol. 177. № 03022. DOI: 10.1051/e3sconf/202017703022</mixed-citation>
        <mixed-citation xml:lang="en">Dubinkin D., Sadovets V., Syrkin I., Chicherin I. Assessment of the Need to Create Control Sytem of Unmanned Dump Truck. E3S Web of Conferences. 2020. Vol. 177. N 03022. DOI: 10.1051/e3sconf/202017703022</mixed-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <mixed-citation xml:lang="ru">Kuznetsov D., Kosolapov A. Dynamic of performance of open-pit dump trucks in ore mining in severe climatic environment // Transportation Research Procedia. 2022. Vol. 63. P. 1042-1048. DOI: 10.1016/j.trpro.2022.06.104</mixed-citation>
        <mixed-citation xml:lang="en">Kuznetsov D., Kosolapov A. Dynamic of performance of open-pit dump trucks in ore mining in severe climatic environment. Transportation Research Procedia. 2022. Vol. 63, p. 1042-1048. DOI: 10.1016/j.trpro.2022.06.104</mixed-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <mixed-citation xml:lang="ru">Журавлев А.Г., Исаков М.В. Экспериментальные исследования работы карьерных автосамосвалов в условиях эксплуатации // Горный информационно-аналитический бюллетень. 2020. № 3-1. С. 530-542. DOI: 10.25018/0236-1493-2020-31-0-530-542</mixed-citation>
        <mixed-citation xml:lang="en">Zhuravlev A.G., Isakov M.V. Experimental testing of open pit dump trucks in operating conditions. Mining Informational and Analytical Bulletin. 2020. N 3-1, p. 530-542 (in Russian). DOI: 10.25018/0236-1493-2020-31-0-530-542</mixed-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <mixed-citation xml:lang="ru">Кузин Е.Г., Пудов Е.Ю., Дубинкин Д.М. Анализ отказов узлов карьерных самосвалов в условиях эксплуатации // Горное оборудование и электромеханика. 2021. № 2. С. 55-61. DOI: 10.26730/1816-4528-2021-2-55-61</mixed-citation>
        <mixed-citation xml:lang="en">Kuzin E.G., Рudov E.Yu., Dubinkin D.M. Analysis of failures of mining dump truck components under operating conditions. Mining equipment and electromechanics. 2021. N 2, p. 55-61 (in Russian). DOI: 10.26730/1816-4528-2021-2-55-61</mixed-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <mixed-citation xml:lang="ru">Власов Ю.А., Спирин Е.Н., Ляпин А.Н. и др. Анализ причин низкой эксплуатационной надежности карьерных автосамосвалов // Научное обозрение. Технические науки. 2016. № 5. С. 37-44.</mixed-citation>
        <mixed-citation xml:lang="en">Vlasov Yu.A., Spirin E.N., Lyapin A.N. Analysis of the reasons of low operational reliability of career dump trucks. Scientific review. Technical sciences. 2016. N 5, p. 37-44 (in Russian).</mixed-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <mixed-citation xml:lang="ru">Semykina A., Zagorodnii N., Novikov A. Study of the effectiveness of the organization of the system of maintenance and repair of quarry transport of mining and processing plants // Transportation Research Procedia. 2022. Vol. 63. P. 983-989. DOI: 10.1016/j.trpro.2022.06.097</mixed-citation>
        <mixed-citation xml:lang="en">Semykina A., Zagorodnii N., Novikov A. Study of the effectiveness of the organization of the system of maintenance and repair of quarry transport of mining and processing plants. Transportation Research Procedia. 2022. Vol. 63, p. 983-989. DOI: 10.1016/j.trpro.2022.06.097</mixed-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <mixed-citation xml:lang="ru">Дубинкин Д.М., Карташов А.Б., Арутюнян Г.А. и др. Разработка программы и методики предварительных испытаний автономного карьерного самосвала // Горное оборудование и электромеханика. 2021. № 6. С. 59-65. DOI: 10.26730/1816-4528-2021-6-59-65</mixed-citation>
