<?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">novtexmech</journal-id><journal-title-group><journal-title xml:lang="ru">Мехатроника, автоматизация, управление</journal-title><trans-title-group xml:lang="en"><trans-title>Mekhatronika, Avtomatizatsiya, Upravlenie</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1684-6427</issn><issn pub-type="epub">2619-1253</issn><publisher><publisher-name>Commercial Publisher «New Technologies»</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17587/mau.21.530-534</article-id><article-id custom-type="elpub" pub-id-type="custom">novtexmech-877</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>РОБОТЫ, МЕХАТРОНИКА И РОБОТОТЕХНИЧЕСКИЕ СИСТЕМЫ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ROBOT, MECHATRONICS AND ROBOTIC SYSTEMS</subject></subj-group></article-categories><title-group><article-title>Градиентный алгоритм параметрической оптимизации ПИ-регулятора с переменной структурой с зоной нечувствительности</article-title><trans-title-group xml:lang="en"><trans-title>The Gradient-Based Algorithm for Parametric Optimization of a Variable Structure PI Controller with Dead Band</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>Куликов</surname><given-names>В. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Kulikov</surname><given-names>V. V.</given-names></name></name-alternatives><bio xml:lang="ru"/><bio xml:lang="en"/><email xlink:type="simple">Godefire@mail.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>Куцый</surname><given-names>А. П.</given-names></name><name name-style="western" xml:lang="en"><surname>Kutsyi</surname><given-names>A. P.</given-names></name></name-alternatives><bio xml:lang="ru"/><bio xml:lang="en"/><email xlink:type="simple">osha1993irk@yandex.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Куцый</surname><given-names>Н. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Kutsyi</surname><given-names>N. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Доктор технических наук</p><p>Иркутск</p></bio><bio xml:lang="en"><p>Kutsyi Nikoly N., D. Sc.</p><p>Irkutsk, 664074</p></bio><email xlink:type="simple">kucyinn@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Иркутский национальный исследовательский технический университет<country>Россия</country></aff><aff xml:lang="en">Irkutsk National Research Technical University<country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">Иркутский национальный исследовательский технический университет; &#13;
Иркутский государственный университет путей сообщения<country>Россия</country></aff><aff xml:lang="en">Irkutsk National Research Technical University; &#13;
Irkutsk State Transport University<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>07</day><month>09</month><year>2020</year></pub-date><volume>21</volume><issue>9</issue><fpage>530</fpage><lpage>534</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Commercial Publisher «New Technologies», 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Commercial Publisher «New Technologies»</copyright-holder><copyright-holder xml:lang="en">Commercial Publisher «New Technologies»</copyright-holder><license xlink:href="https://mech.novtex.ru/jour/about/submissions#copyrightNotice" xlink:type="simple"><license-p>https://mech.novtex.ru/jour/about/submissions#copyrightNotice</license-p></license></permissions><self-uri xlink:href="https://mech.novtex.ru/jour/article/view/877">https://mech.novtex.ru/jour/article/view/877</self-uri><abstract><p>Наличие в автоматической системе объекта с запаздыванием, превышающего по значению максимального временного параметра объекта регулирования, снижает качество работы типовых регуляторов (интегральный, пропорционально-интегральный, пропорционально-интегрально-дифференциальный). Присутствие в системе такого запаздывания требует обращения к тому или иному классу регуляторов, компенсирующих отрицательные влияния запаздывания.  В  настоящей  работе  рассматривается  известный  своими  преимуществами  ПИ  регулятор  с  пере менными или переключаемыми параметрами, относящийся к классу регуляторов с переменной структурой (РПС), не использующих скользящий режим. Ввиду того, что используемый регулятор содержит переключаемые параметры и рассматривается объект с запаздыванием, то использование аналитических подходов к параметрической оптимизации системы крайне сложно. Это приводит к необходимости обращаться к алгоритмическим методам.