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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">probener</journal-id><journal-title-group><journal-title xml:lang="ru">Известия высших учебных заведений. ПРОБЛЕМЫ ЭНЕРГЕТИКИ</journal-title><trans-title-group xml:lang="en"><trans-title>Power engineering: research, equipment, technology</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1998-9903</issn><issn pub-type="epub">2658-5456</issn><publisher><publisher-name>Kazan State Power Engineering  University</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.30724/1998-9903-2025-27-4-3-29</article-id><article-id custom-type="elpub" pub-id-type="custom">probener-3473</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ЭЛЕКТРОТЕХНИЧЕСКИЕ КОМПЛЕКСЫ И СИСТЕМЫ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ELECTROTECHNICAL COMPLEXES AND SYSTEMS</subject></subj-group></article-categories><title-group><article-title>Обзор современных методов защиты и диагностики состояния интеллектуальных систем электроснабжения</article-title><trans-title-group xml:lang="en"><trans-title>Review of modern protection and diagnostics methods of intelligent power supply systems</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6581-2400</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Гатауллин</surname><given-names>А. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Gataullin</surname><given-names>A. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Гатауллин Айрат Мухамедович – канд. техн. наук, доцент кафедры «Релейная защита и автоматизация электроэнергетических систем» (РЗА)</p><p>г. Казань</p></bio><bio xml:lang="en"><p>Ayrat M. Gataullin</p><p>Kazan</p></bio><email xlink:type="simple">gataullin1969@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Гавриленко</surname><given-names>А. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Gavrilenko</surname><given-names>A. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Гавриленко Андрей Николаевич – канд. физ.-мат. наук, доцент кафедры «Релейная защита и автоматизация электроэнергетических систем» (РЗА)</p><p>г. Казань</p></bio><bio xml:lang="en"><p>Andrey N. Gavrilenko</p><p>Kazan</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Писковацкий</surname><given-names>Ю. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Piscovatskiy</surname><given-names>Y. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Писковацкий Юрий Валерьевич – канд. техн. наук, доцент, заведующий кафедрой «Релейная защита и автоматизация электроэнергетических систем» (РЗА)</p><p>г. Казань</p></bio><bio xml:lang="en"><p>Yuri V. Piskovatskiy</p><p>Kazan</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Казанский государственный энергетический университет</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Kazan State Power Engineering University</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>07</day><month>09</month><year>2025</year></pub-date><volume>27</volume><issue>4</issue><fpage>3</fpage><lpage>29</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Гатауллин А.М., Гавриленко А.Н., Писковацкий Ю.В., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Гатауллин А.М., Гавриленко А.Н., Писковацкий Ю.В.</copyright-holder><copyright-holder xml:lang="en">Gataullin A.M., Gavrilenko A.N., Piscovatskiy Y.V.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.energyret.ru/jour/article/view/3473">https://www.energyret.ru/jour/article/view/3473</self-uri><abstract><p>Актуальность исследования заключается в развитии интеллектуальных систем электроснабжения (ИСЭ), что подразумевает совершенствование существующих, внедрение и совершенствование современных защит, систем диагностики, мониторинга элементов высоковольтного электрооборудования (ВЭ).</p><sec><title>Цель</title><p>Цель. Рассмотреть современные, а также пути развития и возможности интеграции систем защиты и диагностики кабельно-воздушных линий (КВЛ) ИСЭ.</p></sec><sec><title>Методы</title><p>Методы. При решении поставленной задачи был проведен сравнительный анализ причин, которые приводят к срабатыванию защит КВЛ ИСЭ, недостатки защит и возможные пути их совершенствования. Были проанализированы современное состояние защит, диагностики, мониторинга КВЛ ИСЭ и пути их развития. В том числе рассмотрены перспективные методы диагностики изоляции, муфтовых соединений кабельных линий (КЛ) по характеристикам частичных разрядов (ЧР), скруток воздушных линий (ВЛ) по данным тепловизионного обследования.</p></sec><sec><title>Результаты</title><p>Результаты. В статье был проведен обзор существующих защит и систем диагностики элементов КВЛ ИСЭ высокого и среднего классов напряжения. Рассмотрены актуальные вопросы развития защит ИСЭ в том числе распределенной генерации в состав которых входят генераторы возобновляемых источников электроэнергии (ВИЭ) для того, чтобы обеспечить бесперебойную поставку электроэнергии потребителям в системах распределенной генерации. Рассмотрены актуальные вопросы развития современных методов диагностики КВЛ до уровня систем мониторинга в том числе с применением методов тепловизионного обследования, диэлектрической импедансной спектроскопии (ИС), метода ЧР.</p></sec><sec><title>Заключение</title><p>Заключение. Развитие ИСЭ будет актуальной задачей еще длительное время. Наиболее перспективными защитами ИСЭ будут адаптивные защиты с применением искусственных нейронных сетей (ИНС), в которые будут интегриро ваны наиболее современные математические алгоритмы и методы диагностики, в первую очередь технологии «умных сетей» (Smart Grids), технология микросетей (Microgrids), метод независимых компонент (МНК), ЧР, тепловизионного обследования, электрической импедансной спектроскопии (ИС), диэлектрической спектроскопии (ДС).</p></sec></abstract><trans-abstract xml:lang="en"><p>Relevance of the study lies in the development of intelligent power supply systems (IPS), which implies the improvement of existing, implementation and improvement of modern protection, diagnostic systems, monitoring of high-voltage electrical equipment (HVE) elements.</p><sec><title>The purpose</title><p>The purpose. To consider modern state, as well as the ways of development and possibilities of integration of protection and diagnostic systems of cable-overhead lines (COL) of IPS.</p></sec><sec><title>Methods</title><p>Methods. For solving the problem, a comparative analysis of the reasons that lead to the operation the protection systems of the COL of IPS, their shortcomings and possible ways of their improvement were carried out. The current state of protection, diagnostics, monitoring of COL of IPS and the ways of their development were analyzed. In particular, promising methods for diagnosing insulation, coupling joints of cable lines (CL) according to the characteristics of partial discharges (PD), overhead lines (OL) elements according to the data of thermal imaging inspection were considered. RESULTS. The article provides an overview of existing protection and diagnostic systems for COL of IPS of high and medium voltage classes. The article is devoted to current issues protection development of ISE of distributed generation, which include renewable energy source (RES) generators, in order to prevent overvoltage and ensure uninterrupted power supply to consumers in distributed generation systems. The article considers current issues of development of modern methods of COL diagnostics up to the level of monitoring systems, including using thermal imaging survey methods, dielectric impedance spectroscopy (DIS), and the PD method.</p></sec><sec><title>Conclusion</title><p>Conclusion. Development of ISE will be one of the main task for a long time. The most advanced ISE protections will be adaptive protections using artificial neural networks (ANN) in which be integrate the most modern mathematical algorithms and diagnostic methods, primarily smart grids technologies, microgrids technology, independent component method (ICM), PD methods, thermal imaging survey, electrical impedance spectroscopy (DIS), and dielectric spectroscopy (DS).</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>системы релейной защиты и автоматики</kwd><kwd>интеллектуальные системы электроснабжения</kwd><kwd>умные сети</kwd><kwd>интеллектуальное электронное устройство</kwd><kwd>метод частичных разрядов</kwd><kwd>метод тепловизионного обследования</kwd><kwd>метод импедансной спектроскопии</kwd><kwd>метод акустической эмиссии</kwd><kwd>метод диэлектрической спектроскопии</kwd><kwd>искусственные нейронные сети</kwd><kwd>машинное обучение</kwd></kwd-group><kwd-group xml:lang="en"><kwd>relay protection and automation systems</kwd><kwd>prevention of power supply failures</kwd><kwd>intelligent electronic device</kwd><kwd>partial discharges method</kwd><kwd>thermal imaging survey method</kwd><kwd>electrical impedance spectroscopy</kwd><kwd>acoustic emission testing</kwd><kwd>dielectric response spectroscopy</kwd><kwd>neural networks</kwd><kwd>machine learning</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Dewangan F., Abdelaziz A.Y., Biswal M. Load Forecasting Models in Smart Grid Using Smart Meter Information: A Review // Energies. 2023. Vol.16. pp. 1404.</mixed-citation><mixed-citation xml:lang="en">Dewangan F., Abdelaziz A.Y., Biswal M. Load Forecasting Models in Smart Grid Using Smart Meter Information: A Review // Energies. 2023. Vol.16. pp. 1404.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Al-Saadi M., Al-Greer M., Short M. Reinforcement Learning-Based Intelligent Control Strategies for Optimal Power Management in Advanced Power Distribution Systems: A Survey // Energies. 2023. Vol. 16. pp. 1608.</mixed-citation><mixed-citation xml:lang="en">Al-Saadi M., Al-Greer M., Short M. Reinforcement Learning-Based Intelligent Control Strategies for Optimal Power Management in Advanced Power Distribution Systems: A Survey // Energies. 2023. Vol. 16. pp. 1608.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Hussain S., El-Bayeh C.Z., Lai C., Eicker U. Multi-Level Energy Management Systems Toward a Smarter Grid: A Review // IEEE Access. 2021. Vol. 9. pp. 71994–72016.</mixed-citation><mixed-citation xml:lang="en">Hussain S., El-Bayeh C.Z., Lai C., Eicker U. Multi-Level Energy Management Systems Toward a Smarter Grid: A Review // IEEE Access. 2021. Vol. 9. pp. 71994–72016.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Rind Y.M., Raza M.H., Zubair M., et al. Smart Energy Meters for Smart Grids an Internet of Things Perspective // Energies. 2023. Vol. 16. pp. 1974.</mixed-citation><mixed-citation xml:lang="en">Rind Y.M., Raza M.H., Zubair M., et al. Smart Energy Meters for Smart Grids an Internet of Things Perspective // Energies. 2023. Vol. 16. pp. 1974.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Simion C.-P., Verdeș C.-A., Mironescu A.-A., et al. Digitalization in Energy Production Distribution and Consumption: A Systematic Literature Review // Energies. 2023. Vol. 16. pp. 1960.</mixed-citation><mixed-citation xml:lang="en">Simion C.-P., Verdeș C.-A., Mironescu A.-A., et al. Digitalization in Energy Production Distribution and Consumption: A Systematic Literature Review // Energies. 2023. Vol. 16. pp. 1960.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Mahela O.P., Khosravy M., Gupta N., et al. Comprehensive overview of multi-agent systems for controlling smart grids // CSEE J. Power Energy Syst. 2022. Vol. 8. pp. 115–131.</mixed-citation><mixed-citation xml:lang="en">Mahela O.P., Khosravy M., Gupta N., et al. Comprehensive overview of multi-agent systems for controlling smart grids // CSEE J. Power Energy Syst. 2022. Vol. 8. pp. 115–131.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Fabrício M.A., Behrens F.H., Bianchini D. Monitoring of Industrial Electrical Equipment Using IoT // IEEE Lat. Am. Trans. 2020. Vol. 18. pp. 1425–1432.</mixed-citation><mixed-citation xml:lang="en">Fabrício M.A., Behrens F.H., Bianchini D. Monitoring of Industrial Electrical Equipment Using IoT // IEEE Lat. Am. Trans. 2020. Vol. 18. pp. 1425–1432.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Wang S., Zhou L., Wang T., et al. Fast protection strategy for DC transmission lines of MMCbased MT-HVDC grid // Chin. J. Electr. Eng. 2021. Vol. 7. pp. 83–92.