        <mixed-citation xml:lang="en">Dubinkin D.M., Kartashov A.B., Arutyunyan G.A. et al. Development of a program and methodology for preliminary testing of an autonomous quarry dump truck. Mining equipment and electromechanics. 2021. N 6, p. 59-65. DOI: 10.26730/1816-4528-2021-6-59-65</mixed-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <mixed-citation xml:lang="ru">Zhen Wang, Lihui Zhao, Zhiguo Kong et al. Development of accelerated reliability test cycle for electric drive system based on vehicle operating data // Engineering Failure Analysis. 2022. Vol. 141. № 106696. DOI: 10.1016/j.engfailanal.2022.106696</mixed-citation>
        <mixed-citation xml:lang="en">Zhen Wang, Lihui Zhao, Zhiguo Kong et al. Development of accelerated reliability test cycle for electric drive system based on vehicle operating data. Engineering Failure Analysis. 2022. Vol. 141. N 106696. DOI: 10.1016/j.engfailanal.2022.106696</mixed-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <mixed-citation xml:lang="ru">Махараткин П.Н., Абдулаев Э.К., Вишняков Г.Ю. и др. Повышение эффективности функционирования карьерных автосамосвалов на основе обоснования их рациональной скорости с помощью имитационного моделирования // Горный информационно-аналитический бюллетень. 2022. № 6-2. С. 237-250. DOI: 10.25018/0236_1493_2022_62_0_237</mixed-citation>
        <mixed-citation xml:lang="en">Makharatkin P.N., Abdulaev E.K., Vishnyakov G.Yu. et al. Increase of efficiency of dump trucks functioning on the basis of justification of their rational speed by means of simulation modeling. Mining Informational and Analytical Bulletin. 2022. N 6-2, p. 237-250 (in Russian). DOI: 10.25018/0236_1493_2022_62_0_237</mixed-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <mixed-citation xml:lang="ru">Yanbiao Feng, Zuomin Dong. Integrated design and control optimization of fuel cell hybrid mining truck with minimized lifecycle cost // Applied Energy. 2020. Vol. 270. № 115164. DOI: 10.1016/j.apenergy.2020.115164</mixed-citation>
        <mixed-citation xml:lang="en">Yanbiao Feng, Zuomin Dong. Integrated design and control optimization of fuel cell hybrid mining truck with minimized lifecycle cost. Applied Energy. 2020. Vol. 270. N 115164. DOI: 10.1016/j.apenergy.2020.115164</mixed-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <mixed-citation xml:lang="ru">Bolshunova O.M., Korzhev A.A., Kamyshyan A.M. Adaptive control system of dump truck traction electric drive // IOP Conference Series: Materials Science and Engineering. 2018. Vol. 327. Iss. 5. № 052007. DOI: 10.1088/1757-899X/327/5/052007</mixed-citation>
        <mixed-citation xml:lang="en">Bolshunova O.M., Korzhev A.A., Kamyshyan A.M. Adaptive control system of dump truck traction electric drive. IOP Conference Series: Materials Science and Engineering. 2018. Vol. 327. Iss. 5. N 052007. DOI: 10.1088/1757-899X/327/5/052007</mixed-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <mixed-citation xml:lang="ru">Yanbiao Feng, Qiang Liu, Yong Li et al. Energy efficiency and CO2 emission comparison of alternative powertrain solutions for mining haul truck using integrated design and control optimization // Journal of Cleaner Production. 2022. Vol. 370. № 133568. DOI: 10.1016/j.jclepro.2022.133568</mixed-citation>
        <mixed-citation xml:lang="en">Yanbiao Feng, Qiang Liu, Yong Li et al. Energy efficiency and CO2 emission comparison of alternative powertrain solutions for mining haul truck using integrated design and control optimization. Journal of Cleaner Production. 2022. Vol. 370. N 133568. DOI: 10.1016/j.jclepro.2022.133568</mixed-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <mixed-citation xml:lang="ru">Seifoori S., Parrany A.M., Khodayari M. A high-cycle fatigue failure analysis for the turbocharger shaft of BELAZ 75131 mining dump truck // Engineering Failure Analysis. 2020. Vol. 116. № 104752. DOI: 10.1016/j.engfailanal.2020.104752</mixed-citation>