</p><p>В  настоящей  работе  используется  градиентный  алгоритм,  в  котором  составляющие  градиента  вычисляются с  помощью  функций  чувствительности  с  их  известными  преимуществами.  Сформированный  алгоритм  автоматической параметрической оптимизации (АПО) вычислил оптимальные параметры РПС для заданного объекта исходя из  минимума  интегрального  квадратичного  критерия.  Достоверность  найденного  вектора  настройки  регулятора, сформированного алгоритмом АПО, подтверждается вычислительной методикой. Алгритм АПО с достаточной для практики точностью решил поставленную задачу параметрической оптимизации. Полученный положительный опыт оптимизации ПИ регулятора с переменными параметрами позволяет применить его к другим РПС, не использующим скользящий режим и, таким образом, в дальнейшем расширить практику применения градиентного алгоритма на основе функций чувствительности для такого класса РПС при различных законах переключения структур регулятора.</p></abstract><trans-abstract xml:lang="en"><p>In the automatic system, the presence of an object with a delay that exceeds the value of the maximum time parameter of the controlled object reduces the operating quality of generic controllers (integral, proportionally-integral, proportionally-integral-differential). The occurrence of this kind of delay in the system requires addressing a particular class of regulators that compensate for the negative effects of the delay. This paper examines the PI controller known for its advantages with variable or switchable parameters, which belongs to the class of controllers with variable structure (henceforward — VSC) that do not use sliding mode. Due to the fact that the controller used contains switchable parameters and the object with delay is considered, it is extremely difficult to use analytical approaches to parametric optimization of the system. This lays one under a necessity to use algorithmic methods. This work employs a gradient-based algorithm in which the components of the gradient are calculated using sensitivity functions with their known advantages. The generated Automatic Parametric Optimization (APO) Algorithm calculated the optimal VSC parameters for a given object, based on the minimum of the integrated quadratic criterion. The reliability of the found vector of the controller setting, formed by the APO algorithm, is confirmed by the computational methodology. With accuracy sufficient for practice, the APO algorithm solved the problem of parametric optimization. The positive experience of optimizing the PI controllers with variable parameters allows one to apply it to other VSC, which do not use a sliding mode, and thus further expand the practice of using a gradient-based algorithm based on sensitivity functions for such a class of VSC under various laws of switching structures of the controller.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>ПИ  регулятор</kwd><kwd>системы  с  переменной структурой</kwd><kwd>функции чувствительности</kwd><kwd>градиентный алгоритм</kwd><kwd>автоматические системы с запаздыванием</kwd><kwd>переменные параметры регулятора</kwd></kwd-group><kwd-group xml:lang="en"><kwd>PI controller</kwd><kwd>systems with variable structure</kwd><kwd>sensitivity functions</kwd><kwd>gradient-based algorithm</kwd><kwd>automatic systems with delay</kwd><kwd>variable parameters of the controller</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">Guretsky H. Analysis and synthesis of control systems with delay. Transl. from Polish, Мoscow, Mashinostroenie Publ., 1974, 328 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Guretsky H. Analysis and synthesis of control systems with delay. Transl. from Polish, Мoscow, Mashinostroenie Publ., 1974, 328 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Yanushevsky R. T. Controlling objects with delay. Series "Theoretical Foundations of Technical Cybernetics", Moscow, Nauka Publ., 1978, 416 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Yanushevsky R. T. Controlling objects with delay. Series "Theoretical Foundations of Technical Cybernetics", Moscow, Nauka Publ., 1978, 416 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Denisenko V. V. Computer control of the technology