<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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">alternative</journal-id><journal-title-group><journal-title xml:lang="ru">Альтернативная энергетика и экология (ISJAEE)</journal-title><trans-title-group xml:lang="en"><trans-title>Alternative Energy and Ecology (ISJAEE)</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1608-8298</issn><publisher><publisher-name>Международный издательский дом научной периодики "Спейс</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.15518/isjaee.2021.01.008</article-id><article-id custom-type="elpub" pub-id-type="custom">alternative-2021</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>XV. ЭНЕРГОСБЕРЕЖЕНИЕ. 35. Энергосберегающие технологии, системы, материалы и приборы</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>XV. ENERGY SAVING. 35. Energy-Saving Technologies, Systems, Materials, and Instruments</subject></subj-group></article-categories><title-group><article-title>Анализ влияния вольт-амперной характеристикой выпрямителей на статические характеристики нагрузки водородного электролизера</article-title><trans-title-group xml:lang="en"><trans-title>Analysis of the influence of the volt-ampere characteristics of the voltage rectifiers on the static characteristics  of hydrogen electro-lyser load</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Уфа</surname><given-names>Р. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Ufa</surname><given-names>R. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Уфа Руслан Александрович, кандидат технических наук, доцент отделения электроэнергетики и электротехники Инженерной школы энергетики </p><p>г. Томск, пр. Ленина, 30, 634050</p></bio><bio xml:lang="en"><p>Ruslan A. Ufa, Ph.D., Currently he is an Associate professor of School of Energy &amp; Power Engineering</p><p>Lenina avenue, 30, 634050, Tomsk</p></bio><email xlink:type="simple">hecn@tpu.ru</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>Васильев</surname><given-names>А. С.</given-names></name><name name-style="western" xml:lang="en"><surname>Vasilev</surname><given-names>A. S.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Васильев Алексей Сергеевич, кандидат технических наук, доцент отделения электроэнергетики и электротехники Инженерной школы энергетики</p><p>г. Томск, пр. Ленина, 30, 634050</p></bio><bio xml:lang="en"><p>Aleksey S. Vasilev, Ph.D., Currently he is an Associate professor of School of Energy &amp; Power Engineering</p><p>Lenina avenue, 30, 634050, Tomsk</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Панкратов</surname><given-names>А. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Pankratov</surname><given-names>A. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Панкратов Алексей Владимирович,  кандидат технических наук, директор</p><p>г. Томск, просп. Кирова, 36, Томск, Томская обл., 634041</p></bio><bio xml:lang="en"><p>Aleksey V. Pankratov, Ph.D., Director</p><p>Kirov avenue, 36, 634041, Tomsk</p></bio><email xlink:type="simple">hecn@tpu.ru</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Малькова</surname><given-names>Я. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Malkova</surname><given-names>Ya. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Малькова Яна Юрьевна, студент отделения электроэнергетики и электротехники Инженерной школы энергетики</p><p>г. Томск, пр. Ленина, 30, 634050</p></bio><bio xml:lang="en"><p>Yana Yu. Malkova, Student of School of Energy &amp; Power Engineering</p><p>Lenina avenue, 30, 634050, Tomsk</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Томский политехнический университет</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Tomsk Polytechnic University</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Томский политехнический университет г. Томск, пр. Ленина, 30, Россия, 634050</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Tomsk Polytechnic University</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru"><institution>Представительство АО «СО ЕЭС» в Томской области</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Representative office of JSC "SO UES" in the Tomsk region</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2021</year></pub-date><pub-date pub-type="epub"><day>22</day><month>04</month><year>2021</year></pub-date><volume>0</volume><issue>1-3</issue><fpage>113</fpage><lpage>125</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Международный