        <mixed-citation xml:lang="en">Seifoori S., Parrany A.M., Khodayari M. A high-cycle fatigue failure analysis for the turbocharger shaft of BELAZ 75131 mining dump truck. Engineering Failure Analysis. 2020. Vol. 116. N 104752. DOI: 10.1016/j.engfailanal.2020.104752</mixed-citation>
      </ref>
      <ref id="ref16">
        <label>16</label>
        <mixed-citation xml:lang="ru">Клебанов А.Ф., Сиземов Д.Н., Кадочников М.В. Комплексный подход к удаленному мониторингу технического состояния и режимов эксплуатации карьерного автосамосвала // Горная промышленность. 2020. № 2. С. 75-81. DOI: 10.30686/1609-9192-2020-2-75-81</mixed-citation>
        <mixed-citation xml:lang="en">Klebanov A.F., Sizemov D.N., Kadochnikov M.V. Integrated Approach to Remote Monitoring of Technical and Operating Conditions of Mine Dump Trucks. Russian Mining Industry. 2020. N 2, p. 75-81 (in Russian). DOI: 10.30686/1609- 9192-2020-2-75-81</mixed-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <mixed-citation xml:lang="ru">Koteleva N., Korolev N., Zhukovskiy Yu., Baranov G. A Soft Sensor for Measuring the Wear of an Induction Motor Bearing by the Park’s Vector Components of Current and Voltage // Sensors. 2021. Vol. 21. Iss. 23. № 7900. DOI: 10.3390/s21237900</mixed-citation>
        <mixed-citation xml:lang="en">Koteleva N., Korolev N., Zhukovskiy Yu., Baranov G. A Soft Sensor for Measuring the Wear of an Induction Motor Bearing by the Park’s Vector Components of Current and Voltage. Sensors. 2021. Vol. 21. Iss. 23. N 7900. DOI: 10.3390/s21237900</mixed-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <mixed-citation xml:lang="ru">Kundu P., Darpe A.K., Kulkarni M.S. Weibull accelerated failure time regression model for remaining useful life prediction of bearing working under multiple operating conditions // Mechanical Systems and Signal Processing. 2019. Vol. 134. № 106302. DOI: 10.1016/j.ymssp.2019.106302</mixed-citation>
        <mixed-citation xml:lang="en">Kundu P., Darpe A.K., Kulkarni M.S. Weibull accelerated failure time regression model for remaining useful life prediction of bearing working under multiple operating conditions. Mechanical Systems and Signal Processing. 2019. Vol. 134. N 106302. DOI: 10.1016/j.ymssp.2019.106302</mixed-citation>
      </ref>
      <ref id="ref19">
        <label>19</label>
        <mixed-citation xml:lang="ru">Jinjiang Wang, Peilun Fu, Laibin Zhang et al. Multilevel Information Fusion for Induction Motor Fault Diagnosis // IEEE/ASME Transactions on Mechatronics. 2019. Vol. 24. Iss. 5. P. 2139-2150. DOI: 10.1109/TMECH.2019.2928967</mixed-citation>
        <mixed-citation xml:lang="en">Jinjiang Wang, Peilun Fu, Laibin Zhang et al. Multilevel Information Fusion for Induction Motor Fault Diagnosis. IEEE/ASME Transactions on Mechatronics. 2019. Vol. 24. Iss. 5, p. 2139-2150. DOI: 10.1109/TMECH.2019.2928967</mixed-citation>
      </ref>
      <ref id="ref20">
        <label>20</label>
        <mixed-citation xml:lang="ru">Минакова Т.Е., Маларев В.И., Коржев А.А. Метод распознавания режимов работы асинхронных электродвигателей горных производств по субгармоническим параметрам // Горный информационно-аналитический бюллетень. 2022. № 11. С. 96-108. DOI: 10.25018/0236_1493_2022_11_0_96</mixed-citation>