</mixed-citation><mixed-citation xml:lang="en">Wang S., Zhou L., Wang T., et al. Fast protection strategy for DC transmission lines of MMCbased MT-HVDC grid // Chin. J. Electr. Eng. 2021. Vol. 7. pp. 83–92.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Jiang J.-A., Chiu H.-C., Yang Y.-C., et al. On Real-Time Detection of Line Sags in Overhead Power Grids Using an IoT-Based Monitoring System: Theoretical Basis, System Implementation, and Long-Term Field Verification // IEEE Internet of Things Journal. 2022. Vol. 9, N 15. pp. 389–395.</mixed-citation><mixed-citation xml:lang="en">Jiang J.-A., Chiu H.-C., Yang Y.-C., et al. On Real-Time Detection of Line Sags in Overhead Power Grids Using an IoT-Based Monitoring System: Theoretical Basis, System Implementation, and Long-Term Field Verification // IEEE Internet of Things Journal. 2022. Vol. 9, N 15. pp. 389–395.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Klyushkin N.G., Lachugin V.F. A Statistical Overview of Fault Location Methods and Problems in Calculating and Locating Faults in 110 kV (and Higher) Power Transmission Lines // Power Technol. Eng. 2020. Vol. 54. pp. 250–254.</mixed-citation><mixed-citation xml:lang="en">Klyushkin N.G., Lachugin V.F. A Statistical Overview of Fault Location Methods and Problems in Calculating and Locating Faults in 110 kV (and Higher) Power Transmission Lines // Power Technol. Eng. 2020. Vol. 54. pp. 250–254.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Chen B. Fault Statistics and Analysis of 220-kV and above Transmission Lines in a Southern Coastal Provincial Power Grid of China // IEEE Open Access J. Power Energy. 2020. Vol. 7. pp. 122–129.</mixed-citation><mixed-citation xml:lang="en">Chen B. Fault Statistics and Analysis of 220-kV and above Transmission Lines in a Southern Coastal Provincial Power Grid of China // IEEE Open Access J. Power Energy. 2020. Vol. 7. pp. 122–129.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Ebtsam A.H., Bishoy E.S., Ebrahim A.B. Impact and assessment of the overvoltage mitigation methods in low-voltage distribution networks with excessive penetration of PV systems: A review // Electrical Energy Systems. 2021. Vol. 31, N 12. pp. 1–31.</mixed-citation><mixed-citation xml:lang="en">Ebtsam A.H., Bishoy E.S., Ebrahim A.B. Impact and assessment of the overvoltage mitigation methods in low-voltage distribution networks with excessive penetration of PV systems: A review // Electrical Energy Systems. 2021. Vol. 31, N 12. pp. 1–31.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Probst F.L., Beltle M., Tenbohlen S. Measurement of Transient Overvoltages by Capacitive Electric Field Sensors // Sensors. 2024. Vol. 24, N 5 pp. 1357. https://doi.org/10.3390/s24051357</mixed-citation><mixed-citation xml:lang="en">Probst F.L., Beltle M., Tenbohlen S. Measurement of Transient Overvoltages by Capacitive Electric Field Sensors // Sensors. 2024. Vol. 24, N 5 pp. 1357. https://doi.org/10.3390/s24051357</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Reddy S.A., Kumari M.S. A review of switching overvoltage modeling in UHV AC transmission lines // Electric Power Systems Research. 2024. Vol. 236 pp. 110902. https://doi.org/10.1016/j.epsr.2024.110902</mixed-citation><mixed-citation xml:lang="en">Reddy S.A., Kumari M.S. A review of switching overvoltage modeling in UHV AC transmission lines // Electric Power Systems Research. 2024. Vol. 236 pp. 110902. https://doi.org/10.1016/j.epsr.2024.110902</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">He Q., Ding L., Kong Z.-M., et al. Distributed Scheme for Line Overload Mitigation with Linearized AC Power Flow // IEEE Trans. Circuits Syst. II Express Briefs. 2022. Vol. 69. pp. 2877–2881.</mixed-citation><mixed-citation xml:lang="en">He Q., Ding L., Kong Z.-M., et al. Distributed Scheme for Line Overload Mitigation with Linearized AC Power Flow // IEEE Trans. Circuits Syst. II Express Briefs. 2022. Vol. 69. pp. 2877–2881.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang X., Wang X., Li Z., et al. Optimization of Impedance-Accelerated Inverse-Time Over-Current Protection Based on Improved Quantum Genetic Algorithm // Energies. 2023. Vol. 16. pp. 1119.</mixed-citation><mixed-citation xml:lang="en">Zhang X., Wang X., Li Z., et al. Optimization of Impedance-Accelerated Inverse-Time Over-Current Protection Based on Improved Quantum Genetic Algorithm // Energies. 2023. Vol. 16. pp. 1119.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Ding Z., Yu K., Wang C., et al. Transmission Line Overload Risk Assessment Considering Dynamic Line Rating Mechanism in a High-Wind-Penetrated Power System: A Data-Driven Approach // IEEE Trans. Sustain. Energy. 2022. Vol. 13. pp. 1112–1122.</mixed-citation><mixed-citation xml:lang="en">Ding Z., Yu K., Wang C., et al. Transmission Line Overload Risk Assessment Considering Dynamic Line Rating Mechanism in a High-Wind-Penetrated Power System: A Data-Driven Approach // IEEE Trans. Sustain. Energy. 2022. Vol. 13. pp. 1112–1122.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Al Talaq M., Al-Muhaini M. Optimal Coordination of Time Delay Overcurrent Relays for Power Systems with Integrated Renewable Energy Sources // Energies. 2022. Vol. 15. pp. 6749.</mixed-citation><mixed-citation xml:lang="en">Al Talaq M., Al-Muhaini M. Optimal Coordination of Time Delay Overcurrent Relays for Power Systems with Integrated Renewable Energy Sources // Energies. 2022. Vol. 15. pp. 6749.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Foqha Т., Khammash М., Alsadi S. Optimal Coordination of Directional Overcurrent Relays Using Hybrid Firefly–Genetic Algorithm // Energies. 2023. Vol. 16, N 14. pp. 5328.</mixed-citation><mixed-citation xml:lang="en">Foqha Т., Khammash М., Alsadi S. Optimal Coordination of Directional Overcurrent Relays Using Hybrid Firefly–Genetic Algorithm // Energies. 2023. Vol. 16, N 14. pp. 5328.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Hong L., Rizwan M., Wasif M., at al. User-Defined Dual Setting Directional Overcurrent Relays with Hybrid Time Current-Voltage Characteristics-Based Protection Coordination for Active Distribution Network // IEEE Access. 2021. Vol. 9. pp. 62752-62769.</mixed-citation><mixed-citation xml:lang="en">Hong L., Rizwan M., Wasif M., at al. User-Defined Dual Setting Directional Overcurrent Relays with Hybrid Time Current-Voltage Characteristics-Based Protection Coordination for Active Distribution Network // IEEE Access. 2021. Vol. 9. pp. 62752-62769.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Li B., Li C., Guo F., et al. Overcurrent Protection Coordination in a Power Distribution Network with the Active Superconductive Fault Current Limiter // IEEE Trans. Appl. Supercond. 2014. Vol. 24. pp. 1–4.</mixed-citation><mixed-citation xml:lang="en">Li B., Li C., Guo F., et al. Overcurrent Protection Coordination in a Power Distribution Network with the Active Superconductive Fault Current Limiter // IEEE Trans. Appl. Supercond. 2014. Vol. 24. pp. 1–4.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Rajesh P., Kannan R., Vishnupriyan J., et al. Optimally detecting and classifying the transmission line fault in power system using hybrid technique // ISA Transactions. 2022. Vol. 130. pp. 253-264.</mixed-citation><mixed-citation xml:lang="en">Rajesh P., Kannan R., Vishnupriyan J., et al. Optimally detecting and classifying the transmission line fault in power system using hybrid technique // ISA Transactions. 2022. Vol. 130. pp. 253-264.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Kordestani M., Saif M., Orchard M.E., et al. Failure Prognosis and Applications—A SurveyRecent Literature // IEEE Trans. Reliab. 2021. Vol. 70. pp. 728–748.</mixed-citation><mixed-citation xml:lang="en">Kordestani M., Saif M., Orchard M.E., et al. Failure Prognosis and Applications—A SurveyRecent Literature // IEEE Trans. Reliab. 2021. Vol. 70. pp. 728–748.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Nazir M.I., Hussain I., Ahmad A., et al. A. System Modeling and Reliability Assessment of Microgrids: A Review // Sustainability. 2022. Vol. 14, N 1. pp. 126.</mixed-citation><mixed-citation xml:lang="en">Nazir M.I., Hussain I., Ahmad A., et al. A. System Modeling and Reliability Assessment of Microgrids: A Review // Sustainability. 2022. Vol. 14, N 1. pp. 126.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Escobar J.J.M., Matamoros O.M., Padilla R.T., et al. A Comprehensive Review on Smart Grids: Challenges and Opportunities // Sensors. 2021. Vol. 21, N 21. pp. 6978.</mixed-citation><mixed-citation xml:lang="en">Escobar J.J.M., Matamoros O.M., Padilla R.T., et al. A Comprehensive Review on Smart Grids: Challenges and Opportunities // Sensors. 2021. Vol. 21, N 21. pp. 6978.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Nabatirad M., Razzaghi R., Bahrani B. BahraniAutonomous power balance in hybrid AC/DC microgrids // International Journal of Electrical Power &amp; Energy Systems. 2023. Vol. 146. pp. 108752.</mixed-citation><mixed-citation xml:lang="en">Nabatirad M., Razzaghi R., Bahrani B. BahraniAutonomous power balance in hybrid AC/DC microgrids // International Journal of Electrical Power &amp; Energy Systems. 2023. Vol. 146. pp. 108752.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Gallegos J., Arévalo P., Montaleza C., at al. Sustainable Electrification—Advances and Challenges in Electrical-Distribution Networks: A Review // Sustainability. 2024. Vol. 16, N 2. pp. 698.</mixed-citation><mixed-citation xml:lang="en">Gallegos J., Arévalo P., Montaleza C., at al. Sustainable Electrification—Advances and Challenges in Electrical-Distribution Networks: A Review // Sustainability. 2024. Vol. 16, N 2. pp. 698.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Jamil F., Iqbal N., Imran, et al. Peer-to-Peer Energy Trading Mechanism Based on Blockchain and Machine Learning for Sustainable Electrical Power Supply in Smart Grid // IEEE Access. 2021. Vol. 9. pp. 39193-39217.</mixed-citation><mixed-citation xml:lang="en">Jamil F., Iqbal N., Imran, et al. Peer-to-Peer Energy Trading Mechanism Based on Blockchain and Machine Learning for Sustainable Electrical Power Supply in Smart Grid // IEEE Access. 2021. Vol. 9. pp. 39193-39217.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Y., Zhang D., Li Y., et al. Enhancing Power Grid Resilience With Blockchain-Enabled Vehicle-to-Vehicle Energy Trading in Renewable Energy Integration // IEEE Transactions on Industry Applications. 2024. Vol. 60, N 2. pp. 2037–2052.</mixed-citation><mixed-citation xml:lang="en">Wang Y., Zhang D., Li Y., et al. Enhancing Power Grid Resilience With Blockchain-Enabled Vehicle-to-Vehicle Energy Trading in Renewable Energy Integration // IEEE Transactions on Industry Applications. 2024. Vol. 60, N 2. pp. 2037–2052.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Shams M. H., Niaz H., Hashemi B., et al. Artificial intelligence-based prediction and analysis of the oversupply of wind and solar energy in power systems // Energy Conversion and Management. 2021. Vol. 250. pp. 114892.</mixed-citation><mixed-citation xml:lang="en">Shams M. H., Niaz H., Hashemi B., et al. Artificial intelligence-based prediction and analysis of the oversupply of wind and solar energy in power systems // Energy Conversion and Management. 2021. Vol. 250. pp. 114892.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Qiu M. Study on Isolated Island Detection Technology of Distributed PV Grid System. 2023 Asia-Europe Conference on Electronics, Data Processing and Informatics (ACEDPI); 17-19 April 2023; Prague, Czech Republic. IEEE; 2023. pp. 539-544.</mixed-citation><mixed-citation xml:lang="en">Qiu M. Study on Isolated Island Detection Technology of Distributed PV Grid System. 2023 Asia-Europe Conference on Electronics, Data Processing and Informatics (ACEDPI); 17-19 April 2023; Prague, Czech Republic. IEEE; 2023. pp. 539-544.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Mishra A., Jena P. A Scheduled Intentional Islanding Method Based on Ranking of Possible Islanding Zone // IEEE Trans. Smart Grid. 2021. Vol. 12. pp. 1853–1866.