<?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.20.643-654</article-id><article-id custom-type="elpub" pub-id-type="custom">novtexmech-711</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>СИСТЕМНЫЙ АНАЛИЗ, УПРАВЛЕНИЕ И ОБРАБОТКА ИНФОРМАЦИИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>SYSTEM ANALYSIS, CONTROL AND INFORMATION PROCESSING</subject></subj-group></article-categories><title-group><article-title>Линейные матричные неравенства в задачах устойчивости: ретроспектива и теоретические аспекты</article-title><trans-title-group xml:lang="en"><trans-title>Linear Matrix Inequalities in Stability Problems: Retrospective and Theoretical Aspects</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>Каменецкий</surname><given-names>В. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Kamenetskiy</surname><given-names>V. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>канд. физ.-мат. наук, вед. науч. сотр.</p></bio><bio xml:lang="en"><p>PhD, Leading Researcher</p></bio><email xlink:type="simple">vlakam@ipu.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Институт проблем управления им. В. А. Трапезникова РАН</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Trapeznikov Institute of Control Sciences Russian Academy of Sciences</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2019</year></pub-date><pub-date pub-type="epub"><day>07</day><month>11</month><year>2019</year></pub-date><volume>20</volume><issue>11</issue><fpage>643</fpage><lpage>654</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Commercial Publisher «New Technologies», 2019</copyright-statement><copyright-year>2019</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/711">https://mech.novtex.ru/jour/article/view/711</self-uri><abstract><p>Работа представляет собой расширенную и переработанную версию доклада, сделанного на конференции имени Е. С. Пятницкого в 2016 г.</p><p>Рассматриваются некоторые аспекты развития теории линейных матричных неравенств. Освещается ряд результатов, полученных на начальном этапе развития этой теории как при разработке численных методов, так и при получении аналитических условий их разрешимости. Основное внимание сосредоточено на системе линейных матричных неравенств, возникающей при решении задачи абсолютной устойчивости. Е. С. Пятницким и его учениками показано, что разрешимость этой системы является критерием существования квадратичной функции Ляпунова и достаточным условием абсолютной устойчивости. Рассматриваются предпосылки, приведшие к данному результату. Показывается использование рассматриваемой системы неравенств для исследования устойчивости гибридных систем, описываемых дифференциальными включениями и системами с переключениями. Приводится анализ цитирования некоторых работ школы Пятницкого по теории устойчивости и теории систем линейных матричных неравенств, из которого следует востребованность результатов этих работ в настоящее время.</p><p>При разработке численных методов Е. С. Пятницким впервые показано, что вопрос о разрешимости системы линейных матричных неравенств сводится к задаче выпуклого программирования. Приводится интересный градиентный алгоритм поиска решений такой системы.</p><p>При анализе аналитических условий разрешимости отмечается полученный автором совместно с Е. С. Пятницким критерий неразрешимости интересующей системы. В современных терминах этот результат можно рассматривать как описание допустимого множества в двойственной задаче полуопределенного программирования. Похожий результат приводится в известной книге С. Бойда с соавторами. В работе показывается, что результат Бойда и др. является простым следствием критерия неразрешимости. Здесь критерий неразрешимости обобщается и уточняется. </p></abstract><trans-abstract xml:lang="en"><p>Some aspects of the development of the theory of linear matrix inequalities are considered. A number of results obtained at the initial stage of the development of this theory, both in the development of numerical methods and in obtaining analytical conditions for their solvability, are highlighted. The main attention is focused on the system of linear matrix inequalities arising in solving the absolute stabi lity problem. E. S. Pyatnitskiy and his followers showed that the solvability of this system is a criterion for the existence of a quadratic Lyapunov function and a sufficient condition for absolute stability. The prerequisites leading to this result are considered here. The use of the considered system of inequalities for studying the stability of hybrid systems described by differential inclusions and switching systems is shown. An analysis is given of citing some works of Pyatnitskiy’s school on the theory of stability and the theory of systems of linear matrix inequalities, from which the relevance of the results of these works at the present time follows.