        <mixed-citation xml:lang="en">Minakova T. E., Malarev V. I., Korzhev A. A. Method to identify operating regimes of asynchronous drivers by subharmonic parameters in mining. Mining Informational and Analytical Bulletin. 2022. N 11, p. 96-108 (in Russian). DOI: 10.25018/0236_1493_2022_11_0_96</mixed-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <mixed-citation xml:lang="ru">Zhukovskiy Yu.L., Vasilev B.Y., Korolev N.A., Malkova Y.M. Analysis of the behavior of asynchronous electric drive with a closed scalar control system when changing the inductance of the magnetizing circuit // Indonesian Journal of Science and Technology. 2023. Vol. 8. № 1. P. 65-78. DOI: 10.17509/ijost.v8i1.51983</mixed-citation>
        <mixed-citation xml:lang="en">Zhukovskiy Yu.L., Vasilev B.Y., Korolev N.A., Malkova Y.M. Analysis of the behavior of asynchronous electric drive with a closed scalar control system when changing the inductance of the magnetizing circuit. Indonesian Journal of Science and Technology. 2023. Vol. 8. N 1, p. 65-78. DOI: 10.17509/ijost.v8i1.51983</mixed-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <mixed-citation xml:lang="ru">Glowacz A., Glowacz W., Kozik J. et al. Detection of Deterioration of Three-phase Induction Motor using Vibration Signals // Measurement Science Review. 2019. Vol. 19. № 6. P. 241-249. DOI: 10.2478/msr-2019-0031</mixed-citation>
        <mixed-citation xml:lang="en">Glowacz A., Glowacz W., Kozik J. et al. Detection of Deterioration of Three-phase Induction Motor using Vibration Signals. Measurement Science Review. 2019. Vol. 19. N 6, p. 241-249. DOI: 10.2478/msr-2019-0031</mixed-citation>
      </ref>
      <ref id="ref23">
        <label>23</label>
        <mixed-citation xml:lang="ru">Barański M. New vibration diagnostic method of PM generators and traction motors – detecting of vibrations caused by unbalance // IEEE International Energy Conference (Energycon), 13-16 May 2014, Cavtat, Croatia. IEEE, 2014. P. 28-32. DOI: 10.1109/ENERGYCON.2014.6850401</mixed-citation>
        <mixed-citation xml:lang="en">Barański M. New vibration diagnostic method of PM generators and traction motors – detecting of vibrations caused by unbalance. IEEE International Energy Conference (Energycon), 13-16 May 2014, Cavtat, Croatia. IEEE, 2014. P. 28-32. DOI: 10.1109/ENERGYCON.2014.6850401</mixed-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <mixed-citation xml:lang="ru">Salomon C.P., Ferreira C., Sant’Ana W.C. et al. A Study of Fault Diagnosis Based on Electrical Signature Analysis for Synchronous Generators Predictive Maintenance in Bulk Electric Systems // Energies. 2019. Vol. 12. Iss. 8. № 1506. DOI: 10.3390/en12081506</mixed-citation>
        <mixed-citation xml:lang="en">Salomon C.P., Ferreira C., Sant’Ana W.C. et al. A Study of Fault Diagnosis Based on Electrical Signature Analysis for Synchronous Generators Predictive Maintenance in Bulk Electric Systems. Energies. 2019. Vol. 12. Iss. 8. N 1506. DOI: 10.3390/en12081506</mixed-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <mixed-citation xml:lang="ru">Korolev N., Kozyaruk A., Morenov V. Efficiency Increase of Energy Systems in Oil and Gas Industry by Evaluation of Electric Drive Lifecycle // Energies. 2021. Vol. 14. Iss. 19. № 6074. DOI: 10.3390/en14196074</mixed-citation>
        <mixed-citation xml:lang="en">Korolev N., Kozyaruk A., Morenov V. Efficiency Increase of Energy Systems in Oil and Gas Industry by Evaluation of Electric Drive Lifecycle. Energies. 2021. Vol. 14. Iss. 19. N 6074. DOI: 10.3390/en14196074</mixed-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <mixed-citation xml:lang="ru">Qi Gong, Bingzhi Chen, Yonghua Li, Pengpeng Zhi. Reliability Assessment Based on GO Method of Metro Traction System // Advances in Materials Science and Engineering. 2020. Vol. 2020. № 2829084. P. 1-13. DOI: 10.1155/2020/2829084</mixed-citation>