</mixed-citation><mixed-citation xml:lang="en">Mishra A., Jena P. A Scheduled Intentional Islanding Method Based on Ranking of Possible Islanding Zone // IEEE Trans. Smart Grid. 2021. Vol. 12. pp. 1853–1866.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Succetti F., Rosato A., Araneo R., et al. Challenges and Perspectives of Smart Grid Systems in Islands: A Real Case Study Energies // Energies. 2023. Vol. 16, N 2. pp. 583.</mixed-citation><mixed-citation xml:lang="en">Succetti F., Rosato A., Araneo R., et al. Challenges and Perspectives of Smart Grid Systems in Islands: A Real Case Study Energies // Energies. 2023. Vol. 16, N 2. pp. 583.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Li X., Wang L., Yan N., et al. Cooperative Dispatch of Distributed Energy Storage in Distribution Network with PV Generation Systems // IEEE Trans. Appl. Supercond. 2021. Vol. 31. pp. 1–4.</mixed-citation><mixed-citation xml:lang="en">Li X., Wang L., Yan N., et al. Cooperative Dispatch of Distributed Energy Storage in Distribution Network with PV Generation Systems // IEEE Trans. Appl. Supercond. 2021. Vol. 31. pp. 1–4.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Ding T., Wang Z., Qu M., et al. A Sequential Black-Start Restoration Model for Resilient Active Distribution Networks // IEEE Trans. Power Syst. 2022. Vol. 37. pp. 3133–3136.</mixed-citation><mixed-citation xml:lang="en">Ding T., Wang Z., Qu M., et al. A Sequential Black-Start Restoration Model for Resilient Active Distribution Networks // IEEE Trans. Power Syst. 2022. Vol. 37. pp. 3133–3136.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Zhao J., Zhang Q., LIU Z., et al. A Distributed Black-Start Optimization Method for Global Transmission and Distribution Network // IEEE Trans. Power Syst. 2021. Vol. 36. pp. 4471–4481.</mixed-citation><mixed-citation xml:lang="en">Zhao J., Zhang Q., LIU Z., et al. A Distributed Black-Start Optimization Method for Global Transmission and Distribution Network // IEEE Trans. Power Syst. 2021. Vol. 36. pp. 4471–4481.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Furse C.M., Kafal M., Razzaghi R., et al. Fault Diagnosis for Electrical Systems and Power Networks: A Review // IEEE Sens. J. 2021. Vol. 21. pp. 888–906.</mixed-citation><mixed-citation xml:lang="en">Furse C.M., Kafal M., Razzaghi R., et al. Fault Diagnosis for Electrical Systems and Power Networks: A Review // IEEE Sens. J. 2021. Vol. 21. pp. 888–906.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Han C., Gao K., Changet W., et al. Research on the Evolution Mechanism of Partial Discharge Signals for Arcing Faults in Transformers // IEEE Access. 2025. Vol. 13. pp. 8023-8031.</mixed-citation><mixed-citation xml:lang="en">Han C., Gao K., Changet W., et al. Research on the Evolution Mechanism of Partial Discharge Signals for Arcing Faults in Transformers // IEEE Access. 2025. Vol. 13. pp. 8023-8031.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Jakaria A.H.M., Rahman M.A., Gokhale A. Resiliency-Aware Deployment of SDN in Smart Grid SCADA: A Formal Synthesis Model // IEEE Trans. Netw. Serv. Manag. 2021. Vol. 18. pp. 1430–1444.</mixed-citation><mixed-citation xml:lang="en">Jakaria A.H.M., Rahman M.A., Gokhale A. Resiliency-Aware Deployment of SDN in Smart Grid SCADA: A Formal Synthesis Model // IEEE Trans. Netw. Serv. Manag. 2021. Vol. 18. pp. 1430–1444.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Majeed A.A., Altaie A.S., Abderrahim M. et al. A Review of Protection Schemes for Electrical Distribution Networks with Green Distributed Generation // Energies. 2023. Vol. 16, N 22. pp. 7587.</mixed-citation><mixed-citation xml:lang="en">Majeed A.A., Altaie A.S., Abderrahim M. et al. A Review of Protection Schemes for Electrical Distribution Networks with Green Distributed Generation // Energies. 2023. Vol. 16, N 22. pp. 7587.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Bui D.M., Le P.D., Nguyen T.P., et al. An Adaptive and Scalable Protection Coordination System of Overcurrent Relays in Distributed-Generator-Integrated Distribution Networks // Appl. Sci. 2021. Vol. 11, N 18. pp. 8454.</mixed-citation><mixed-citation xml:lang="en">Bui D.M., Le P.D., Nguyen T.P., et al. An Adaptive and Scalable Protection Coordination System of Overcurrent Relays in Distributed-Generator-Integrated Distribution Networks // Appl. Sci. 2021. Vol. 11, N 18. pp. 8454.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Martínez-Figueroa G.d.J., Córcoles-López F., Bogarra S. FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement // Sensors. 2023. Vol. 23, N 2. pp. 744.</mixed-citation><mixed-citation xml:lang="en">Martínez-Figueroa G.d.J., Córcoles-López F., Bogarra S. FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement // Sensors. 2023. Vol. 23, N 2. pp. 744.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Peng F., Gao H., Huang J., et al. Power Differential Protection for Transformer Based on Fault Component Network // IEEE Trans. Power Deliv. 2023. Vol. 38. pp. 2464–2477.</mixed-citation><mixed-citation xml:lang="en">Peng F., Gao H., Huang J., et al. Power Differential Protection for Transformer Based on Fault Component Network // IEEE Trans. Power Deliv. 2023. Vol. 38. pp. 2464–2477.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Darwish H.A., Taalab M.I., Ahmed E.S. Investigation of power differential concept for line protection // IEEE Trans. Power Deliv. 2005. Vol. 20. pp. 617–624.</mixed-citation><mixed-citation xml:lang="en">Darwish H.A., Taalab M.I., Ahmed E.S. Investigation of power differential concept for line protection // IEEE Trans. Power Deliv. 2005. Vol. 20. pp. 617–624.</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Liu S., Wang B., Zhao Y., et al. Novel Differential Protection Approach of UHV AC Transmission Lines Based on Tellegen’s Quasi-Power Theorem // IEEE Trans. Power Deliv. 2022. Vol. 37. pp. 1264–1274.</mixed-citation><mixed-citation xml:lang="en">Liu S., Wang B., Zhao Y., et al. Novel Differential Protection Approach of UHV AC Transmission Lines Based on Tellegen’s Quasi-Power Theorem // IEEE Trans. Power Deliv. 2022. Vol. 37. pp. 1264–1274.</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Vazquez E., Castruita J., Chacon O.L., et al. A New Approach Traveling-Wave Distance Protection—Part I: Algorithm // IEEE Trans. Power Deliv. 2007. Vol. 22. pp. 795–800.</mixed-citation><mixed-citation xml:lang="en">Vazquez E., Castruita J., Chacon O.L., et al. A New Approach Traveling-Wave Distance Protection—Part I: Algorithm // IEEE Trans. Power Deliv. 2007. Vol. 22. pp. 795–800.</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Sinclair A., Finney D., Martin D., et al. Distance Protection in Distribution Systems: How It Assists with Integrating Distributed Resources // IEEE Trans. Ind. Appl. 2014. Vol. 50. pp. 2186–2196.</mixed-citation><mixed-citation xml:lang="en">Sinclair A., Finney D., Martin D., et al. Distance Protection in Distribution Systems: How It Assists with Integrating Distributed Resources // IEEE Trans. Ind. Appl. 2014. Vol. 50. pp. 2186–2196.</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Prenc R., Rojnić M., Franković D., et al. On the Development of Overcurrent Relay Optimization Problem for Active Distribution Networks // Energies. 2022. Vol. 15. pp. 6528.</mixed-citation><mixed-citation xml:lang="en">Prenc R., Rojnić M., Franković D., et al. On the Development of Overcurrent Relay Optimization Problem for Active Distribution Networks // Energies. 2022. Vol. 15. pp. 6528.</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Węgierek P., Kostyła D., Lech M. Directions of Development of Diagnostic Methods of Vacuum Medium-Voltage Switchgear // Energies. 2023. Vol. 16, N 5. pp. 2087.</mixed-citation><mixed-citation xml:lang="en">Węgierek P., Kostyła D., Lech M. Directions of Development of Diagnostic Methods of Vacuum Medium-Voltage Switchgear // Energies. 2023. Vol. 16, N 5. pp. 2087.</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Torres B.S., Borges da Silva L.E., Salomon C.P., et al. Integrating Smart Grid Devices into the Traditional Protection of Distribution Networks // Energies. 2022. Vol. 15, N 7. pp. 2518.</mixed-citation><mixed-citation xml:lang="en">Torres B.S., Borges da Silva L.E., Salomon C.P., et al. Integrating Smart Grid Devices into the Traditional Protection of Distribution Networks // Energies. 2022. Vol. 15, N 7. pp. 2518.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Bindi M., Piccirilli M.C., Luchetta A., et al. A Comprehensive Review of Fault Diagnosis and Prognosis Techniques in High Voltage and Medium Voltage Electrical Power Lines // Energies. 2023. Vol. 16, N 21. pp. 7317.</mixed-citation><mixed-citation xml:lang="en">Bindi M., Piccirilli M.C., Luchetta A., et al. A Comprehensive Review of Fault Diagnosis and Prognosis Techniques in High Voltage and Medium Voltage Electrical Power Lines // Energies. 2023. Vol. 16, N 21. pp. 7317.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">Guillén-López D., Serrano-Guerrero X., Barragán-Escandón A., et al. Transient and Steady-State Evaluation of Distributed Generation in Medium-Voltage Distribution Networks // Energies. 2024. Vol. 17, N 22. pp. 5783.</mixed-citation><mixed-citation xml:lang="en">Guillén-López D., Serrano-Guerrero X., Barragán-Escandón A., et al. Transient and Steady-State Evaluation of Distributed Generation in Medium-Voltage Distribution Networks // Energies. 2024. Vol. 17, N 22. pp. 5783.</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Li Z., Zhang Y., WuH., Suzuki S., et al. Design and Application of a UAV Autonomous Inspection System for High-Voltage Power Transmission Lines // Remote Sens. 2023. Vol. 15, N 3. pp. 865.</mixed-citation><mixed-citation xml:lang="en">Li Z., Zhang Y., WuH., Suzuki S., et al. Design and Application of a UAV Autonomous Inspection System for High-Voltage Power Transmission Lines // Remote Sens. 2023. Vol. 15, N 3. pp. 865.</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Bindi M., Piccirilli M.C., Luchetta A., et al. A Comprehensive Review of Fault Diagnosis and Prognosis Techniques in High Voltage and Medium Voltage Electrical Power Lines // Energies. 2023. Vol. 16, N 21. pp. 7317.</mixed-citation><mixed-citation xml:lang="en">Bindi M., Piccirilli M.C., Luchetta A., et al. A Comprehensive Review of Fault Diagnosis and Prognosis Techniques in High Voltage and Medium Voltage Electrical Power Lines // Energies. 2023. Vol. 16, N 21. pp. 7317.</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Liao C., Yi Y., Chen T., et al. Detecting Broken Strands in Transmission Lines Based on Pulsed Eddy Curren // Metals. 2022. Vol. 12, N6. pp. 1014.</mixed-citation><mixed-citation xml:lang="en">Liao C., Yi Y., Chen T., et al. Detecting Broken Strands in Transmission Lines Based on Pulsed Eddy Curren // Metals. 2022. Vol. 12, N6. pp. 1014.</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Rondineau A., Gaillet L., Dieng L., et al. Degradation of Steel Wires in Bimetallic Aluminum– Steel Conductors Exposed to Severe Corrosion Conditions // Corros. Mater. Degrad. 2022. Vol. 3, N 4. pp. 646-660.</mixed-citation><mixed-citation xml:lang="en">Rondineau A., Gaillet L., Dieng L., et al. Degradation of Steel Wires in Bimetallic Aluminum– Steel Conductors Exposed to Severe Corrosion Conditions // Corros. Mater. Degrad. 2022. Vol. 3, N 4. pp. 646-660.</mixed-citation></citation-alternatives></ref><ref id="cit57"><label>57</label><citation-alternatives><mixed-citation xml:lang="ru">Jurkiewicz B., Smyrak B. Studies on the Evolution of Fatigue Strength of Aluminium Wires for Overhead Line Conductors // Materials. 2024. Vol. 17, N 11. pp. 2537.</mixed-citation><mixed-citation xml:lang="en">Jurkiewicz B., Smyrak B. Studies on the Evolution of Fatigue Strength of Aluminium Wires for Overhead Line Conductors // Materials. 2024. Vol. 17, N 11. pp. 2537.</mixed-citation></citation-alternatives></ref><ref id="cit58"><label>58</label><citation-alternatives><mixed-citation xml:lang="ru">Gao J., Wang L., Wu S., et al. Prediction of Breakdown Voltage of Equipotential Live-Line Work Air Gaps in Transmission Lines: A Computational Discharge Model // IEEE Transactions on Electromagnetic Compatibility. 