издательский дом научной периодики "Спейс, 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Международный издательский дом научной периодики "Спейс</copyright-holder><copyright-holder xml:lang="en">Международный издательский дом научной периодики "Спейс</copyright-holder><license xlink:href="https://www.isjaee.com/jour/about/submissions#copyrightNotice" xlink:type="simple"><license-p>https://www.isjaee.com/jour/about/submissions#copyrightNotice</license-p></license></permissions><self-uri xlink:href="https://www.isjaee.com/jour/article/view/2021">https://www.isjaee.com/jour/article/view/2021</self-uri><abstract><p>Традиционно определение статических нагрузочных характеристик является одним из основных этапов подготовки расчетной модели электроэнергетической системы. Особенно важно правильно учитывать энергоемкие производства, которые вносят огромный вклад в формирование этих характеристик. В частности, наблюдаемый в мире повышенный интерес к водородным технологиям, как одного из наиболее перспективных высокотехнологичных направлений развития энергетики, и увеличение доли установленной мощности объектов генерации на базе возобновляемых источников энергии определяет перспективу развития производства водорода методом электролиза воды. Соответственно, значительное увеличение масштабов применения водородных технологий, в частности в соответствии с «Водородной стратегии для климатически нейтральной Европы» Европейская комиссия производства «зеленого» водорода, определяет задачу формирования корректных математических моделей данных устройств с точки зрения планирования режимов, анализа их влияния на параметры электроэнергетических систем. Определение статических нагрузочных характеристик на основании физического эксперимента не позволит получить характеристику при значительных повышении или снижении напряжения в узле электроэнергетической системы, которые возникают только в аварийных режимах работы энергосистемы. Поэтому представляется актуальным проведение анализа и определения электрических характеристик потребителей путем математического моделирования силовой схемы. В данной статье представлены результаты корректировки статической нагрузочной характеристики электролизера большой мощности, применимого в производстве водорода. Анализ этих результатов, полученных с помощью программного обеспечения MATLAB, проводится с использованием регрессии методом наименьших квадратов для получения полиномиальных функций статических характеристик нагрузки. Согласно этому анализу, статические характеристики рассмотренного электролизера, будучи близкими к линейным внутри регулировочного диапазона, за пределами регулировочного диапазона приобретают параболические зависимости активной и реактивной мощности от напряжения. Статические нагрузочные характеристики установки определяется параметрами схемы питания и вольт-амперной характеристикой выпрямителей, смещающих вершины парабол из начала координат, что следует учитывать для повышения достоверности расчетной схемы.</p></abstract><trans-abstract xml:lang="en"><p>Traditionally, determination of static load characteristics is one of the main stages in the preparation of a design model of an electric power system. It is especially important to correctly take into account energy-intensive industries, which make a huge contribution to the formation of these characteristics. In particular, the increased interest in hydrogen technologies observed in the world, as one of the most promising high-tech areas of energy development, and an increase in the share of the installed capacity of generation facilities based on renewable energy sources determine the prospects for the development of hydrogen production by the electrolysis of water. Accordingly, a significant increase in the scale of application of hydrogen technologies, in particular in accordance with the EU Hydrogen Strategy for the production of "green" hydrogen, determines the problem of forming correct mathematical models of these devices in terms of planning modes, analyzing them influence on the parameters of electric power systems. Due to the complexity of the physical experiment, especially significant increase or decrease the voltage in a node of an electric power system, it seems relevant to simulate a part of the consumer in order to identify their electric power characteristics. In this paper the results of correction of the static load characteristic of electrolysis tank, which is widely used in the production of aluminum, are presented. Analysis of these results, obtained by MATLAB software, is carried out by using the least squares method to regress the data and to obtain a polynomial function of static load characteristics. According to this analysis, the static load characteristics of electrolysis tank have a parabolic dependences of active and reactive power, the position of which is determined by the parameters of the supply scheme and current-voltage characteristic of rectifiers. For instance, it shifts the vertex of the parabolas, which should be taken into account to improve the accuracy of the calculation scheme.