        <mixed-citation xml:lang="en">Qi Gong, Bingzhi Chen, Yonghua Li, Pengpeng Zhi. Reliability Assessment Based on GO Method of Metro Traction System.Advances in Materials Science and Engineering. 2020. Vol. 2020. N 2829084, p. 1-13. DOI: 10.1155/2020/2829084</mixed-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <mixed-citation xml:lang="ru">Jianqiang Liu, Shi Li, Yong Jiang, Krishnamurthy M. Reliability Evaluating for Traction Drive System of High-speed Electrical Multiple Units // IEEE Transportation Electrification Conference and Expo (ITEC), 16-19 June 2013, Detroit, USA. IEEE, 2013. P. 1-6. DOI: 10.1109/ITEC.2013.6574491</mixed-citation>
        <mixed-citation xml:lang="en">Jianqiang Liu, Shi Li, Yong Jiang, Krishnamurthy M. Reliability Evaluating for Traction Drive System of High-speed Electrical Multiple Units. IEEE Transportation Electrification Conference and Expo (ITEC), 16-19 June 2013, Detroit, USA. IEEE, 2013, p. 1-6. DOI: 10.1109/ITEC.2013.6574491</mixed-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <mixed-citation xml:lang="ru">Shuai Lin, Xiaochun Fang, Fei Lin et al. Reliability of rail transit traction drive system – A review // Microelectronics Reliability. 2018. Vol. 88-90. P. 1281-1285. DOI: 10.1016/j.microrel.2018.07.037</mixed-citation>
        <mixed-citation xml:lang="en">Shuai Lin, Xiaochun Fang, Fei Lin et al. Reliability of rail transit traction drive system – A review. Microelectronics Reliability. 2018. Vol. 88-90, p. 1281-1285. DOI: 10.1016/j.microrel.2018.07.037</mixed-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <mixed-citation xml:lang="ru">Каbikеnоv S.J., Buyаlich G.D., Sembayev N.S. Ways To Upgrade The Utilisation Efficiency Of Open-Pit Dump Trucks // PalArch's Journal of Archaeology of Egypt/Egyptology. 2020. Vol. 17. № 3. P. 602-614. DOI: 10.48080/jae.v17i3.138</mixed-citation>
        <mixed-citation xml:lang="en">Каbikеnоv S.J., Buyаlich G.D., Sembayev N.S. Ways to Upgrade the Utilisation Efficiency of Open-Pit Dump Trucks. PalArch's Journal of Archaeology of Egypt/Egyptology. 2020. Vol. 17. N 3, p. 602-614. DOI: 10.48080/jae.v17i3.138</mixed-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <mixed-citation xml:lang="ru">Андреева Л.И., Ушаков Ю.Ю. Исследование эксплуатационной надежности карьерных автосамосвалов // Известия Уральского государственного горного университета. 2016. Вып. 3 (43). С. 74-77. DOI: 10.21440/2307-2091-2016-3-74-77</mixed-citation>
        <mixed-citation xml:lang="en">Andreeva L.I., Ushakov Yu.Yu. Research of operational reliability of quarry dump trucks. News of the Ural State Mining University. Iss. 3 (43), p. 74-77 (in Russian). DOI: 10.21440/2307-2091-2016-3-74-77</mixed-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <mixed-citation xml:lang="ru">Vinogradov A.B., Gnezdov N.E., Chistoserdov V.L., Korotkov A.A. Mining Dump Trucks Electrical Traction Equipment Improvement // XI International Conference on Electrical Power Drive Systems (ICEPDS), 04-07 October 2020, St. Petersburg, Russia. IEEE, 2020. P. 1-4. DOI: 10.1109/ICEPDS47235.2020.9249279</mixed-citation>
        <mixed-citation xml:lang="en">Vinogradov A.B., Gnezdov N.E., Chistoserdov V.L., Korotkov A.A. Mining Dump Trucks Electrical Traction Equipment Improvement // XI International Conference on Electrical Power Drive Systems (ICEPDS), 04-07 October 2020, St. Petersburg, Russia. IEEE, 2020, p. 1-4. DOI: 10.1109/ICEPDS47235.2020.9249279</mixed-citation>
      </ref>
      <ref id="ref32">
        <label>32</label>
        <mixed-citation xml:lang="ru">Ziran Guo, Ming Yang, Xu Huang. Bearing fault diagnosis based on speed signal and CNN model // Energy Reports. 2022. Vol. 8. S. 13. P. 904-913. DOI: 10.1016/j.egyr.2022.08.041</mixed-citation>