2022. Vol. 64, N 6, pp. 1932-1940.</mixed-citation><mixed-citation xml:lang="en">Gao J., Wang L., Wu S., et al. Prediction of Breakdown Voltage of Equipotential Live-Line Work Air Gaps in Transmission Lines: A Computational Discharge Model // IEEE Transactions on Electromagnetic Compatibility. 2022. Vol. 64, N 6, pp. 1932-1940.</mixed-citation></citation-alternatives></ref><ref id="cit59"><label>59</label><citation-alternatives><mixed-citation xml:lang="ru">Govindarajan S., Morales A., Ardila-Rey J.A., et al. A review on partial discharge diagnosis in cables: Theory, techniques, and trends // Measurement. 2023. Vol. 216. pp. 112882.</mixed-citation><mixed-citation xml:lang="en">Govindarajan S., Morales A., Ardila-Rey J.A., et al. A review on partial discharge diagnosis in cables: Theory, techniques, and trends // Measurement. 2023. Vol. 216. pp. 112882.</mixed-citation></citation-alternatives></ref><ref id="cit60"><label>60</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang X., Pang B., Liu Y., et al. Review on Detection and Analysis of Partial Discharge along Power Cables // Energies. 2021. Vol. 14. pp. 7692.</mixed-citation><mixed-citation xml:lang="en">Zhang X., Pang B., Liu Y., et al. Review on Detection and Analysis of Partial Discharge along Power Cables // Energies. 2021. Vol. 14. pp. 7692.</mixed-citation></citation-alternatives></ref><ref id="cit61"><label>61</label><citation-alternatives><mixed-citation xml:lang="ru">Song Y., Chen W., Wan F., Zhang Z., et al. Online multi-parameter sensing and condition assessment technology for power cables: A review // Electric Power Systems Research. 2022. Vol. 210. pp. 108140.</mixed-citation><mixed-citation xml:lang="en">Song Y., Chen W., Wan F., Zhang Z., et al. Online multi-parameter sensing and condition assessment technology for power cables: A review // Electric Power Systems Research. 2022. Vol. 210. pp. 108140.</mixed-citation></citation-alternatives></ref><ref id="cit62"><label>62</label><citation-alternatives><mixed-citation xml:lang="ru">Szczegielniak T., Kusiak D., Jabłoński P. Thermal Analysis of the Medium Voltage Cable // Energies. 2021. Vol. 14. pp. 4164.</mixed-citation><mixed-citation xml:lang="en">Szczegielniak T., Kusiak D., Jabłoński P. Thermal Analysis of the Medium Voltage Cable // Energies. 2021. Vol. 14. pp. 4164.</mixed-citation></citation-alternatives></ref><ref id="cit63"><label>63</label><citation-alternatives><mixed-citation xml:lang="ru">Balakrishnan G.K., Yaw C.T., Koh S.P., et al. A Review of Infrared Thermography for Condition-Based Monitoring in Electrical Energy: Applications and Recommendations // Energies. 2022. Vol. 15, N 16. pp. 6000.</mixed-citation><mixed-citation xml:lang="en">Balakrishnan G.K., Yaw C.T., Koh S.P., et al. A Review of Infrared Thermography for Condition-Based Monitoring in Electrical Energy: Applications and Recommendations // Energies. 2022. Vol. 15, N 16. pp. 6000.</mixed-citation></citation-alternatives></ref><ref id="cit64"><label>64</label><citation-alternatives><mixed-citation xml:lang="ru">Shams F., Omar M., Usman M., et al. Thermal Imaging of Utility Power Lines: A Review. In Proceedings of the 2022 International Conference on Engineering and Emerging Technologies (ICEET); 27–28 October 2022; Kuala Lumpur, Malaysia; 2022. pp. 1–4.</mixed-citation><mixed-citation xml:lang="en">Shams F., Omar M., Usman M., et al. Thermal Imaging of Utility Power Lines: A Review. In Proceedings of the 2022 International Conference on Engineering and Emerging Technologies (ICEET); 27–28 October 2022; Kuala Lumpur, Malaysia; 2022. pp. 1–4.</mixed-citation></citation-alternatives></ref><ref id="cit65"><label>65</label><citation-alternatives><mixed-citation xml:lang="ru">Mo S., Zhang D., Li Z., et al. The Possibility of Fault Location in Cross-Bonded Cables by Broadband Impedance Spectroscopy // IEEE Trans. Dielectr. Electr. Insul. 2021. Vol. 28. pp. 1416–1423.</mixed-citation><mixed-citation xml:lang="en">Mo S., Zhang D., Li Z., et al. The Possibility of Fault Location in Cross-Bonded Cables by Broadband Impedance Spectroscopy // IEEE Trans. Dielectr. Electr. Insul. 2021. Vol. 28. pp. 1416–1423.</mixed-citation></citation-alternatives></ref><ref id="cit66"><label>66</label><citation-alternatives><mixed-citation xml:lang="ru">Ciaburro G., Iannace G. Machine-Learning-Based Methods for Acoustic Emission Testing: A Review // Appl. Sci. 2022. Vol. 12, N 20. pp. 10476.</mixed-citation><mixed-citation xml:lang="en">Ciaburro G., Iannace G. Machine-Learning-Based Methods for Acoustic Emission Testing: A Review // Appl. Sci. 2022. Vol. 12, N 20. pp. 10476.</mixed-citation></citation-alternatives></ref><ref id="cit67"><label>67</label><citation-alternatives><mixed-citation xml:lang="ru">Witos F., Olszewska A., Opilski Z., et al. Application of Acoustic Emission and Thermal Imaging to Test Oil Power Transformers // Energies. 2020. Vol. 13. pp. 5955.</mixed-citation><mixed-citation xml:lang="en">Witos F., Olszewska A., Opilski Z., et al. Application of Acoustic Emission and Thermal Imaging to Test Oil Power Transformers // Energies. 2020. Vol. 13. pp. 5955.</mixed-citation></citation-alternatives></ref><ref id="cit68"><label>68</label><citation-alternatives><mixed-citation xml:lang="ru">Werelius P., Tharning P., Eriksson R., et al. Dielectric spectroscopy for diagnosis of water tree deterioration in XLPE cables // IEEE Trans. Dielectr. Electr. Insul. 2001. Vol. 8. pp. 27–42.</mixed-citation><mixed-citation xml:lang="en">Werelius P., Tharning P., Eriksson R., et al. Dielectric spectroscopy for diagnosis of water tree deterioration in XLPE cables // IEEE Trans. Dielectr. Electr. Insul. 2001. Vol. 8. pp. 27–42.</mixed-citation></citation-alternatives></ref><ref id="cit69"><label>69</label><citation-alternatives><mixed-citation xml:lang="ru">Nadolny Z. Electric Field Distribution and Dielectric Losses in XLPE Insulation and Semiconductor Screens of High-Voltage Cables // Energies. 2022. Vol. 15, N 13. pp. 4692.</mixed-citation><mixed-citation xml:lang="en">Nadolny Z. Electric Field Distribution and Dielectric Losses in XLPE Insulation and Semiconductor Screens of High-Voltage Cables // Energies. 2022. Vol. 15, N 13. pp. 4692.</mixed-citation></citation-alternatives></ref><ref id="cit70"><label>70</label><citation-alternatives><mixed-citation xml:lang="ru">Sikorski W., Walczak K., Gil W., et al. On-Line Partial Discharge Monitoring System for Power Transformers Based on the Simultaneous Detection of High Frequency Ultra-High Frequency and Acoustic Emission Signals // Energies. 2020. Vol. 13. pp. 3271.</mixed-citation><mixed-citation xml:lang="en">Sikorski W., Walczak K., Gil W., et al. On-Line Partial Discharge Monitoring System for Power Transformers Based on the Simultaneous Detection of High Frequency Ultra-High Frequency and Acoustic Emission Signals // Energies. 2020. Vol. 13. pp. 3271.</mixed-citation></citation-alternatives></ref><ref id="cit71"><label>71</label><citation-alternatives><mixed-citation xml:lang="ru">Rybarz J., Borucki S., Kunicki M., et al. Influence of the Cable Accessories Installing Method on the Partial Discharge Activity in Medium Voltage Cables // Energies. 2022. Vol. 15. pp. 4216.</mixed-citation><mixed-citation xml:lang="en">Rybarz J., Borucki S., Kunicki M., et al. Influence of the Cable Accessories Installing Method on the Partial Discharge Activity in Medium Voltage Cables // Energies. 2022. Vol. 15. pp. 4216.</mixed-citation></citation-alternatives></ref><ref id="cit72"><label>72</label><citation-alternatives><mixed-citation xml:lang="ru">Rosle N., Muhamad N. A., Rohani M. N. K. H., et al. Partial Discharges Classification Methods in XLPE Cable: A Review // IEEE Access. 2021. Vol. 9, pp. 133258-133273. doi: 10.1109/ACCESS.2021.3115519.</mixed-citation><mixed-citation xml:lang="en">Rosle N., Muhamad N. A., Rohani M. N. K. H., et al. Partial Discharges Classification Methods in XLPE Cable: A Review // IEEE Access. 2021. Vol. 9, pp. 133258-133273. doi: 10.1109/ACCESS.2021.3115519.</mixed-citation></citation-alternatives></ref><ref id="cit73"><label>73</label><citation-alternatives><mixed-citation xml:lang="ru">Li Y., Jiang L., Xie M., et al. Advancements and Challenges in Power Cable Laying // Energies 2024. Vol. 17, N 12. pp. 2905.</mixed-citation><mixed-citation xml:lang="en">Li Y., Jiang L., Xie M., et al. Advancements and Challenges in Power Cable Laying // Energies 2024. Vol. 17, N 12. pp. 2905.</mixed-citation></citation-alternatives></ref><ref id="cit74"><label>74</label><citation-alternatives><mixed-citation xml:lang="ru">Maraaba L., Al-Soufi K., Ssennoga T., et al. Contamination Level Monitoring Techniques for High-Voltage Insulators: A Review // Energies. 2022. Vol. 15. 7656.</mixed-citation><mixed-citation xml:lang="en">Maraaba L., Al-Soufi K., Ssennoga T., et al. Contamination Level Monitoring Techniques for High-Voltage Insulators: A Review // Energies. 2022. Vol. 15. 7656.</mixed-citation></citation-alternatives></ref><ref id="cit75"><label>75</label><citation-alternatives><mixed-citation xml:lang="ru">Иванов Д.А. Особенности мониторинга сверхбольших частичных разрядов в высоковольтных. // Известия высших учебных заведений. ПРОБЛЕМЫ ЭНЕРГЕТИКИ. 2022. Т. 24. № 1. C.151-163. https://doi.org/10.30724/1998-9903-2022-24-1-151-163</mixed-citation><mixed-citation xml:lang="en">Ivanov D.A. Features of monitoring extra large partial discharge in high voltage insulators. Power engineering: research, equipment, technology. 2022;24(1):151-163. (In Russ.) https://doi.org/10.30724/1998-9903-2022-24-1-151-163</mixed-citation></citation-alternatives></ref><ref id="cit76"><label>76</label><citation-alternatives><mixed-citation xml:lang="ru">Hoduń P., Borecki M. Reliability Assessment of MV Power Connections // Energies. 2021. Vol. 14. 6965.</mixed-citation><mixed-citation xml:lang="en">Hoduń P., Borecki M. Reliability Assessment of MV Power Connections // Energies. 2021. Vol. 14. 6965.</mixed-citation></citation-alternatives></ref><ref id="cit77"><label>77</label><citation-alternatives><mixed-citation xml:lang="ru">Barbieri L., Villa A., Malgesini R., et al. An Innovative Sensor for Cable Joint Monitoring and Partial Discharge Localization // Energies. 2021. Vol 14, N 14. pp. 4095.</mixed-citation><mixed-citation xml:lang="en">Barbieri L., Villa A., Malgesini R., et al. An Innovative Sensor for Cable Joint Monitoring and Partial Discharge Localization // Energies. 2021. Vol 14, N 14. pp. 4095.</mixed-citation></citation-alternatives></ref><ref id="cit78"><label>78</label><citation-alternatives><mixed-citation xml:lang="ru">Albarracin R., Rodriguez-Serna J.M., Masud A.A. Finite-element-analysis models for numerical simulation of partial discharges in spherical cavities within solid dielectrics: A review and a novel method // High Volt. 2020. Vol. 5. pp. 556–568.</mixed-citation><mixed-citation xml:lang="en">Albarracin R., Rodriguez-Serna J.M., Masud A.A. Finite-element-analysis models for numerical simulation of partial discharges in spherical cavities within solid dielectrics: A review and a novel method // High Volt. 2020. Vol. 5. pp. 556–568.</mixed-citation></citation-alternatives></ref><ref id="cit79"><label>79</label><citation-alternatives><mixed-citation xml:lang="ru">Rahman M.A., Saha A., Ghassemi M. Optimized Fabrication Process and PD Characteristics of MVDC Multilayer Insulation Cable Systems for Next Generation Wide-Body All-Electric Aircraft // Energies. 2024. Vol. 17, N 12. pp. 3040.</mixed-citation><mixed-citation xml:lang="en">Rahman M.A., Saha A., Ghassemi M. Optimized Fabrication Process and PD Characteristics of MVDC Multilayer Insulation Cable Systems for Next Generation Wide-Body All-Electric Aircraft // Energies. 2024. Vol. 17, N 12. pp. 3040.</mixed-citation></citation-alternatives></ref><ref id="cit80"><label>80</label><citation-alternatives><mixed-citation xml:lang="ru">Choudhary M., Shafiq M., Kiitam I., et al. Investigation of partial discharge characteristics in XLPE cable insulation under increasing electrical stress // Engineering Failure Analysis. 