</p><p> </p></trans-abstract><kwd-group xml:lang="ru"><kwd>водородные технологии</kwd><kwd>производство водорода</kwd><kwd>электролизер</kwd><kwd>статические нагрузочные характеристики</kwd><kwd>моделирование</kwd><kwd>метод наименьших квадратов</kwd><kwd>анализ.</kwd></kwd-group><kwd-group xml:lang="en"><kwd>hydrogen technologies</kwd><kwd>hydrogen production</kwd><kwd>electrolysis tank</kwd><kwd>simulation</kwd><kwd>least squares method</kwd><kwd>analysis</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Работа выполнена при поддержке Министерства науки и высшего образования РФ, грант  №МК2150.2019.9</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Shiva Kumar S., Hydrogen production by PEM water electrolysis – A review / S. Shiva Kumar, V. Himabindu, // Materials Science for Energy Technologies. – 2019. – Vol. 2. – No. 3. – Pp. 442-454.</mixed-citation><mixed-citation xml:lang="en">Shiva Kumar S., Hydrogen production by PEM water electrolysis – A review / S. Shiva Kumar, V. Himabindu, // Materials Science for Energy Technologies. – 2019. – Vol. 2. – No. 3. – Pp. 442-454.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Schmidt O., Future cost and performance of water electrolysis: An expert elicitation study / O. Schmidt, A. Gambhir, I. Staffell, A. Hawkes, J. Nelson, S. Few // International Journal of Hydrogen Energy. – 2017. – Vol. 42. – No. 52. – Pp. 30470-30492.</mixed-citation><mixed-citation xml:lang="en">Schmidt O., Future cost and performance of water electrolysis: An expert elicitation study / O. Schmidt, A. Gambhir, I. Staffell, A. Hawkes, J. Nelson, S. Few // International Journal of Hydrogen Energy. – 2017. – Vol. 42. – No. 52. – Pp. 30470-30492.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Milanovic, J.V. International Industry Practice on Power System Load Modeling / J.V. Milanovic, K.Yamashita, S.M. Villanueva, S.Z. Djokic, and L.M. Korunovic // IEEE Transactions on Power Systems. – 2012. – Vol. 28. – No. 3. – Pp. 3038-3046.</mixed-citation><mixed-citation xml:lang="en">Milanovic, J.V. International Industry Practice on Power System Load Modeling / J.V. Milanovic, K.Yamashita, S.M. Villanueva, S.Z. Djokic, and L.M. Korunovic // IEEE Transactions on Power Systems. – 2012. – Vol. 28. – No. 3. – Pp. 3038-3046.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Han, D. A Real Application of MeasurementBased Load Modeling in Large-Scale Power Grids and its Validation / D. Han, J. Ma, R. He, and Z. Dong // IEEE Transactions on Power Systems. – 2009. – Vol. 24. – No. 4. – Pp. 1756-1764.</mixed-citation><mixed-citation xml:lang="en">Han, D. A Real Application of MeasurementBased Load Modeling in Large-Scale Power Grids and its Validation / D. Han, J. Ma, R. He, and Z. Dong // IEEE Transactions on Power Systems. – 2009. – Vol. 24. – No. 4. – Pp. 1756-1764.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Orji, U. Load Modeling For Power System Requirement and Capability Assessment / B. Sievenpiper, K. Gerhard, S.B. Leeb, N. Doerry, J.L. Kirtley, and T. McCoy // IEEE Transactions on Power Systems. – 2014. – Vol. 30. – No. 3. – Pp. 1415-1423.</mixed-citation><mixed-citation xml:lang="en">Orji, U. Load Modeling For Power System Requirement and Capability Assessment / B. Sievenpiper, K. Gerhard, S.B. Leeb, N. Doerry, J.L. Kirtley, and T. McCoy // IEEE Transactions on Power Systems. – 2014. – Vol. 30. – No. 3. – Pp. 1415-1423.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Li, Y. Representative static load models for transient stability analysis: development and examination / Y. Li, H.D. Chiang, B.K. Choi, Y.T. Chen, D.H. Huang, and M.G. Lauby // IET Generation, Transmission &amp; Distribution. – 2007. – Vol. 1. – No. 3. – Pp. 422-431.