        <mixed-citation xml:lang="en">Ziran Guo, Ming Yang, Xu Huang. Bearing fault diagnosis based on speed signal and CNN model. Energy Reports. 2022. Vol. 8. S. 13, p. 904-913. DOI: 10.1016/j.egyr.2022.08.041</mixed-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <mixed-citation xml:lang="ru">Цыгляну П.П., Ромашева Н.В., Фадеева М.Л., Петров И.В. Инжиниринговые проекты в топливно-энергетическом комплексе России: актуальные проблемы, факторы и рекомендации по развитию // Уголь. 2023. № 3. С. 45-51. DOI: 10.18796/0041-5790-2023-3-45-51</mixed-citation>
        <mixed-citation xml:lang="en">Tsyglianu P.P., Romasheva N.V., Fadeeva M.I., Petrov I.V. Engineering projects in the Russian fuel and energy complex: Actual problems, factors and recommendations for development. Ugol. 2023. N 3, p. 45-51. DOI: 10.18796/0041-5790-2023-3-45-51</mixed-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <mixed-citation xml:lang="ru">Борисенко А.Н., Олейников А.В., Семенов М.Н. К вопросу о совершенствовании регламентов технического обслуживания и планово-предупредительных ремонтов карьерных автосамосвалов в ООО «СУЭК-Хакасия» // Горный информационно-аналитический бюллетень. 2021. № 6. С. 104-119. DOI: 10.25018/0236_1493_2021_6_0_104</mixed-citation>
        <mixed-citation xml:lang="en">Borisenko A.N., Oleinikov A.V., Semenov M.N. Improving maintenance and preventive over-haul programs for open pit dump trucks at SUEK-Khakassia. Mining Informational and Analytical Bulletin. 2021. N 6, p. 104-119 (in Russian).DOI: 10.25018/0236_1493_2021_6_0_104</mixed-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <mixed-citation xml:lang="ru">Khalturin A.A., Parfenchik K.D., Shpenst V.A. Features of Oil Spills Monitoring on the Water Surface by the Russian Federation in the Arctic Region // Journal of Marine Science and Engineering. 2023. Vol. 11. Iss. 1. № 111. DOI: 10.3390/jmse11010111</mixed-citation>
        <mixed-citation xml:lang="en">Khalturin A.A., Parfenchik K.D., Shpenst V.A. Features of Oil Spills Monitoring on the Water Surface by the Russian Federation in the Arctic Region. Journal of Marine Science and Engineering. 2023. Vol. 11. Iss. 1. N 111. DOI: 10.3390/jmse11010111</mixed-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <mixed-citation xml:lang="ru">Petrov D.S., Korotaeva A.E., Pashkevich M.A., Chukaeva M.A. Assessment of heavy metal accumulation potential of aquatic plants for bioindication and bioremediation of aquatic environment // Environmental Monitoring and Assessment. 2023. Vol. 195. № 122. DOI: 10.1007/s10661-022-10750-0</mixed-citation>
        <mixed-citation xml:lang="en">Petrov D.S., Korotaeva A.E., Pashkevich M.A., Chukaeva M.A. Assessment of heavy metal accumulation potential of aquatic plants for bioindication and bioremediation of aquatic environment. Environmental Monitoring and Assessment. 2023. Vol. 195. N 122. DOI: 10.1007/s10661-022-10750-0</mixed-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <mixed-citation xml:lang="ru">Jin Woo Oh, Dogun Park, Jongpil Jeong. Fault Detection for Lubricant Bearing with CNN // 2nd International Conference on Intelligent Autonomous Systems (ICoIAS), 28 February – 02 March 2019, Singapore. IEEE, 2019. P. 142-145. DOI: 10.1109/ICoIAS.2019.00031</mixed-citation>
        <mixed-citation xml:lang="en">Jin Woo Oh, Dogun Park, Jongpil Jeong. Fault Detection for Lubricant Bearing with CNN. 2nd International Conference on Intelligent Autonomous Systems (ICoIAS), 28 February – 02 March 2019, Singapore. IEEE, 2019, p. 142-145. DOI: 10.1109/ICoIAS.2019.00031</mixed-citation>
      </ref>
      <ref id="ref38">
        <label>38</label>