2024. Vol. 158. pp. 108006. https://doi.org/10.1016/j.engfailanal.2024.108006</mixed-citation><mixed-citation xml:lang="en">Choudhary M., Shafiq M., Kiitam I., et al. Investigation of partial discharge characteristics in XLPE cable insulation under increasing electrical stress // Engineering Failure Analysis. 2024. Vol. 158. pp. 108006. https://doi.org/10.1016/j.engfailanal.2024.108006</mixed-citation></citation-alternatives></ref><ref id="cit81"><label>81</label><citation-alternatives><mixed-citation xml:lang="ru">Mcallister I.W. Electric field theory and the fallacy of void capacitance // IEEE Trans. Electr. Insul. 1991. Vol. 26. pp. 458–459.</mixed-citation><mixed-citation xml:lang="en">Mcallister I.W. Electric field theory and the fallacy of void capacitance // IEEE Trans. Electr. Insul. 1991. Vol. 26. pp. 458–459.</mixed-citation></citation-alternatives></ref><ref id="cit82"><label>82</label><citation-alternatives><mixed-citation xml:lang="ru">Crichton G.C., Karlsson P.W., Pedersen A. Partial discharges in ellipsoidal and spheroidal voids // IEEE Trans. Electr. Insul. 1989. Vol. 24. pp. 335–342.</mixed-citation><mixed-citation xml:lang="en">Crichton G.C., Karlsson P.W., Pedersen A. Partial discharges in ellipsoidal and spheroidal voids // IEEE Trans. Electr. Insul. 1989. Vol. 24. pp. 335–342.</mixed-citation></citation-alternatives></ref><ref id="cit83"><label>83</label><citation-alternatives><mixed-citation xml:lang="ru">Mami M.S., Köksal M. Remark on the lumped parameter modeling of transmission lines // Electr. Mach. Power Syst. 2000. Vol. 28. pp. 565–575.</mixed-citation><mixed-citation xml:lang="en">Mami M.S., Köksal M. Remark on the lumped parameter modeling of transmission lines // Electr. Mach. Power Syst. 2000. Vol. 28. pp. 565–575.</mixed-citation></citation-alternatives></ref><ref id="cit84"><label>84</label><citation-alternatives><mixed-citation xml:lang="ru">Suyaroj N., Premrudeepreechacharn S., Watson N.R. Transient state estimation with the Bergeron transmission line model // Turk. J. Electr. Eng. Comput. Sci. 2017. Vol. 25. pp. 806–819.</mixed-citation><mixed-citation xml:lang="en">Suyaroj N., Premrudeepreechacharn S., Watson N.R. Transient state estimation with the Bergeron transmission line model // Turk. J. Electr. Eng. Comput. Sci. 2017. Vol. 25. pp. 806–819.</mixed-citation></citation-alternatives></ref><ref id="cit85"><label>85</label><citation-alternatives><mixed-citation xml:lang="ru">Abdullah H., Uwe S. A full frequency-dependent cable model for the calculation of fast transients // Energies. 2017. Vol. 10. pp. 1158.</mixed-citation><mixed-citation xml:lang="en">Abdullah H., Uwe S. A full frequency-dependent cable model for the calculation of fast transients // Energies. 2017. Vol. 10. pp. 1158.</mixed-citation></citation-alternatives></ref><ref id="cit86"><label>86</label><citation-alternatives><mixed-citation xml:lang="ru">Wagenaars P., Wouters P., van der Wielen P.C.J.M., et al. Measurement of transmission line parameters of three-core power cables with common earth screen // IET Sci. Meas. Technol. 2010. Vol. 4. pp. 146–155.</mixed-citation><mixed-citation xml:lang="en">Wagenaars P., Wouters P., van der Wielen P.C.J.M., et al. Measurement of transmission line parameters of three-core power cables with common earth screen // IET Sci. Meas. Technol. 2010. Vol. 4. pp. 146–155.</mixed-citation></citation-alternatives></ref><ref id="cit87"><label>87</label><citation-alternatives><mixed-citation xml:lang="ru">Du Z., Willett P.K., Mashikian M.S. Performance limits of PD location based on time-domain reflectometry // IEEE Trans. Dielectr. Electr. Insul. 1997. Vol. 4. 182–188.</mixed-citation><mixed-citation xml:lang="en">Du Z., Willett P.K., Mashikian M.S. Performance limits of PD location based on time-domain reflectometry // IEEE Trans. Dielectr. Electr. Insul. 1997. Vol. 4. 182–188.</mixed-citation></citation-alternatives></ref><ref id="cit88"><label>88</label><citation-alternatives><mixed-citation xml:lang="ru">Robles G., Shafiq M., Martínez-Tarifa J.M. Multiple Partial Discharge Source Localization in Power Cables through Power Spectral Separation and Time-Domain Reflectometry // IEEE Trans. Instrum. Meas. 2019. Vol. 68. pp. 4703–4711.</mixed-citation><mixed-citation xml:lang="en">Robles G., Shafiq M., Martínez-Tarifa J.M. Multiple Partial Discharge Source Localization in Power Cables through Power Spectral Separation and Time-Domain Reflectometry // IEEE Trans. Instrum. Meas. 2019. Vol. 68. pp. 4703–4711.</mixed-citation></citation-alternatives></ref><ref id="cit89"><label>89</label><citation-alternatives><mixed-citation xml:lang="ru">Snell J., Renowden J. Improving results of thermographic inspections of electrical transmission and distribution lines. 2000 IEEE ESMO—2000 IEEE 9th International Conference on Transmission and Distribution Construction Operation and Live-Line Maintenance Proceedings. ESMO 2000 Proceedings. Global ESMO 2000; 8–12 October 2000; The Pow, Montreal, QC, Canada. 2000 IEEE: Piscataway, NJ, USA; 2000. pp. 135–144.</mixed-citation><mixed-citation xml:lang="en">Snell J., Renowden J. Improving results of thermographic inspections of electrical transmission and distribution lines. 2000 IEEE ESMO—2000 IEEE 9th International Conference on Transmission and Distribution Construction Operation and Live-Line Maintenance Proceedings. ESMO 2000 Proceedings. Global ESMO 2000; 8–12 October 2000; The Pow, Montreal, QC, Canada. 2000 IEEE: Piscataway, NJ, USA; 2000. pp. 135–144.</mixed-citation></citation-alternatives></ref><ref id="cit90"><label>90</label><citation-alternatives><mixed-citation xml:lang="ru">Ohki Y., Yamada T., Hirai N. Diagnosis of cable aging by broadband impedance spectroscopy. 2011 Annual Report Conference on Electrical Insulation and Dielectric Phenomena; 16–19 October 2011; Cancun, Mexico; 2011. pp. 24–27.</mixed-citation><mixed-citation xml:lang="en">Ohki Y., Yamada T., Hirai N. Diagnosis of cable aging by broadband impedance spectroscopy. 2011 Annual Report Conference on Electrical Insulation and Dielectric Phenomena; 16–19 October 2011; Cancun, Mexico; 2011. pp. 24–27.</mixed-citation></citation-alternatives></ref><ref id="cit91"><label>91</label><citation-alternatives><mixed-citation xml:lang="ru">Zhou Z., Zhang D., He J., et al. Local degradation diagnosis for cable insulation based on broadband impedance spectroscopy // IEEE Trans. Dielectr. Electr. Insul. 2015. Vol. 22. pp. 2097–2107.</mixed-citation><mixed-citation xml:lang="en">Zhou Z., Zhang D., He J., et al. Local degradation diagnosis for cable insulation based on broadband impedance spectroscopy // IEEE Trans. Dielectr. Electr. Insul. 2015. Vol. 22. pp. 2097–2107.</mixed-citation></citation-alternatives></ref><ref id="cit92"><label>92</label><citation-alternatives><mixed-citation xml:lang="ru">Avellan A., Werelius P., Eriksson R. Frequency domain response of medium voltage XLPE cable terminations and its influence on cable diagnostics. Conference Record of the 2000 IEEE International Symposium on Electrical Insulation (Cat. No.00CH37075); 5 April 2000; Anaheim, CA, USA; 2000. pp. 105–108.</mixed-citation><mixed-citation xml:lang="en">Avellan A., Werelius P., Eriksson R. Frequency domain response of medium voltage XLPE cable terminations and its influence on cable diagnostics. Conference Record of the 2000 IEEE International Symposium on Electrical Insulation (Cat. No.00CH37075); 5 April 2000; Anaheim, CA, USA; 2000. pp. 105–108.</mixed-citation></citation-alternatives></ref><ref id="cit93"><label>93</label><citation-alternatives><mixed-citation xml:lang="ru">Yong H., Minyou C., Jinqian Z. High impedance fault identification method of the distribution network based on discrete wavelet transformation. 2011 International Conference on Electrical and Control Engineering; 16–18 September 2011; Yichang, China; 2011. pp. 2262–2265.</mixed-citation><mixed-citation xml:lang="en">Yong H., Minyou C., Jinqian Z. High impedance fault identification method of the distribution network based on discrete wavelet transformation. 2011 International Conference on Electrical and Control Engineering; 16–18 September 2011; Yichang, China; 2011. pp. 2262–2265.</mixed-citation></citation-alternatives></ref><ref id="cit94"><label>94</label><citation-alternatives><mixed-citation xml:lang="ru">Li W., Liu Y., Li Y., et al. Series Arc Fault Diagnosis and Line Selection Method Based on Recurrent Neural Network // IEEE Access. 2020. Vol. 8. pp. 177815–177822.</mixed-citation><mixed-citation xml:lang="en">Li W., Liu Y., Li Y., et al. Series Arc Fault Diagnosis and Line Selection Method Based on Recurrent Neural Network // IEEE Access. 2020. Vol. 8. pp. 177815–177822.</mixed-citation></citation-alternatives></ref><ref id="cit95"><label>95</label><citation-alternatives><mixed-citation xml:lang="ru">Ding S., Zhang P., Ding E., et al. On the application of PCA technique to fault diagnosis // Tsinghua Sci. Technol. 2010. Vol. 15. pp. 138–144.</mixed-citation><mixed-citation xml:lang="en">Ding S., Zhang P., Ding E., et al. On the application of PCA technique to fault diagnosis // Tsinghua Sci. Technol. 2010. Vol. 15. pp. 138–144.</mixed-citation></citation-alternatives></ref><ref id="cit96"><label>96</label><citation-alternatives><mixed-citation xml:lang="ru">Chen H., Jiang B., Lu N., et al. Deep PCA Based Real-Time Incipient Fault Detection and Diagnosis Methodology for Electrical Drive in High-Speed Trains // IEEE Trans. Veh. Technol. 2018. Vol. 67. pp. 4819–4830.</mixed-citation><mixed-citation xml:lang="en">Chen H., Jiang B., Lu N., et al. Deep PCA Based Real-Time Incipient Fault Detection and Diagnosis Methodology for Electrical Drive in High-Speed Trains // IEEE Trans. Veh. Technol. 2018. Vol. 67. pp. 4819–4830.</mixed-citation></citation-alternatives></ref><ref id="cit97"><label>97</label><citation-alternatives><mixed-citation xml:lang="ru">Zhao H., Zheng J., Xu J., et al. Fault Diagnosis Method Based on Principal Component Analysis and Broad Learning System // IEEE Access. 2019. Vol. 7. pp. 99263–99272.</mixed-citation><mixed-citation xml:lang="en">Zhao H., Zheng J., Xu J., et al. Fault Diagnosis Method Based on Principal Component Analysis and Broad Learning System // IEEE Access. 2019. Vol. 7. pp. 99263–99272.</mixed-citation></citation-alternatives></ref><ref id="cit98"><label>98</label><citation-alternatives><mixed-citation xml:lang="ru">Zolfaghari M., Chabanlo R.M., Abedi M., et al. A Robust Distance Protection Approach for Bulk AC Power System Considering the Effects of HVDC Interfaced Offshore Wind Units // IEEE Syst. J. 2018. Vol. 12. pp. 3786–3795.</mixed-citation><mixed-citation xml:lang="en">Zolfaghari M., Chabanlo R.M., Abedi M., et al. A Robust Distance Protection Approach for Bulk AC Power System Considering the Effects of HVDC Interfaced Offshore Wind Units // IEEE Syst. J. 2018. Vol. 12. pp. 3786–3795.</mixed-citation></citation-alternatives></ref><ref id="cit99"><label>99</label><citation-alternatives><mixed-citation xml:lang="ru">Nengling T., Chen C. A New Weak Fault Component Reactance Distance Relay Based on Voltage Amplitude Comparison // IEEE Trans. Power Deliv. 2008. Vol. 23. pp. 87–93.</mixed-citation><mixed-citation xml:lang="en">Nengling T., Chen C. A New Weak Fault Component Reactance Distance Relay Based on Voltage Amplitude Comparison // IEEE Trans. Power Deliv. 2008. Vol. 23. pp. 87–93.</mixed-citation></citation-alternatives></ref><ref id="cit100"><label>100</label><citation-alternatives><mixed-citation xml:lang="ru">Liang Y., Li W., Lu Z., et al. A New Distance Protection Scheme Based on Improved Virtual Measured Voltage // IEEE Trans. Power Deliv. 2020. Vol. 35. pp. 774–786.</mixed-citation><mixed-citation xml:lang="en">Liang Y., Li W., Lu Z., et al. A New Distance Protection Scheme Based on Improved Virtual Measured Voltage // IEEE Trans. Power Deliv. 2020. Vol. 35. pp. 774–786.</mixed-citation></citation-alternatives></ref><ref id="cit101"><label>101</label><citation-alternatives><mixed-citation xml:lang="ru">Hu Y., Novosel D., Saha M.M., et al. An adaptive scheme for parallel-line distance protection // IEEE Trans. Power Deliv. 2022. Vol. 17. pp. 105–110.