</mixed-citation><mixed-citation xml:lang="en">Li, Y. Representative static load models for transient stability analysis: development and examination / Y. Li, H.D. Chiang, B.K. Choi, Y.T. Chen, D.H. Huang, and M.G. Lauby // IET Generation, Transmission &amp; Distribution. – 2007. – Vol. 1. – No. 3. – Pp. 422-431.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Suvorov, A. The novel approach for electric power system simulation tools validation / A. Suvorov, A. Gusev, M. Andreev, and A. Askarov // Electrical Engineering. – 2019. – Vol. 101. – Pp. 457-466.</mixed-citation><mixed-citation xml:lang="en">Suvorov, A. The novel approach for electric power system simulation tools validation / A. Suvorov, A. Gusev, M. Andreev, and A. Askarov // Electrical Engineering. – 2019. – Vol. 101. – Pp. 457-466.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Korunovic, L.M. Identification of static load characteristics based on measurements in medium-voltage distribution network / L.M. Korunovic, D.P. Stojanovic, and J.V. Milanovic // IET Generation, Transmission &amp; Distribution. – 2008. – Vol. 2. – No. 2. – Pp. 227-234.</mixed-citation><mixed-citation xml:lang="en">Korunovic, L.M. Identification of static load characteristics based on measurements in medium-voltage distribution network / L.M. Korunovic, D.P. Stojanovic, and J.V. Milanovic // IET Generation, Transmission &amp; Distribution. – 2008. – Vol. 2. – No. 2. – Pp. 227-234.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Kan, Y. Static characteristic of load effects on voltage stability of electric system // In international Conference on System Science and Engineering (ICSSE), Dalian, Liaoning, 2012. – Pp. 596-599.</mixed-citation><mixed-citation xml:lang="en">Kan, Y. Static characteristic of load effects on voltage stability of electric system // In international Conference on System Science and Engineering (ICSSE), Dalian, Liaoning, 2012. – Pp. 596-599.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Drimitriev, S.A. Complex load bus static load characteristics determination using passive experiment method / S.A. Drimitriev, S.I. Semenenko, and A.A. Suvorov // In 17th International Ural Conference on AC Electric Drives (ACED), Ekaterinburg. – 2018. – Pp. 1-6.</mixed-citation><mixed-citation xml:lang="en">Drimitriev, S.A. Complex load bus static load characteristics determination using passive experiment method / S.A. Drimitriev, S.I. Semenenko, and A.A. Suvorov // In 17th International Ural Conference on AC Electric Drives (ACED), Ekaterinburg. – 2018. – Pp. 1-6.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Pankratov, A. Using static polynomial load models in “Rastrwin” software package for power system studies / A. Pankratov, M. Kondrashov, and S. Paul // MATEC Web of Conf. – 2015.– Vol. 37. – Pp. 1-4.</mixed-citation><mixed-citation xml:lang="en">Pankratov, A. Using static polynomial load models in “Rastrwin” software package for power system studies / A. Pankratov, M. Kondrashov, and S. Paul // MATEC Web of Conf. – 2015.– Vol. 37. – Pp. 1-4.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Pazderin, A. Static Load Characteristic of Complex Load Node with Allowance for Automation / A. Pazderin, A. Tavlintsev // MATEC Web of Conf. – 2015.– Vol. 37. – Pp. 1-4.</mixed-citation><mixed-citation xml:lang="en">Pazderin, A. Static Load Characteristic of Complex Load Node with Allowance for Automation / A. Pazderin, A. Tavlintsev // MATEC Web of Conf. – 2015.– Vol. 37. – Pp. 1-4.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Suvorov, A. A validation approach for short‐ circuit currents calculation in large‐scale power systems / A. Suvorov, A. Gusev, M. Andreev, and A. Askarov // International Transactions on Electrical Energy Systems. – 2020. – Vol. 30. – No. 430. – Pp. 1-20.</mixed-citation><mixed-citation xml:lang="en">Suvorov, A. A validation approach for short‐ circuit currents calculation in large‐scale power systems / A. Suvorov, A. Gusev, M. Andreev, and A. Askarov // International Transactions on Electrical Energy Systems. – 2020. – Vol. 30. – No. 430. – Pp. 1-20.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Xu L. A comparative analysis of the interaction between different FACTS and HVDC / L. Xu, P. Dong, and M. Liu // In IEEE Power and Energy Society General Meeting, San Diego, CA. – 2012. – Pp. 1-5.</mixed-citation><mixed-citation xml:lang="en">Xu L. A comparative analysis of the interaction between different FACTS and HVDC / L. Xu, P. Dong, and M. Liu // In IEEE Power and Energy Society General Meeting, San Diego, CA. – 2012. – Pp. 1-5.