<?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">kaz29</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Казахстанско-Британского технического университета</journal-title><trans-title-group xml:lang="en"><trans-title>Herald of the Kazakh-British Technical University</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1998-6688</issn><issn pub-type="epub">2959-8109</issn><publisher><publisher-name>Казахстанско-Британский Технический Университет</publisher-name></publisher></journal-meta><article-meta><article-id custom-type="elpub" pub-id-type="custom">kaz29-240</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>РАЗРАБОТКА ПРОГРАММНОГО ОБЕСПЕЧЕНИЯ И ИНЖЕНЕРИЯ ЗНАНИЙ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING</subject></subj-group></article-categories><title-group><article-title>МОДЕЛИРОВАНИЕ РЕЖИМОВ РАБОТЫ ГАЗОПЕРЕКАЧИВАЮЩЕГО АГРЕГАТА</article-title><trans-title-group xml:lang="en"><trans-title>GAS TRASPORTING UNIT OPERATION MODES MODELING</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>Батаев</surname><given-names>Н. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Batayev</surname><given-names>N. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>докторант</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>Кузыргалиев</surname><given-names>А. Р.</given-names></name><name name-style="western" xml:lang="en"><surname>Kuzyrgaliyev</surname><given-names>A. R.</given-names></name></name-alternatives><bio xml:lang="ru"><p>инженер-программист</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Казахский Национальный исследовательский технический университет им. К. И. Сатпаева<country>Казахстан</country></aff><aff xml:lang="en">Kazakh National Research Technical University after K. I. Satpayev<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">ТОО “Zeinet&amp;SSE”<country>Казахстан</country></aff><aff xml:lang="en">‘‘Zeinet &amp; SSE” LLP<country>Kazakhstan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2019</year></pub-date><pub-date pub-type="epub"><day>13</day><month>11</month><year>2021</year></pub-date><volume>16</volume><issue>3</issue><fpage>39</fpage><lpage>45</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Батаев Н.А., Кузыргалиев А.Р., 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Батаев Н.А., Кузыргалиев А.Р.</copyright-holder><copyright-holder xml:lang="en">Batayev N.A., Kuzyrgaliyev A.R.</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://vestnik.kbtu.edu.kz/jour/article/view/240">https://vestnik.kbtu.edu.kz/jour/article/view/240</self-uri><abstract><p>Современные объекты нефтегазовой отрасли требуют применения систем управления, на которые накладываются исключительные стандарты качества и надежная работа аппаратного и программного обеспечения. В данной статье приводится описание программного обеспечения (ПО), предназначенного для моделирования режимов работы многоступенчатого газового компрессора и сопутствующего оборудования, используемого на современных компрессорных станциях. Приводится проверка адекватности программного обеспечения реальных данных, проверка реакции системы на внешние воздействия и изменения параметров системы.</p></abstract><trans-abstract xml:lang="en"><p>Modern Oil and Gas facilities are requiring control systems applications, upon which exclusive standards of quality, and reliable work of hardware and software are imposed. Gas and steam turbines, high-pressure boilers, oil and gas handling, storage and refining systems refer to such facilities. The main objectives of this article are the description of the software designed to simulate of multistage gas compressor operation modes with associated equipment. A check is made of the adequacy of software to real data, checking the response of the system to external influences and changes in system parameters also performed.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>центробежный газовый компрессор</kwd><kwd>газовая турбина</kwd><kwd>антипомпажноерегулирование</kwd><kwd>многоступенчатый компрессор</kwd><kwd>массовый расход</kwd></kwd-group><kwd-group xml:lang="en"><kwd>Centrifugal Gas compressor</kwd><kwd>gas turbine</kwd><kwd>anti-surge control</kwd><kwd>multistage compressor</kwd><kwd>mass flow rate</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">V. Dragan, I. Malael, and B. Gherman, “Development of a very high pressure ratio single stage centrifugal compressor,” Int. Rev. Model. Simulations, vol. 8, no. 3, pp. 347-353, 2015. DOI:10.15866/iremos.v8i3.6020.