</mixed-citation><mixed-citation xml:lang="en">Hu Y., Novosel D., Saha M.M., et al. An adaptive scheme for parallel-line distance protection // IEEE Trans. Power Deliv. 2022. Vol. 17. pp. 105–110.</mixed-citation></citation-alternatives></ref><ref id="cit102"><label>102</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Y., Wang Y., Ma N., et al. Waveform-Similarity-Based Protection Scheme for AC Transmission Lines of MMC-HVDC System with Offshore Wind Farms // Energies. 2022. Vol. 15. pp. 9107.</mixed-citation><mixed-citation xml:lang="en">Wang Y., Wang Y., Ma N., et al. Waveform-Similarity-Based Protection Scheme for AC Transmission Lines of MMC-HVDC System with Offshore Wind Farms // Energies. 2022. Vol. 15. pp. 9107.</mixed-citation></citation-alternatives></ref><ref id="cit103"><label>103</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Q., Ma J., Shang L., et al. Analysis of the Effects of Grid-Connected Charging/Discharging Stations on Relay Protection // Energies. 2022. Vol. 15. pp. 9065.</mixed-citation><mixed-citation xml:lang="en">Wang Q., Ma J., Shang L., et al. Analysis of the Effects of Grid-Connected Charging/Discharging Stations on Relay Protection // Energies. 2022. Vol. 15. pp. 9065.</mixed-citation></citation-alternatives></ref><ref id="cit104"><label>104</label><citation-alternatives><mixed-citation xml:lang="ru">Bakkar M., Bogarra S., Córcoles F., et al. Artificial Intelligence-Based Protection for Smart Grids // Energies. 2022. Vol. 15. pp. 4933.</mixed-citation><mixed-citation xml:lang="en">Bakkar M., Bogarra S., Córcoles F., et al. Artificial Intelligence-Based Protection for Smart Grids // Energies. 2022. Vol. 15. pp. 4933.</mixed-citation></citation-alternatives></ref><ref id="cit105"><label>105</label><citation-alternatives><mixed-citation xml:lang="ru">Milosevic B., Begovic M. Nondominated sorting genetic algorithm for optimal phasor measurement placement. 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491); 13–17 July 2003; Toronto, ON, Canada; 2003. pp. 69–75.</mixed-citation><mixed-citation xml:lang="en">Milosevic B., Begovic M. Nondominated sorting genetic algorithm for optimal phasor measurement placement. 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491); 13–17 July 2003; Toronto, ON, Canada; 2003. pp. 69–75.</mixed-citation></citation-alternatives></ref><ref id="cit106"><label>106</label><citation-alternatives><mixed-citation xml:lang="ru">Xu J., Wen M.H.F., Li V.O.K., et al. Optimal PMU placement for wide-area monitoring using chemical reaction optimization. 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT); 24–27 February 2013; Washington, DC, USA; 2013. pp. 1–6.</mixed-citation><mixed-citation xml:lang="en">Xu J., Wen M.H.F., Li V.O.K., et al. Optimal PMU placement for wide-area monitoring using chemical reaction optimization. 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT); 24–27 February 2013; Washington, DC, USA; 2013. pp. 1–6.</mixed-citation></citation-alternatives></ref><ref id="cit107"><label>107</label><citation-alternatives><mixed-citation xml:lang="ru">Reddy K.S.K., Rao D.A.K., Kumarraja A., et al. Implementation of Integer Linear Programming and Exhaustive Search algorithms for optimal PMU placement under various conditions. 2015 IEEE Power Communication and Information Technology Conference (PCITC); 15–17 October 2015; Bhubaneswar, India; 2015. pp. 850–855.</mixed-citation><mixed-citation xml:lang="en">Reddy K.S.K., Rao D.A.K., Kumarraja A., et al. Implementation of Integer Linear Programming and Exhaustive Search algorithms for optimal PMU placement under various conditions. 2015 IEEE Power Communication and Information Technology Conference (PCITC); 15–17 October 2015; Bhubaneswar, India; 2015. pp. 850–855.</mixed-citation></citation-alternatives></ref><ref id="cit108"><label>108</label><citation-alternatives><mixed-citation xml:lang="ru">Huang L., Sun Y., Xu J., et al. Optimal PMU Placement Considering Controlled Islanding of Power System // IEEE Trans. Power Syst. 2014. Vol. 29. pp. 742–755.</mixed-citation><mixed-citation xml:lang="en">Huang L., Sun Y., Xu J., et al. Optimal PMU Placement Considering Controlled Islanding of Power System // IEEE Trans. Power Syst. 2014. Vol. 29. pp. 742–755.</mixed-citation></citation-alternatives></ref><ref id="cit109"><label>109</label><citation-alternatives><mixed-citation xml:lang="ru">Chatterjee S., Saha Roy B.K., Ghosh P.K. Optimal Placement of PMU Considering Practical Costs in Wide Area Network. 2017 14th IEEE India Council International Conference (INDICON); 15–17 December 2017; Roorkee, India; 2017. pp. 1–6.</mixed-citation><mixed-citation xml:lang="en">Chatterjee S., Saha Roy B.K., Ghosh P.K. Optimal Placement of PMU Considering Practical Costs in Wide Area Network. 2017 14th IEEE India Council International Conference (INDICON); 15–17 December 2017; Roorkee, India; 2017. pp. 1–6.</mixed-citation></citation-alternatives></ref><ref id="cit110"><label>110</label><citation-alternatives><mixed-citation xml:lang="ru">Manousakis N.M., Korres G.N. Optimal Allocation of Phasor Measurement Units Considering Various Contingencies and Measurement Redundancy // IEEE Trans. Instrum. Meas. 2020. Vol. 69. 3403–3411.</mixed-citation><mixed-citation xml:lang="en">Manousakis N.M., Korres G.N. Optimal Allocation of Phasor Measurement Units Considering Various Contingencies and Measurement Redundancy // IEEE Trans. Instrum. Meas. 2020. Vol. 69. 3403–3411.</mixed-citation></citation-alternatives></ref><ref id="cit111"><label>111</label><citation-alternatives><mixed-citation xml:lang="ru">Zhu X., Wen M.H.F., Li V.O.K., et al. Optimal PMU-Communication Link Placement for Smart Grid Wide-Area Measurement Systems // IEEE Trans. Smart Grid. 2019. Vol. 10. pp. 4446–4456.</mixed-citation><mixed-citation xml:lang="en">Zhu X., Wen M.H.F., Li V.O.K., et al. Optimal PMU-Communication Link Placement for Smart Grid Wide-Area Measurement Systems // IEEE Trans. Smart Grid. 2019. Vol. 10. pp. 4446–4456.</mixed-citation></citation-alternatives></ref><ref id="cit112"><label>112</label><citation-alternatives><mixed-citation xml:lang="ru">Wojtowicz R., Kowalik R., Rasolomampionona D.D. Next Generation of Power System Protection Automation—Virtualization of Protection Systems. // IEEE Trans. Power Deliv. 2018. Vol. 33. 2002–2010.</mixed-citation><mixed-citation xml:lang="en">Wojtowicz R., Kowalik R., Rasolomampionona D.D. Next Generation of Power System Protection Automation—Virtualization of Protection Systems. // IEEE Trans. Power Deliv. 2018. Vol. 33. 2002–2010.</mixed-citation></citation-alternatives></ref><ref id="cit113"><label>113</label><citation-alternatives><mixed-citation xml:lang="ru">Kumar S., Abu-Siada A., Das N., et al. Reverse Blocking Over Current Busbar Protection Scheme Based on IEC 61850 Architecture // IEEE Trans. Ind. Appl. 2023. Vol. 59. pp. 2225–2233.</mixed-citation><mixed-citation xml:lang="en">Kumar S., Abu-Siada A., Das N., et al. Reverse Blocking Over Current Busbar Protection Scheme Based on IEC 61850 Architecture // IEEE Trans. Ind. Appl. 2023. Vol. 59. pp. 2225–2233.</mixed-citation></citation-alternatives></ref><ref id="cit114"><label>114</label><citation-alternatives><mixed-citation xml:lang="ru">Ma J., Ma W., Yan X., et al. A New Adaptive Backup Protection Scheme Based on Intelligent Electronic Devices // Can. J. Electr. Comput. Eng. 2015. Vol. 38. pp. 77–88.</mixed-citation><mixed-citation xml:lang="en">Ma J., Ma W., Yan X., et al. A New Adaptive Backup Protection Scheme Based on Intelligent Electronic Devices // Can. J. Electr. Comput. Eng. 2015. Vol. 38. pp. 77–88.</mixed-citation></citation-alternatives></ref><ref id="cit115"><label>115</label><citation-alternatives><mixed-citation xml:lang="ru">Ma J., Ma W., Yan X., et al. A New Adaptive Voltage Protection Scheme for Distribution Network with Distributed Generations // Can. J. Electr. Comput. Eng. 2013. Vol. 36. pp. 142–151.</mixed-citation><mixed-citation xml:lang="en">Ma J., Ma W., Yan X., et al. A New Adaptive Voltage Protection Scheme for Distribution Network with Distributed Generations // Can. J. Electr. Comput. Eng. 2013. Vol. 36. pp. 142–151.</mixed-citation></citation-alternatives></ref><ref id="cit116"><label>116</label><citation-alternatives><mixed-citation xml:lang="ru">Barra P.H.A., Coury D.V., Fernandes R.A.S. A survey on adaptive protection of microgrids and distribution systems with distributed generators // Renew. Sustain. Energy Rev. 2020. Vol. 118. pp. 109524.</mixed-citation><mixed-citation xml:lang="en">Barra P.H.A., Coury D.V., Fernandes R.A.S. A survey on adaptive protection of microgrids and distribution systems with distributed generators // Renew. Sustain. Energy Rev. 2020. Vol. 118. pp. 109524.</mixed-citation></citation-alternatives></ref><ref id="cit117"><label>117</label><citation-alternatives><mixed-citation xml:lang="ru">Laouamer M., Kouzou A., Mohammedi R.D., et al. Optimal PMU Placement in Power Grid Using Sine Cosine Algorithm. 2018 International Conference on Applied Smart Systems (ICASS); 24–25 November 2018; Medea, Algeria; 2018. pp. 1–5.</mixed-citation><mixed-citation xml:lang="en">Laouamer M., Kouzou A., Mohammedi R.D., et al. Optimal PMU Placement in Power Grid Using Sine Cosine Algorithm. 2018 International Conference on Applied Smart Systems (ICASS); 24–25 November 2018; Medea, Algeria; 2018. pp. 1–5.</mixed-citation></citation-alternatives></ref><ref id="cit118"><label>118</label><citation-alternatives><mixed-citation xml:lang="ru">Sampaio F.C., Tofoli F.L., Melo L.S., et al. Smart Protection System for Microgrids with Grid-Connected and Islanded Capabilities Based on an Adaptive Algorithm // Energies. 2023. Vol. 16. pp. 2273.</mixed-citation><mixed-citation xml:lang="en">Sampaio F.C., Tofoli F.L., Melo L.S., et al. Smart Protection System for Microgrids with Grid-Connected and Islanded Capabilities Based on an Adaptive Algorithm // Energies. 2023. Vol. 16. pp. 2273.</mixed-citation></citation-alternatives></ref><ref id="cit119"><label>119</label><citation-alternatives><mixed-citation xml:lang="ru">Iamandi A., Arghira N., Constantin I.C., et al. The Influence of Digital Communications in Protection Schemes. 2019 22nd International Conference on Control Systems and Computer Science (CSCS); 28–30 May 2019; Bucharest, Romania; 2019. pp. 363–368.</mixed-citation><mixed-citation xml:lang="en">Iamandi A., Arghira N., Constantin I.C., et al. The Influence of Digital Communications in Protection Schemes. 2019 22nd International Conference on Control Systems and Computer Science (CSCS); 28–30 May 2019; Bucharest, Romania; 2019. pp. 363–368.</mixed-citation></citation-alternatives></ref><ref id="cit120"><label>120</label><citation-alternatives><mixed-citation xml:lang="ru">Sheng S., Chan W.L., Li K.K., et al. Context Information-Based Cyber Security Defense of Protection System // IEEE Trans. Power Deliv. 2007. Vol. 22. pp. 1477–1481.</mixed-citation><mixed-citation xml:lang="en">Sheng S., Chan W.L., Li K.K., et al. Context Information-Based Cyber Security Defense of Protection System // IEEE Trans. Power Deliv. 2007. Vol. 22. pp. 1477–1481.</mixed-citation></citation-alternatives></ref><ref id="cit121"><label>121</label><citation-alternatives><mixed-citation xml:lang="ru">Queiroz A.R.S., Senger E.C., de Oliveira M.F., et al. Reducing Arc Flash Incident Energy Level in an Offshore Gas Production Unit Using Intelligent Electronic Devices—A Case Study // IEEE Trans. Ind. Appl. 2015. Vol. 51. pp. 129–133.</mixed-citation><mixed-citation xml:lang="en">Queiroz A.R.S., Senger E.C., de Oliveira M.F., et al. Reducing Arc Flash Incident Energy Level in an Offshore Gas Production Unit Using Intelligent Electronic Devices—A Case Study // IEEE Trans. Ind. Appl. 2015. Vol. 51. pp. 129–133.</mixed-citation></citation-alternatives></ref><ref id="cit122"><label>122</label><citation-alternatives><mixed-citation xml:lang="ru">Bindi M., Corti F., Aizenberg I., et al. Machine Learning-Based Monitoring of DC-DC Converters in Photovoltaic Applications // Algorithm. 2022. Vol. 15. pp. 74.</mixed-citation><mixed-citation xml:lang="en">Bindi M., Corti F., Aizenberg I., et al. Machine Learning-Based Monitoring of DC-DC Converters in Photovoltaic Applications // Algorithm. 