process, experiment, equipment, Мoscow, Goryachaya liniya — Telecom Publ., 2009, 608 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Denisenko V. V. Computer control of the technology process, experiment, equipment, Мoscow, Goryachaya liniya — Telecom Publ., 2009, 608 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Govorov A. A. Methods and construction tools for controllers with advanced functionality for continuous technology processes: Dr. Sc. (Engineering) diss: 05.13.06: defended on 15.11.02. Moscow, 2002, 499 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Govorov A. A. Methods and construction tools for controllers with advanced functionality for continuous technology processes: Dr. Sc. (Engineering) diss: 05.13.06: defended on 15.11.02. Moscow, 2002, 499 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Shigin E. K. Automatic control of an object with pure delay by a controller with switchable parameters II, Automation and Telemechanics, 1966, no. 6, pp. 72—81.</mixed-citation><mixed-citation xml:lang="en">Shigin E. K. Automatic control of an object with pure delay by a controller with switchable parameters II, Automation and Telemechanics, 1966, no. 6, pp. 72—81.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Åström K. J., Hägglund T. The future of PID control, Control Engineering Practice, 2001, vol. 9, iss. 11, pp. 1163—1175.</mixed-citation><mixed-citation xml:lang="en">Åström K. J., Hägglund T. The future of PID control, Control Engineering Practice, 2001, vol. 9, iss. 11, pp. 1163—1175.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Ramírez A., Mondié S., Garrido R. Proportional integral retarded control of second order linear systems, 2013 IEEE 52nd Annual Conference on Decision and Control (CDC), pp. 2239—2244.</mixed-citation><mixed-citation xml:lang="en">Ramírez A., Mondié S., Garrido R. Proportional integral retarded control of second order linear systems, 2013 IEEE 52nd Annual Conference on Decision and Control (CDC), pp. 2239—2244.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Ramírez A., Garrido R., Mondié S. Integral Retarded Control Velocity Control of DC Servomotors, In IFAC TDS Workshop, Grenoble, France, 2013, pp. 558—563.</mixed-citation><mixed-citation xml:lang="en">Ramírez A., Garrido R., Mondié S. Integral Retarded Control Velocity Control of DC Servomotors, In IFAC TDS Workshop, Grenoble, France, 2013, pp. 558—563.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Suh I. H., Bien Z. Proportional Minus Delay Controller, IEEE Transactions on Automatic Control, 1979, vol. 24, pp. 370—372.</mixed-citation><mixed-citation xml:lang="en">Suh I. H., Bien Z. Proportional Minus Delay Controller, IEEE Transactions on Automatic Control, 1979, vol. 24, pp. 370—372.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Villafuerte R., Mondié S., Garrido R. Tuning of Proportional Retarded Controllers: Theory and experiments, IEEE Trans-actions on Control Systems Technology, May, 2013.</mixed-citation><mixed-citation xml:lang="en">Villafuerte R., Mondié S., Garrido R. Tuning of Proportional Retarded Controllers: Theory and experiments, IEEE Trans-actions on Control Systems Technology, May, 2013.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Ramírez A., Mondié S., Garrido R. Integral retarded velocity control of dc servomotors, 11th IFAC Workshop on TimeDelay Systems, 46 (3), pp. 558—563.</mixed-citation><mixed-citation xml:lang="en">Ramírez A., Mondié S., Garrido R. Integral retarded velocity control of dc servomotors, 11th IFAC Workshop on TimeDelay Systems, 46 (3), pp. 558—563.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Ramírez A., Mondié S., Garrido R. Velocity control of servo systems using an integral retarded algorithm, ISA Transactions 58, pp. 357—366.</mixed-citation><mixed-citation xml:lang="en">Ramírez A., Mondié S., Garrido R. Velocity control of servo systems using an integral retarded algorithm, ISA Transactions 58, pp. 357—366.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Arousi F., Schmitz U., Bars R., Haber R. PI controller based on first-order dead time model, Proceedings of the 17th World Congress, Seoul, Korea, July 6—11, 2008, pp. 5808—5813.</mixed-citation><mixed-citation xml:lang="en">Arousi F., Schmitz U., Bars R., Haber R. PI controller based on first-order dead time model, Proceedings of the 17th World Congress, Seoul, Korea, July 6—11, 2008, pp. 5808—5813.