        <mixed-citation xml:lang="ru">Karpat F., Kalay O.C., Dirik A.E. et al. Convolutional Neural Networks Based Rolling Bearing Fault Classification Under Variable Operating Conditions // International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 25-27 August 2021, Kocaeli, Turkey. IEEE, 2021. P. 1-6. DOI: 10.1109/INISTA52262.2021.9548378</mixed-citation>
        <mixed-citation xml:lang="en">Karpat F., Kalay O.C., Dirik A.E. et al. Convolutional Neural Networks Based Rolling Bearing Fault Classification Under Variable Operating Conditions. International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 25-27 August 2021, Kocaeli, Turkey. IEEE, 2021, p. 1-6. DOI: 10.1109/INISTA52262.2021.9548378</mixed-citation>
      </ref>
      <ref id="ref39">
        <label>39</label>
        <mixed-citation xml:lang="ru">Ehya H., Lyng Rødal G.L., Nysveen A., Nilssen R. Condition Monitoring of Wound Field Synchronous Generator under Inter-turn Short Circuit Fault utilizing Vibration Signal // 23rd International Conference on Electrical Machines and Systems (ICEMS), 24-27 November 2020, Hamamatsu, Japan. IEEE, 2020. P. 177-182. DOI: 10.23919/ICEMS50442.2020.9291088</mixed-citation>
        <mixed-citation xml:lang="en">Ehya H., Lyng Rødal G.L., Nysveen A., Nilssen R. Condition Monitoring of Wound Field Synchronous Generator under Inter-turn Short Circuit Fault utilizing Vibration Signal. 23rd International Conference on Electrical Machines and Systems (ICEMS), 24-27 November 2020, Hamamatsu, Japan. IEEE, 2020. P. 177-182. DOI: 10.23919/ICEMS50442.2020.9291088</mixed-citation>
      </ref>
      <ref id="ref40">
        <label>40</label>
        <mixed-citation xml:lang="ru">Андреева Л.И. Применение методов оценки технического состояния горной техники на горнодобывающем предприятии // Горный информационно-аналитический бюллетень. 2018. № 5. С. 136-143. DOI: 10.25018/0236-1493-2018-5-0-136-143</mixed-citation>
        <mixed-citation xml:lang="en">Andreeva L.I. Machinery availability evaluation in mining. Mining Informational and Analytical Bulletin. 2018. N 5, p. 136-143 (in Russian). DOI: 10.25018/0236-1493-2018-5-0-136-143</mixed-citation>
      </ref>
      <ref id="ref41">
        <label>41</label>
        <mixed-citation xml:lang="ru">Рудаков М.Л., Дука Н.Е. Изучение свойств звукопоглощающих материалов при конструировании средств индивидуальной защиты органа слуха // Горный информационно-аналитический бюллетень. 2022. № 3. С. 165-180. DOI: 10.25018/0236_1493_2022_3_0_165</mixed-citation>
        <mixed-citation xml:lang="en">Rudakov M.L., Duka N.E. Analysis of properties of deafeners to design personal ear protectors. Mining Informational and Analytical Bulletin. 2022. N 3, p. 165-180 (in Russian). DOI: 10.25018/0236_1493_2022_3_0_165</mixed-citation>
      </ref>
      <ref id="ref42">
        <label>42</label>
        <mixed-citation xml:lang="ru">Ustinov D., Nazarychev A., Pelenev D. et al. Investigation of the Effect of Current Protections in Conditions of Single-Phase Ground Fault through Transient Resistance in the Electrical Networks of Mining Enterprises // Energies. 2023. Vol. 16. Iss. 9. № 3690. DOI: 10.3390/en16093690</mixed-citation>
        <mixed-citation xml:lang="en">Ustinov D., Nazarychev A., Pelenev D. et al. Investigation of the Effect of Current Protections in Conditions of Single-Phase Ground Fault through Transient Resistance in the Electrical Networks of Mining Enterprises. Energies. 2023. Vol. 16. Iss. 9. N 3690. DOI: 10.3390/en16093690</mixed-citation>
      </ref>
      <ref id="ref43">
        <label>43</label>
        <mixed-citation xml:lang="ru">Гендлер С.Г., Прохорова Е.А. Оценка совокупного влияния производственного травматизма и профессиональных заболеваний на состояние охраны труда в угольной промышленности // Горный информационно-аналитический бюллетень. 2022. № 10-2. С. 105-116. DOI: 10.25018/0236_1493_2022_102_0_105</mixed-citation>