2022. Vol. 15. pp. 74.</mixed-citation></citation-alternatives></ref><ref id="cit123"><label>123</label><citation-alternatives><mixed-citation xml:lang="ru">Wang L., Zhao Q., Liang D. Fault Diagnosis of UHVDC Transmission Line Based on Deep Neural Network. 2022 IEEE/IAS Industrial and Commercial Power System Asia (I&amp;CPS Asia); 8–11 July 2022; Shanghai, China; 2022. pp. 445–450.</mixed-citation><mixed-citation xml:lang="en">Wang L., Zhao Q., Liang D. Fault Diagnosis of UHVDC Transmission Line Based on Deep Neural Network. 2022 IEEE/IAS Industrial and Commercial Power System Asia (I&amp;CPS Asia); 8–11 July 2022; Shanghai, China; 2022. pp. 445–450.</mixed-citation></citation-alternatives></ref><ref id="cit124"><label>124</label><citation-alternatives><mixed-citation xml:lang="ru">Hayder A.N., Saidi L. Applications of Artificial Neural Networks with Input and Output Degradation Data for Renewable Energy Systems Fault Prognosis. 2021 12th International Renewable Energy Congress (IREC); 26–28 October 2021; Hammamet, Tunisia; 2021. pp. 1–6.</mixed-citation><mixed-citation xml:lang="en">Hayder A.N., Saidi L. Applications of Artificial Neural Networks with Input and Output Degradation Data for Renewable Energy Systems Fault Prognosis. 2021 12th International Renewable Energy Congress (IREC); 26–28 October 2021; Hammamet, Tunisia; 2021. pp. 1–6.</mixed-citation></citation-alternatives></ref><ref id="cit125"><label>125</label><citation-alternatives><mixed-citation xml:lang="ru">Bortoni E.C., Santos L., Bastos G.S. A Model to Extract Wind Influence from Outdoor IR Thermal Inspections // IEEE Trans. Power Deliv. 2013. Vol. 28. pp. 1969–1970.</mixed-citation><mixed-citation xml:lang="en">Bortoni E.C., Santos L., Bastos G.S. A Model to Extract Wind Influence from Outdoor IR Thermal Inspections // IEEE Trans. Power Deliv. 2013. Vol. 28. pp. 1969–1970.</mixed-citation></citation-alternatives></ref><ref id="cit126"><label>126</label><citation-alternatives><mixed-citation xml:lang="ru">Wanderley Neto E.T., Da Costa E.G., Maia M.J.A. Influence of Emissivity and Distance in High Voltage Equipments Thermal Imaging. 2006 IEEE/PES Transmission &amp; Distribution Conference and Exposition: Latin America; 15–18 August 2006; Caracas, Venezuela; 2006. pp. 1–4.</mixed-citation><mixed-citation xml:lang="en">Wanderley Neto E.T., Da Costa E.G., Maia M.J.A. Influence of Emissivity and Distance in High Voltage Equipments Thermal Imaging. 2006 IEEE/PES Transmission &amp; Distribution Conference and Exposition: Latin America; 15–18 August 2006; Caracas, Venezuela; 2006. pp. 1–4.</mixed-citation></citation-alternatives></ref><ref id="cit127"><label>127</label><citation-alternatives><mixed-citation xml:lang="ru">Comte C., Lacasse R. Applicability of resistance and temperature measurements for the characterization of full tension compression splices. 2003 IEEE 10th International Conference on Transmission and Distribution Construction Operation and Live-Line Maintenance 2003. 2003 IEEE ESMO; 6–10 April 2003; Orlando, FL, USA; 2003. pp. 95–102.</mixed-citation><mixed-citation xml:lang="en">Comte C., Lacasse R. Applicability of resistance and temperature measurements for the characterization of full tension compression splices. 2003 IEEE 10th International Conference on Transmission and Distribution Construction Operation and Live-Line Maintenance 2003. 2003 IEEE ESMO; 6–10 April 2003; Orlando, FL, USA; 2003. pp. 95–102.</mixed-citation></citation-alternatives></ref><ref id="cit128"><label>128</label><citation-alternatives><mixed-citation xml:lang="ru">de Paulis F., Olivieri C., Orlandi A., et al. Exploring Remote Monitoring of Degraded Compression and Bolted Joints in HV Power Transmission Lines // IEEE Trans. Power Deliv. 2016. Vol. 31. pp. 2179–2187.</mixed-citation><mixed-citation xml:lang="en">de Paulis F., Olivieri C., Orlandi A., et al. Exploring Remote Monitoring of Degraded Compression and Bolted Joints in HV Power Transmission Lines // IEEE Trans. Power Deliv. 2016. Vol. 31. pp. 2179–2187.</mixed-citation></citation-alternatives></ref><ref id="cit129"><label>129</label><citation-alternatives><mixed-citation xml:lang="ru">Belardi R., Bindi M., Grasso F., et al. A complex Neural Classifier for the Fault Prognosis and Diagnosis of Overhead Electrical Lines. IOP Conference Series: Earth and Environmental Science 2020 International Conference on Advanced Electrical and Energy Systems; 18–21 August 2020; Osaka Japan. IOP Publishing Ltd.: Bristol UK; 2020. Volume 582.</mixed-citation><mixed-citation xml:lang="en">Belardi R., Bindi M., Grasso F., et al. A complex Neural Classifier for the Fault Prognosis and Diagnosis of Overhead Electrical Lines. IOP Conference Series: Earth and Environmental Science 2020 International Conference on Advanced Electrical and Energy Systems; 18–21 August 2020; Osaka Japan. IOP Publishing Ltd.: Bristol UK; 2020. Volume 582.</mixed-citation></citation-alternatives></ref><ref id="cit130"><label>130</label><citation-alternatives><mixed-citation xml:lang="ru">Bindi M., Aizenberg I., Belardi R., et al. Neural Network-Based Fault Diagnosis of Joints in High Voltage Electrical Lines // Adv. Sci. Technol. Eng. Syst. J. 2020. Vol. 5. pp. 488–498. [Google Scholar] [CrossRef]</mixed-citation><mixed-citation xml:lang="en">Bindi M., Aizenberg I., Belardi R., et al. Neural Network-Based Fault Diagnosis of Joints in High Voltage Electrical Lines // Adv. Sci. Technol. Eng. Syst. J. 2020. Vol. 5. pp. 488–498. [Google Scholar] [CrossRef]</mixed-citation></citation-alternatives></ref><ref id="cit131"><label>131</label><citation-alternatives><mixed-citation xml:lang="ru">Aizenberg I. Complex-Valued Neural Networks with Multi-Valued Neurons. Springer: Berlin/Heidelberg, Germany; 2011.</mixed-citation><mixed-citation xml:lang="en">Aizenberg I. Complex-Valued Neural Networks with Multi-Valued Neurons. Springer: Berlin/Heidelberg, Germany; 2011.</mixed-citation></citation-alternatives></ref><ref id="cit132"><label>132</label><citation-alternatives><mixed-citation xml:lang="ru">Fontana G., Luchetta A., Manetti S., et al. An unconditionally sound algorithm for testability analysis in linear time invariant electrical networks // Int. J. Circuit Theory Appl. 2016. Vol. 44. pp. 1308–1340.</mixed-citation><mixed-citation xml:lang="en">Fontana G., Luchetta A., Manetti S., et al. An unconditionally sound algorithm for testability analysis in linear time invariant electrical networks // Int. J. Circuit Theory Appl. 2016. Vol. 44. pp. 1308–1340.</mixed-citation></citation-alternatives></ref><ref id="cit133"><label>133</label><citation-alternatives><mixed-citation xml:lang="ru">Aizenberg I., Bindi M., Grasso F., et al. Testability Analysis in Neural Network Based Fault Diagnosis of DC-DC Converter. 2019 IEEE 5th International Forum on Research and Technology for Society and Industry (RTSI); 9–12 September 2019; Florence, Italy; 2019. pp. 265–268.</mixed-citation><mixed-citation xml:lang="en">Aizenberg I., Bindi M., Grasso F., et al. Testability Analysis in Neural Network Based Fault Diagnosis of DC-DC Converter. 2019 IEEE 5th International Forum on Research and Technology for Society and Industry (RTSI); 9–12 September 2019; Florence, Italy; 2019. pp. 265–268.</mixed-citation></citation-alternatives></ref><ref id="cit134"><label>134</label><citation-alternatives><mixed-citation xml:lang="ru">Sturchio A., Fioriti G., Pompili M., et al. Failure rates reduction in SmartGrid MV underground distribution cables: Influence of temperature. 2014 AEIT Annual Conference—From Research to Industry: The Need for a More Effective Technology Transfer (AEIT); 18–19 September 2014; Trieste, Italy; 2014. pp. 1–6.</mixed-citation><mixed-citation xml:lang="en">Sturchio A., Fioriti G., Pompili M., et al. Failure rates reduction in SmartGrid MV underground distribution cables: Influence of temperature. 2014 AEIT Annual Conference—From Research to Industry: The Need for a More Effective Technology Transfer (AEIT); 18–19 September 2014; Trieste, Italy; 2014. pp. 1–6.</mixed-citation></citation-alternatives></ref><ref id="cit135"><label>135</label><citation-alternatives><mixed-citation xml:lang="ru">Sturchio A., Fioriti G., Salusest V., et al. Thermal behavior of distribution MV underground cables. 2015 AEIT International Annual Conference (AEIT); 14–16 October 2015; Naples, Italy; 2015. pp. 1–5.</mixed-citation><mixed-citation xml:lang="en">Sturchio A., Fioriti G., Salusest V., et al. Thermal behavior of distribution MV underground cables. 2015 AEIT International Annual Conference (AEIT); 14–16 October 2015; Naples, Italy; 2015. pp. 1–5.</mixed-citation></citation-alternatives></ref><ref id="cit136"><label>136</label><citation-alternatives><mixed-citation xml:lang="ru">Aizenberg I., Belardi R., Bindi M., et al. Failure Prevention and Malfunction Localization in Underground Medium Voltage Cables // Energies. 2021. Vol. 14. pp. 85.</mixed-citation><mixed-citation xml:lang="en">Aizenberg I., Belardi R., Bindi M., et al. Failure Prevention and Malfunction Localization in Underground Medium Voltage Cables // Energies. 2021. Vol. 14. pp. 85.</mixed-citation></citation-alternatives></ref><ref id="cit137"><label>137</label><citation-alternatives><mixed-citation xml:lang="ru">Conte G. Manuale di Impianti Elettrici. HOEPLI: Milan Italy; 2009.</mixed-citation><mixed-citation xml:lang="en">Conte G. Manuale di Impianti Elettrici. HOEPLI: Milan Italy; 2009.</mixed-citation></citation-alternatives></ref><ref id="cit138"><label>138</label><citation-alternatives><mixed-citation xml:lang="ru">Aras F., Alekperov V., Can N., Kirkici H. Aging of 154 kV underground power cable insulation under combined thermal and electrical stresses // IEEE Electr. Insul. Mag. 2007. Vol. 23, N 5. pp. 25–33.</mixed-citation><mixed-citation xml:lang="en">Aras F., Alekperov V., Can N., Kirkici H. Aging of 154 kV underground power cable insulation under combined thermal and electrical stresses // IEEE Electr. Insul. Mag. 2007. Vol. 23, N 5. pp. 25–33.</mixed-citation></citation-alternatives></ref><ref id="cit139"><label>139</label><citation-alternatives><mixed-citation xml:lang="ru">Bindi M., Grasso F., Luchetta A., et al. A New Application of Power Line Communication Technologies: Prognosis of Failure in Underground Cables. 2022 International Conference on Electrical Computer Communications and Mechatronics Engineering (ICECCME); 16–18 November 2022; Maldives, Maldives; 2022. pp. 1–6.</mixed-citation><mixed-citation xml:lang="en">Bindi M., Grasso F., Luchetta A., et al. A New Application of Power Line Communication Technologies: Prognosis of Failure in Underground Cables. 2022 International Conference on Electrical Computer Communications and Mechatronics Engineering (ICECCME); 16–18 November 2022; Maldives, Maldives; 2022. pp. 1–6.</mixed-citation></citation-alternatives></ref><ref id="cit140"><label>140</label><citation-alternatives><mixed-citation xml:lang="ru">Cataliotti A., Daidone A., Tine G. A Medium-Voltage Cables Model for Power-Line Communication // IEEE Trans. Power Deliv. 2009. Vol. 24. pp. 129–135.</mixed-citation><mixed-citation xml:lang="en">Cataliotti A., Daidone A., Tine G. A Medium-Voltage Cables Model for Power-Line Communication // IEEE Trans. Power Deliv. 2009. Vol. 24. pp. 129–135.</mixed-citation></citation-alternatives></ref><ref id="cit141"><label>141</label><citation-alternatives><mixed-citation xml:lang="ru">Meng J., Yue M., Diallo D. Nonlinear extension of battery constrained predictive charging control with transmission of Jacobian matrix // Int. J. Electr. Power Energy Syst. 2023. Vol. 146. pp. 108762.</mixed-citation><mixed-citation xml:lang="en">Meng J., Yue M., Diallo D. Nonlinear extension of battery constrained predictive charging control with transmission of Jacobian matrix // Int. J. Electr. Power Energy Syst. 2023. Vol. 146. pp. 108762.</mixed-citation></citation-alternatives></ref><ref id="cit142"><label>142</label><citation-alternatives><mixed-citation xml:lang="ru">Lare P., Sarabi S., Delpha C., et al. Stator winding Inter-turn short-circuit and air gap eccentricity fault detection of a Permanent Magnet-Assisted Synchronous Reluctance Motor in Electrified vehicle. 