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Airikka P. Extended predictive proportional-integral controller for typical industrial processes, 18th IFAC World Cogress, Milano, Italy, August 28 — July 2, 2011, pp. 7571—7576.</mixed-citation><mixed-citation xml:lang="en">Airikka P. Extended predictive proportional-integral controller for typical industrial processes, 18th IFAC World Cogress, Milano, Italy, August 28 — July 2, 2011, pp. 7571—7576.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Larsson P., Hagglund T. Comparison between robust PID and predictive PI controllers with constrained control signal noise sensitivity. 2nd IFAC Control Conference on Advances on PID Control, Brescia, Italy, pp. 175—180, March 28, 2012.</mixed-citation><mixed-citation xml:lang="en">Larsson P., Hagglund T. Comparison between robust PID and predictive PI controllers with constrained control signal noise sensitivity. 2nd IFAC Control Conference on Advances on PID Control, Brescia, Italy, pp. 175—180, March 28, 2012.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Kutsyi A. P., Kutsyi N. N., Malanova T. V. Determination of the Area of Robust Stability of the System on the Basis of V. L. Kharitonov’s Theorem, Mekhatronika, Avtomatizatsiya, Upravlenie, 2020, vol. 21, no. 4, pp. 208—212 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Kutsyi A. P., Kutsyi N. N., Malanova T. V. Determination of the Area of Robust Stability of the System on the Basis of V. L. Kharitonov’s Theorem, Mekhatronika, Avtomatizatsiya, Upravlenie, 2020, vol. 21, no. 4, pp. 208—212 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Kutsyy N. N., Malanova T. V., Kutsyy A. P. Synthesis of low-sensitivity systems, Transport infrastructure of the Siberian region, 2019, vol. 1, pp. 350—355 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Kutsyy N. N., Malanova T. V., Kutsyy A. P. Synthesis of low-sensitivity systems, Transport infrastructure of the Siberian region, 2019, vol. 1, pp. 350—355 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Airikka P. Robust predictive PI controller tuning, 19th World Congress, IFAC, Cape Town, South Africa, August 24—29, 2014, pp. 9301—9306.</mixed-citation><mixed-citation xml:lang="en">Airikka P. Robust predictive PI controller tuning, 19th World Congress, IFAC, Cape Town, South Africa, August 24—29, 2014, pp. 9301—9306.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Kutsyi N. N. Automatic parametric optimization of discrete control systems: Dr. Sc. (Engineering) diss.: 05.13.06: defended on 11/26/97, Irkutsk, 1997, 382 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Kutsyi N. N. Automatic parametric optimization of discrete control systems: Dr. Sc. (Engineering) diss.: 05.13.06: defended on 11/26/97, Irkutsk, 1997, 382 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Kutsyi N. N., Malanova T. V. Optimization of automatic systems with pulse-width modulation with parametric mismatch, Mathematical modeling and information technology: the materials of the IX seminar school, Irkutsk, coll. of research papers. ISDCT SB RAS, 2007, pp. 97—101 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Kutsyi N. N., Malanova T. V. Optimization of automatic systems with pulse-width modulation with parametric mismatch, Mathematical modeling and information technology: the materials of the IX seminar school, Irkutsk, coll. of research papers. ISDCT SB RAS, 2007, pp. 97—101 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Gorodetsky V. I., Zakharin F. M., Rosenwasser E. N., Yusupov R. M. Methods of the theory of sensitivity in automatic control, Мoscow, Energoizdat Publ., 1971, 343 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Gorodetsky V. I., Zakharin F. M., Rosenwasser E. N., Yusupov R. M. Methods of the theory of sensitivity in automatic control, Мoscow, Energoizdat Publ., 1971, 343 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Kostyuk V. I., Shirokov L. A. Automatic parametric optimization of control systems, Мoscow, Energoizdat Publ., 1981, 96 p. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Kostyuk V. I., Shirokov L. A. Automatic parametric optimization of control systems, Мoscow, Energoizdat Publ., 1981, 96 p. (in Russian).</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>