        <mixed-citation xml:lang="en">Gendler S.G., Prokhorova E.A. Assessment of the cumulative impact of occupational injuries and diseases on the state of labor protection in the coal industry. Mining Informational and Analytical Bulletin. 2022. N 10-2, p. 105-116. DOI: 10.25018/0236_1493_2022_102_0_105</mixed-citation>
      </ref>
      <ref id="ref44">
        <label>44</label>
        <mixed-citation xml:lang="ru">Гендлер С.Г., Фазылов И.Р., Абашин А.Н. Результаты экспериментальных исследований теплового режима нефтяных шахт при термическом способе добычи нефти // Горный информационно-аналитический бюллетень. 2022. № 6-1. С. 248-262. DOI: 10.25018/0236_1493_2022_61_0_248</mixed-citation>
        <mixed-citation xml:lang="en">Gendler S.G., Fazylov I.R., Abashin A.N. The results of experimental studies of the thermal regime of oil mines in the thermal method of oil production. Mining Informational and Analytical Bulletin. 2022. N 6-1, p. 248-262 (in Russian). DOI: 10.25018/0236_1493_2022_61_0_248</mixed-citation>
      </ref>
      <ref id="ref45">
        <label>45</label>
        <mixed-citation xml:lang="ru">Бабырь К.В., Устинов Д.А., Пеленев Д.Н. Повышение электробезопасности обслуживающего персонала в условиях неполных однофазных замыканий на землю // Безопасность труда в промышленности. 2022. № 8. С. 55-61. DOI: 10.24000/0409-2961-2022-8-55-61</mixed-citation>
        <mixed-citation xml:lang="en">Babyr K.V., Ustinov D.A., Pelenev D.N. Improving Electrical Safety of the Maintenance Personnel in the Conditions of Incomplete Single-Phase Ground Faults. Occupational Safety in Industry. N 8, p. 55-61 (in Russian). DOI: 10.24000/0409-2961-2022-8-55-61</mixed-citation>
      </ref>
      <ref id="ref46">
        <label>46</label>
        <mixed-citation xml:lang="ru">Xihui Liang, Ming J. Zuo, Zhipeng Feng. Dynamic modeling of gearbox faults: A review // Mechanical Systems and Signal Processing. 2018. Vol. 98. P. 852-876. DOI: 10.1016/j.ymssp.2017.05.024</mixed-citation>
        <mixed-citation xml:lang="en">Xihui Liang, Ming J. Zuo, Zhipeng Feng. Dynamic modeling of gearbox faults: A review. Mechanical Systems and Signal Processing. 2018. Vol. 98, p. 852-876. DOI: 10.1016/j.ymssp.2017.05.024</mixed-citation>
      </ref>
      <ref id="ref47">
        <label>47</label>
        <mixed-citation xml:lang="ru">Haijun Zhang, Mingjie Zhang, Xin Wang. Fracture failure analysis of insulation with initial crack defect for stator end-winding in induction motor by using magnetic-structural coupling model // Engineering Failure Analysis. 2023. Vol. 149. № 107239. DOI: 10.1016/j.engfailanal.2023.107239</mixed-citation>
        <mixed-citation xml:lang="en">Haijun Zhang, Mingjie Zhang, Xin Wang. Fracture failure analysis of insulation with initial crack defect for stator end-winding in induction motor by using magnetic-structural coupling model. Engineering Failure Analysis. 2023. Vol. 149. N 107239. DOI: 10.1016/j.engfailanal.2023.107239</mixed-citation>
      </ref>
      <ref id="ref48">
        <label>48</label>
        <mixed-citation xml:lang="ru">Yetgin A.G. Effects of induction motor end ring faults on motor performance. Experimental results // Engineering Failure Analysis. 2019. Vol. 96. P. 374-383. DOI: 10.1016/j.engfailanal.2018.10.019</mixed-citation>
        <mixed-citation xml:lang="en">Yetgin A.G. Effects of induction motor end ring faults on motor performance. Experimental results. Engineering Failure Analysis. 2019. Vol. 96, p. 374-383. DOI: 10.1016/j.engfailanal.2018.10.019</mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>