</mixed-citation><mixed-citation xml:lang="en">V. Dragan, I. Malael, and B. Gherman, “Development of a very high pressure ratio single stage centrifugal compressor,” Int. Rev. Model. Simulations, vol. 8, no. 3, pp. 347-353, 2015. DOI:10.15866/iremos.v8i3.6020.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">K. Jones, A. Cortinovis, M. Mercangoez, and H. J. Ferreau, “Distributed Model Predictive Control of Centrifugal Compressor Systems,” IFAC-PapersOnLine, vol. 50, no. 1, pp. 10796-10801, 2017. DOI:10.1016/j.ifacol.2017.08.2343.</mixed-citation><mixed-citation xml:lang="en">K. Jones, A. Cortinovis, M. Mercangoez, and H. J. Ferreau, “Distributed Model Predictive Control of Centrifugal Compressor Systems,” IFAC-PapersOnLine, vol. 50, no. 1, pp. 10796-10801, 2017. DOI:10.1016/j.ifacol.2017.08.2343.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">R. A. Stanley and W. R. Bohannan, “Dynamic Simulation of Centrifugal Compressor Systems,” Proc. sixth Turbomach. Symp., pp. 123-132, 1977.</mixed-citation><mixed-citation xml:lang="en">R. A. Stanley and W. R. Bohannan, “Dynamic Simulation of Centrifugal Compressor Systems,” Proc. sixth Turbomach. Symp., pp. 123-132, 1977.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">H.-K. Li, X.-F. Wang, J.-G. Yang, P.-F. Zhao, and Y. Liu, “The effect of impeller-diffuser interactions on diffuser performance in a centrifugal compressor,” Eng. Appl. Comput. Fluid Mech., vol. 10, no. 1, pp. 565-577, 2016. DOI:/10.1080/19942060.2016.1210028</mixed-citation><mixed-citation xml:lang="en">H.-K. Li, X.-F. Wang, J.-G. Yang, P.-F. Zhao, and Y. Liu, “The effect of impeller-diffuser interactions on diffuser performance in a centrifugal compressor,” Eng. Appl. Comput. Fluid Mech., vol. 10, no. 1, pp. 565-577, 2016. DOI:/10.1080/19942060.2016.1210028</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">R. Matas, T. Syka, and O. Lunacek, “Numerical and experimental modelling of the centrifugal compressor stage - setting the model of impellers with 2D blades,” EPJ Web Conf., vol. 143, p. 02073, 2017. https://doi.org/10.1051/epjconf/201714302073.</mixed-citation><mixed-citation xml:lang="en">R. Matas, T. Syka, and O. Lunacek, “Numerical and experimental modelling of the centrifugal compressor stage - setting the model of impellers with 2D blades,” EPJ Web Conf., vol. 143, p. 02073, 2017. https://doi.org/10.1051/epjconf/201714302073.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">V. V. N. K. S. Koyyalamudi and Q. H. Nagpurwala, “Stall Margin Improvement in a Centrifugal Compressor through Inducer Casing Treatment,” Int. J. Rotating Mach., vol. 2016, pp. 1-19, 2016. DOI:10.1155/2016/2371524.</mixed-citation><mixed-citation xml:lang="en">V. V. N. K. S. Koyyalamudi and Q. H. Nagpurwala, “Stall Margin Improvement in a Centrifugal Compressor through Inducer Casing Treatment,” Int. J. Rotating Mach., vol. 2016, pp. 1-19, 2016. DOI:10.1155/2016/2371524.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">H. Dehnavifard, G. Radman, and M. Kalyan, “Design and comparison of high-speed induction machine and high-speed interior permanent magnet machine,” Int. Rev. Model. Simulations, vol. 11, no. 3, pp. 151-157, 2018. DOI:10.15866/iremos.v11i3.14112.</mixed-citation><mixed-citation xml:lang="en">H. Dehnavifard, G. Radman, and M. Kalyan, “Design and comparison of high-speed induction machine and high-speed interior permanent magnet machine,” Int. Rev. Model. Simulations, vol. 11, no. 3, pp. 151-157, 2018. DOI:10.15866/iremos.v11i3.14112.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">K. K. Botros, P. J. Campbell, and D. B. Mah, “Dynamic Simulation of Compressor Station Operation Including Centrifugal Compressor and Gas Turbine,” J. Eng. Gas Turbines Power, vol. 113, no. 2, p. 300, 2008. DOI: 10.1115/1.2906563.</mixed-citation><mixed-citation xml:lang="en">K. K. Botros, P. J. Campbell, and D. B. Mah, “Dynamic Simulation of Compressor Station Operation Including Centrifugal Compressor and Gas Turbine,” J. Eng. Gas Turbines Power, vol. 113, no. 2, p. 300, 2008. DOI: 10.1115/1.2906563.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">D. Gasparovic, M. Vyzinkar, J. Zarnovsky, and J. Blata, “Turbine Modification of Nuovo Pignone Gas Turbine,” Acta Technol. Agric., vol. 20, no. 3, pp. 74-77, 2017. DOI:10.1515/ata-2017-0015.</mixed-citation><mixed-citation xml:lang="en">D. Gasparovic, M. Vyzinkar, J. Zarnovsky, and J. Blata, “Turbine Modification of Nuovo Pignone Gas Turbine,” Acta Technol. Agric., vol. 20, no. 3, pp. 74-77, 2017. DOI:10.1515/ata-2017-0015.