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Araujo, F.B. Distributed generation: Voltage stability analysis / F.B. Araujo, and R.B. Prada // In IEEE Grenoble Conference, Grenoble. – 2013. – Pp. 1-4.</mixed-citation><mixed-citation xml:lang="en">Araujo, F.B. Distributed generation: Voltage stability analysis / F.B. Araujo, and R.B. Prada // In IEEE Grenoble Conference, Grenoble. – 2013. – Pp. 1-4.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Rahim, S. A convex optimization based decentralized real-time energy management model with the optimal integration of microgrid in smart grid / S. Rahim, N. Javaid, R. Khan, N. Nawaz, and M. Iqbal // Journal of Cleaner Production. – 2019. – Vol. 236. – Pp. 1-23.</mixed-citation><mixed-citation xml:lang="en">Rahim, S. A convex optimization based decentralized real-time energy management model with the optimal integration of microgrid in smart grid / S. Rahim, N. Javaid, R. Khan, N. Nawaz, and M. Iqbal // Journal of Cleaner Production. – 2019. – Vol. 236. – Pp. 1-23.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Lee, Yo. Technical Measures to Mitigate Load Fluctuation for Large-Scale Customers to Improve Power System Energy Efficiency / Yo. Lee, H. Lee, J. Gim, I. Seo, and G. Lee // Energies. – 2020. – Vol. 13. – Pp. 127.</mixed-citation><mixed-citation xml:lang="en">Lee, Yo. Technical Measures to Mitigate Load Fluctuation for Large-Scale Customers to Improve Power System Energy Efficiency / Yo. Lee, H. Lee, J. Gim, I. Seo, and G. Lee // Energies. – 2020. – Vol. 13. – Pp. 127.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Veprikov, A. Increase of energy efficiency of systems of power supply of industrial consumers of DC on the basis of active converters / A. Veprikov, and V. Polishchuk // International Research Journal. – 2017. – Vol. 7. – Iss. 61. – Pp. 17-21.</mixed-citation><mixed-citation xml:lang="en">Veprikov, A. Increase of energy efficiency of systems of power supply of industrial consumers of DC on the basis of active converters / A. Veprikov, and V. Polishchuk // International Research Journal. – 2017. – Vol. 7. – Iss. 61. – Pp. 17-21.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Pollock, P. Power quality and corrective action in an aluminum smelter / P. Pollock, and C. Duffey // IEEE Industry Applications Society Petroleum and Chemi-cal Industry Conf, Indianapolis, USA. – 1998. – Pp. 181189.</mixed-citation><mixed-citation xml:lang="en">Pollock, P. Power quality and corrective action in an aluminum smelter / P. Pollock, and C. Duffey // IEEE Industry Applications Society Petroleum and Chemical Industry Conf, Indianapolis, USA. – 1998. – Pp. 181189.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Weistner, M. Power quality assurance in the production of aluminum / M. Weistner, an M. Habibulin // Mir Metalla. – 2014. – Vol. 10. – Pp. 10-14.</mixed-citation><mixed-citation xml:lang="en">Weistner, M. Power quality assurance in the production of aluminum / M. Weistner, an M. Habibulin // Mir Metalla. – 2014. – Vol. 10. – Pp. 10-14.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Huglen, R. In Introduction to aluminium electrolysis / R. Huglen, B. Lillebuen, and T. Mellerud // Aluminium Verlag. Dusseldorf. – 1993. – P. 139-162.</mixed-citation><mixed-citation xml:lang="en">Huglen, R. In Introduction to aluminium electrolysis / R. Huglen, B. Lillebuen, and T. Mellerud // Aluminium Verlag. Dusseldorf. – 1993. – P. 139-162.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Nikulin A.D. Thyristor converter technology in non-ferrous metallurgy. Moscow: Metallurgy. – 1983. – 128 p.</mixed-citation><mixed-citation xml:lang="en">Nikulin A.D. Thyristor converter technology in non-ferrous metallurgy. Moscow: Metallurgy. – 1983. – 128 p.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Kavitha, S. A comparative analysis on linear regres-sion and support vector regression / S. Kavitha, S. Varuna, and R. Ramya // In Proc. of Online International Conference on Green Engineering and Technologies (ICGET), Coimbatore, India. – 2016. – Pp. 1-5.</mixed-citation><mixed-citation xml:lang="en">Kavitha, S. A comparative analysis on linear regres-sion and support vector regression / S. Kavitha, S. Varuna, and R. Ramya // In Proc. of Online International Conference on Green Engineering and Technologies (ICGET), Coimbatore, India. – 2016. – Pp. 1-5.</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>