2021 24th International Conference on Electrical Machines and Systems (ICEMS); 31 October–3 November 2021; Gyeongju, Republic of Korea; 2021. pp. 932–937.</mixed-citation><mixed-citation xml:lang="en">Lare P., Sarabi S., Delpha C., et al. Stator winding Inter-turn short-circuit and air gap eccentricity fault detection of a Permanent Magnet-Assisted Synchronous Reluctance Motor in Electrified vehicle. 2021 24th International Conference on Electrical Machines and Systems (ICEMS); 31 October–3 November 2021; Gyeongju, Republic of Korea; 2021. pp. 932–937.</mixed-citation></citation-alternatives></ref><ref id="cit143"><label>143</label><citation-alternatives><mixed-citation xml:lang="ru">Mousavi Gargari S., Wouters P.A.A.F., van der Wielen P.C.J.M., et al. Partial discharge parameters to evaluate the insulation condition of on-line located defects in medium voltage cable networks // EEE Trans. Dielectr. Electr. Insul. 2011. Vol. 18. pp. 868–877.</mixed-citation><mixed-citation xml:lang="en">Mousavi Gargari S., Wouters P.A.A.F., van der Wielen P.C.J.M., et al. Partial discharge parameters to evaluate the insulation condition of on-line located defects in medium voltage cable networks // EEE Trans. Dielectr. Electr. Insul. 2011. Vol. 18. pp. 868–877.</mixed-citation></citation-alternatives></ref><ref id="cit144"><label>144</label><citation-alternatives><mixed-citation xml:lang="ru">So C.W., Li K.K., Lai K.T., et al. Application of genetic algorithm for overcurrent relay coordination. Sixth International Conference on Developments in Power System Protection (Conf. Publ. No. 434); 25–27 March 1997; Nottingham, UK; 1997. pp. 66–69.</mixed-citation><mixed-citation xml:lang="en">So C.W., Li K.K., Lai K.T., et al. Application of genetic algorithm for overcurrent relay coordination. Sixth International Conference on Developments in Power System Protection (Conf. Publ. No. 434); 25–27 March 1997; Nottingham, UK; 1997. pp. 66–69.</mixed-citation></citation-alternatives></ref><ref id="cit145"><label>145</label><citation-alternatives><mixed-citation xml:lang="ru">Bedekar P.P., Bhide S.R. Optimum Coordination of Directional Overcurrent Relays Using the Hybrid GA-NLP Approach // IEEE Trans. Power Deliv. 2011. Vol. 26. 109–119.</mixed-citation><mixed-citation xml:lang="en">Bedekar P.P., Bhide S.R. Optimum Coordination of Directional Overcurrent Relays Using the Hybrid GA-NLP Approach // IEEE Trans. Power Deliv. 2011. Vol. 26. 109–119.</mixed-citation></citation-alternatives></ref><ref id="cit146"><label>146</label><citation-alternatives><mixed-citation xml:lang="ru">Amraee T. Coordination of Directional Overcurrent Relays Using Seeker Algorithm // IEEE Trans. Power Deliv. 2012. Vol. 27. pp. 1415–1422.</mixed-citation><mixed-citation xml:lang="en">Amraee T. Coordination of Directional Overcurrent Relays Using Seeker Algorithm // IEEE Trans. Power Deliv. 2012. Vol. 27. pp. 1415–1422.</mixed-citation></citation-alternatives></ref><ref id="cit147"><label>147</label><citation-alternatives><mixed-citation xml:lang="ru">Moirangthem J., Krishnanand K.R., Dash S.S., et al. Adaptive differential evolution algorithm for solving non-linear coordination problem of directional overcurrent relays // IET Gener. Transm. Distrib. 2013. Vol. 7. pp. 329–336.</mixed-citation><mixed-citation xml:lang="en">Moirangthem J., Krishnanand K.R., Dash S.S., et al. Adaptive differential evolution algorithm for solving non-linear coordination problem of directional overcurrent relays // IET Gener. Transm. Distrib. 2013. Vol. 7. pp. 329–336.</mixed-citation></citation-alternatives></ref><ref id="cit148"><label>148</label><citation-alternatives><mixed-citation xml:lang="ru">Lee C.-H., Chen C.-R. Using Genetic Algorithm for Overcurrent Relay Coordination in Industrial Power System. 2007 International Conference on Intelligent Systems Applications to Power Systems; 5–8 November 2007; Kaohsiung, Taiwan; 2007. pp. 1–5.</mixed-citation><mixed-citation xml:lang="en">Lee C.-H., Chen C.-R. Using Genetic Algorithm for Overcurrent Relay Coordination in Industrial Power System. 2007 International Conference on Intelligent Systems Applications to Power Systems; 5–8 November 2007; Kaohsiung, Taiwan; 2007. pp. 1–5.</mixed-citation></citation-alternatives></ref><ref id="cit149"><label>149</label><citation-alternatives><mixed-citation xml:lang="ru">Purwar E., Vishwakarma D.N., Singh S.P. A Novel Constraints Reduction-Based Optimal Relay Coordination Method Considering Variable Operational Status of Distribution System with DGs // IEEE Trans. Smart Grid. 2019. Vol. 10. pp. 889–898.</mixed-citation><mixed-citation xml:lang="en">Purwar E., Vishwakarma D.N., Singh S.P. A Novel Constraints Reduction-Based Optimal Relay Coordination Method Considering Variable Operational Status of Distribution System with DGs // IEEE Trans. Smart Grid. 2019. Vol. 10. pp. 889–898.</mixed-citation></citation-alternatives></ref><ref id="cit150"><label>150</label><citation-alternatives><mixed-citation xml:lang="ru">Yang H.T., Chang W.Y., Huang C.L. A new neural networks approach to on-line fault section estimation using information of protective relays and circuit breakers // IEEE Trans. Power Deliv. 1994. Vol. 9. pp. 220–230.</mixed-citation><mixed-citation xml:lang="en">Yang H.T., Chang W.Y., Huang C.L. A new neural networks approach to on-line fault section estimation using information of protective relays and circuit breakers // IEEE Trans. Power Deliv. 1994. Vol. 9. pp. 220–230.</mixed-citation></citation-alternatives></ref><ref id="cit151"><label>151</label><citation-alternatives><mixed-citation xml:lang="ru">Osman A.H., Abdelazim T., Malik O.P. Transmission line distance relaying using on-line trained neural networks // IEEE Trans. Power Deliv. 2005. Vol. 20. pp. 1257–1264.</mixed-citation><mixed-citation xml:lang="en">Osman A.H., Abdelazim T., Malik O.P. Transmission line distance relaying using on-line trained neural networks // IEEE Trans. Power Deliv. 2005. Vol. 20. pp. 1257–1264.</mixed-citation></citation-alternatives></ref><ref id="cit152"><label>152</label><citation-alternatives><mixed-citation xml:lang="ru">Cardoso G., Rolim J.G., Zurn H.H. Application of neural-network modules to electric power system fault section estimation // IEEE Trans. Power Deliv. 2004. Vol. 19. pp. 1034–1041.</mixed-citation><mixed-citation xml:lang="en">Cardoso G., Rolim J.G., Zurn H.H. Application of neural-network modules to electric power system fault section estimation // IEEE Trans. Power Deliv. 2004. Vol. 19. pp. 1034–1041.</mixed-citation></citation-alternatives></ref><ref id="cit153"><label>153</label><citation-alternatives><mixed-citation xml:lang="ru">Kiaei I., Lotfifard S. Fault Section Identification in Smart Distribution Systems Using Multi-Source Data Based on Fuzzy Petri Nets // IEEE Trans. Smart Grid. 2020. Vol. 11. pp. 74–83.</mixed-citation><mixed-citation xml:lang="en">Kiaei I., Lotfifard S. Fault Section Identification in Smart Distribution Systems Using Multi-Source Data Based on Fuzzy Petri Nets // IEEE Trans. Smart Grid. 2020. Vol. 11. pp. 74–83.</mixed-citation></citation-alternatives></ref><ref id="cit154"><label>154</label><citation-alternatives><mixed-citation xml:lang="ru">Jamali S., Bahmanyar A., Borhani-Bahabadi H. A fast and accurate fault location method for distribution networks with dg using genetic algorithms. 2015 Smart Grid Conference (SGC); 22–23 December 2015; Tehran, Iran; 2015. pp. 110–114.</mixed-citation><mixed-citation xml:lang="en">Jamali S., Bahmanyar A., Borhani-Bahabadi H. A fast and accurate fault location method for distribution networks with dg using genetic algorithms. 2015 Smart Grid Conference (SGC); 22–23 December 2015; Tehran, Iran; 2015. pp. 110–114.</mixed-citation></citation-alternatives></ref><ref id="cit155"><label>155</label><citation-alternatives><mixed-citation xml:lang="ru">Bedekar P.P., Bhide S.R., Kale V.S. Fault section estimation in power system using neurogenetic approach. 2009 International Conference on Power Systems; 27–29 December 2009; Kharagpur, India; 2009. pp. 1–6.</mixed-citation><mixed-citation xml:lang="en">Bedekar P.P., Bhide S.R., Kale V.S. Fault section estimation in power system using neurogenetic approach. 2009 International Conference on Power Systems; 27–29 December 2009; Kharagpur, India; 2009. pp. 1–6.</mixed-citation></citation-alternatives></ref><ref id="cit156"><label>156</label><citation-alternatives><mixed-citation xml:lang="ru">Ahmed A.S., Attia M.A., Hamed N.M., et al. Comparison between genetic algorithm and whale optimization algorithm in fault location estimation in power systems. 2017 Nineteenth International Middle East Power Systems Conference (MEPCON); 19–21 December 2017; Cairo, Egypt; 2017. pp. 631–637.</mixed-citation><mixed-citation xml:lang="en">Ahmed A.S., Attia M.A., Hamed N.M., et al. Comparison between genetic algorithm and whale optimization algorithm in fault location estimation in power systems. 2017 Nineteenth International Middle East Power Systems Conference (MEPCON); 19–21 December 2017; Cairo, Egypt; 2017. pp. 631–637.</mixed-citation></citation-alternatives></ref><ref id="cit157"><label>157</label><citation-alternatives><mixed-citation xml:lang="ru">Sanaye-Pasand M., Malik O.P., Chen Z., et al. Discussion of “Artificial neural network approach to single-ended fault locator for transmission lines” // IEEE Trans. Power Syst. 2001. Vol. 16. 949–950.</mixed-citation><mixed-citation xml:lang="en">Sanaye-Pasand M., Malik O.P., Chen Z., et al. Discussion of “Artificial neural network approach to single-ended fault locator for transmission lines” // IEEE Trans. Power Syst. 2001. Vol. 16. 949–950.</mixed-citation></citation-alternatives></ref><ref id="cit158"><label>158</label><citation-alternatives><mixed-citation xml:lang="ru">Lan S., Chen M.-J., Chen D.-Y. A Novel HVDC Double-Terminal Non-Synchronous Fault Location Method Based on Convolutional Neural Network // IEEE Trans. Power Deliv. 2019. Vol. 34. pp. 848–857.</mixed-citation><mixed-citation xml:lang="en">Lan S., Chen M.-J., Chen D.-Y. A Novel HVDC Double-Terminal Non-Synchronous Fault Location Method Based on Convolutional Neural Network // IEEE Trans. Power Deliv. 2019. Vol. 34. pp. 848–857.</mixed-citation></citation-alternatives></ref><ref id="cit159"><label>159</label><citation-alternatives><mixed-citation xml:lang="ru">Osman A.H., Abdelazim T., Malik O.P. Genetic algorithm approach for adaptive data window distance relaying. 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491); 13–17 July 2003; Toronto, ON, Canada; 2003. Vol. 3. pp. 1862–1867.</mixed-citation><mixed-citation xml:lang="en">Osman A.H., Abdelazim T., Malik O.P. Genetic algorithm approach for adaptive data window distance relaying. 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491); 13–17 July 2003; Toronto, ON, Canada; 2003. Vol. 3. pp. 1862–1867.</mixed-citation></citation-alternatives></ref><ref id="cit160"><label>160</label><citation-alternatives><mixed-citation xml:lang="ru">Gupta M., Srivastava S., Gupta J.R.P. Power System Frequency Estimation Using Neural Network and Genetic Algorithm. 2008 Joint International Conference on Power System Technology and IEEE Power India Conference; 12–15 October 2008; New Delhi, India; 2008. pp. 1–5.</mixed-citation><mixed-citation xml:lang="en">Gupta M., Srivastava S., Gupta J.R.P. Power System Frequency Estimation Using Neural Network and Genetic Algorithm. 2008 Joint International Conference on Power System Technology and IEEE Power India Conference; 12–15 October 2008; New Delhi, India; 2008. pp. 1–5.</mixed-citation></citation-alternatives></ref><ref id="cit161"><label>161</label><citation-alternatives><mixed-citation xml:lang="ru">Abdelaziz A.Y., Aleem S.H.E.A., Yadav A. Artificial Intelligence Applications in Electrical Transmission and Distribution Systems Protection. 1st ed. CRC Press: Boca Raton, FL, USA; 2022.</mixed-citation><mixed-citation xml:lang="en">Abdelaziz A.Y., Aleem S.H.E.A., Yadav A. Artificial Intelligence Applications in Electrical Transmission and Distribution Systems Protection. 1st ed. CRC Press: Boca Raton, FL, USA; 2022.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