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">J. L. Perez-Ruiz, I. Loboda, L. A. Miro-Zarate, M. Toledo-Velazquez, and G. Polupan, “Evaluation of gas turbine diagnostic techniques under variable fault conditions,” Adv. Mech. Eng., vol. 9, no. 10, pp. 1-16, 2017. DOI:10.1177/1687814017727471.</mixed-citation><mixed-citation xml:lang="en">J. L. Perez-Ruiz, I. Loboda, L. A. Miro-Zarate, M. Toledo-Velazquez, and G. Polupan, “Evaluation of gas turbine diagnostic techniques under variable fault conditions,” Adv. Mech. Eng., vol. 9, no. 10, pp. 1-16, 2017. DOI:10.1177/1687814017727471.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">M. Rahman, V. Zaccaria, X. Zhao, and K. Kyprianidis, “Diagnostics-Oriented Modelling of Micro Gas Turbines for Fleet Monitoring and Maintenance Optimization,” Processes, vol. 6, no. 11, p. 216, 2018. DOI:10.3390/pr6110216.</mixed-citation><mixed-citation xml:lang="en">M. Rahman, V. Zaccaria, X. Zhao, and K. Kyprianidis, “Diagnostics-Oriented Modelling of Micro Gas Turbines for Fleet Monitoring and Maintenance Optimization,” Processes, vol. 6, no. 11, p. 216, 2018. DOI:10.3390/pr6110216.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">M. Benrahmoune, A. Hafaifa, M. Guemana, and X. Q. Chen, “Detection and modeling vibrational behavior of a gas turbine based on dynamic neural networks approach,” Stroj. Cas., vol. 68, no. 3, pp. 143-166, 2018. DOI:10.2478/scjme-2018-0032.</mixed-citation><mixed-citation xml:lang="en">M. Benrahmoune, A. Hafaifa, M. Guemana, and X. Q. Chen, “Detection and modeling vibrational behavior of a gas turbine based on dynamic neural networks approach,” Stroj. Cas., vol. 68, no. 3, pp. 143-166, 2018. DOI:10.2478/scjme-2018-0032.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">F. Lu, J. Jiang, J. Huang, and X. Qiu, “An iterative reduced KPCA hidden markov model for gas turbine performance fault diagnosis,” Energies, vol. 11, no. 7, pp. 1-21, 2018. DOI:10.3390/en11071807.</mixed-citation><mixed-citation xml:lang="en">F. Lu, J. Jiang, J. Huang, and X. Qiu, “An iterative reduced KPCA hidden markov model for gas turbine performance fault diagnosis,” Energies, vol. 11, no. 7, pp. 1-21, 2018. DOI:10.3390/en11071807.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">M. Adamowicz and G. Zywica, “Advanced gas turbines health monitoring systems,” Diagnostyka, vol. 19, no. 2, pp. 77-87, 2018. DOI:10.29354/diag/89730.</mixed-citation><mixed-citation xml:lang="en">M. Adamowicz and G. Zywica, “Advanced gas turbines health monitoring systems,” Diagnostyka, vol. 19, no. 2, pp. 77-87, 2018. DOI:10.29354/diag/89730.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">N. Batayev, “Gas turbine fault classification based on machine learning supervised techniques,” in 14th International Conference on Electronics Computer and Computation, ICECCO 2018, 2019. DOI: 10.1109/ICECCO.2018.8634719</mixed-citation><mixed-citation xml:lang="en">N. Batayev, “Gas turbine fault classification based on machine learning supervised techniques,” in 14th International Conference on Electronics Computer and Computation, ICECCO 2018, 2019. DOI: 10.1109/ICECCO.2018.8634719</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">N. Batayev, “Forecasting and Diagnostic of Gas Turbine Driven Gas Compression Unit Parameters,” in Materials of the IV International Scientific-Practical Conference. Sapporo, Japan, 2019, pp. 186-191.</mixed-citation><mixed-citation xml:lang="en">N. Batayev, “Forecasting and Diagnostic of Gas Turbine Driven Gas Compression Unit Parameters,” in Materials of the IV International Scientific-Practical Conference. Sapporo, Japan, 2019, pp. 186-191.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">N. Batayev and A. Onbayev, “Prediction of Gas Turbine Parameters based on Machine Learning Regression Methods,” Proc. 6th Int. Virtual Conf. Adv. Sci. Results, vol. 6, pp. 217-221, 2018. DOI:10.18638/scieconf.2018.6.1.495.</mixed-citation><mixed-citation xml:lang="en">N. Batayev and A. Onbayev, “Prediction of Gas Turbine Parameters based on Machine Learning Regression Methods,” Proc. 6th Int. Virtual Conf. Adv. Sci. Results, vol. 6, pp. 217-221, 2018. DOI:10.18638/scieconf.2018.6.1.495.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">J. Liedman, “Dynamic simulation of a centrifugal compressor system,” Chalmers University of Technology, 2013.</mixed-citation><mixed-citation xml:lang="en">J. Liedman, “Dynamic simulation of a centrifugal compressor system,” Chalmers University of Technology, 2013.</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>