</p><p>In developing numerical methods, it was first shown in the work of Pyatnitskiy and Skorodinskiy that the solvability problem for a system of linear matrix inequalities reduces to a convex programming problem. An interesting gradient algorithm for finding solutions to such a system is also presented. In analyzing analytical conditions of solvability, an unsolvability criterion for the system of our interest obtained by Kamenetskiy and Pyatnitskiy is noted. In modern terms, this result can be considered as a description of an admissible set in the dual semidefinite programming problem. A similar result is given in the famous book by S. Boyd et al. The paper shows that the result of Boyd et al. is a simple corollary of the unsolvability criterion. Here the unsolvability criterion is generalized and refined.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>квадратичные функции Ляпунова</kwd><kwd>линейные матричные неравенства</kwd><kwd>абсолютная устойчивость</kwd><kwd>системы с переключениями</kwd></kwd-group><kwd-group xml:lang="en"><kwd>quadratic Lyapunov functions</kwd><kwd>linear matrix inequalities</kwd><kwd>absolute stability</kwd><kwd>switched systems</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Работа выполнена при поддержке Программы фундаментальных научных исследований по приоритетным направлениям, определяемым Президиумом Российской академии наук, № 7 "Новые разработки в перспективных направлениях энергетики, механики и робототехники".</funding-statement><funding-statement xml:lang="en">This work was supported by the Program of the Presidium of the Russian Academy of Sciences, project no. I. 29.</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">Чайковский М. М., Курдюков А. П. Алгебраические уравнения Риккати и линейные матричные неравенства для систем дискретного времени. М.: ИПУ РАН, 2005.</mixed-citation><mixed-citation xml:lang="en">Chaikovskii M. M., Kurdyukov A. P. Algebraic Riccati Equations and Linear Matrix Inequalities for Discrete-Time Systems, Moscow, Inst. Probl. Upravlen. RAN, 2005 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Баландин Д. В., Коган М. М. Синтез законов управления на основе линейных матричных неравенств. М.: ФИЗМАТЛИТ, 2007.</mixed-citation><mixed-citation xml:lang="en">Balandin D. V., Kogan M. M. Synthesis of Control Laws Based on Linear Matrix Inequalities, Moscow, Fizmatlit, 2007 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Поляк Б. Т., Хлебников М. В., Щербаков П. С. Управление линейными системами: Техника линейных матричных неравенств. М.: ЛЕНАНД, 2014.</mixed-citation><mixed-citation xml:lang="en">Polyak B. T., Shcherbakov P. S. Robust Stability and Control, Moscow, Nauka, 2002 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Поляк Б. Т., Щербаков П. С. Робастная устойчивость и управление. М.: Наука, 2002.</mixed-citation><mixed-citation xml:lang="en">Polyak B. T., Khlebnikov M. V., Shcherbakov P. S. Control of Linear Systems: Technique of linear matrix inequalities, Moscow, LENAND, 2014 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Емельянова Ю. П., Пакшин П. В., Пакшина Н. А. Матричные уравнения и неравенства второго порядка: учеб. пособие. Нижний Новгород: Нижегород. гос. техн. ун-т им. Р. Е. Алексеева, 2013.</mixed-citation><mixed-citation xml:lang="en">Emel’ja nova Ju. P., Pakshin P. V., Pakshina N. A. Matrix Equations and Inequalities of Second Order: Study Guide, Nizhny Novgorod, Publishing house of Nizhny Novgorod State Techn. Univ., 2013.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Boyd S., El Ghaoui L., Feron E., Balakrishnan V. Linear Matrix Inequalities in System and Control Theory. SIAM. Philadelphia. 1994.</mixed-citation><mixed-citation xml:lang="en">Boyd S., El Ghaoui L., Feron E., Balakrishnan V. Linear Matrix Inequalities in System and Control Theory. SIAM. Philadelphia, 1994.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Boyd S., El Ghaoui L., Feron E., Balakrishnan V. History of Linear Matrix Inequalities in Control Theory // Procceding of the American Control Conference, Baltimore, Maryland, 1994. P. 31—34.</mixed-citation><mixed-citation xml:lang="en">Boyd S., El Ghaoui L., Feron E., Balakrishnan V. History of Linear Matrix Inequalities in Control Theory, Procceding of the American Control Conference, Baltimore, Maryland, 1994, pp. 31—34.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Kamenetskiy V. A., Pyatnitskiy Ye. S. An iterative method of Lyapunov function construction for differential inclusions // Systems and Control Letters. 1987. Vol. 8. P. 445—451.</mixed-citation><mixed-citation xml:lang="en">Kamenetskiy V. A., Pyatnitskiy Ye. S. An Iterative Method of Lyapunov Function Construction for Differential Inclusions, Systems and Control Letters, 1987, vol. 8, pp. 445—451.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Горбунов А. В., Каменецкий В. А. LMI, абсолютная устойчивость и гибридные системы // Устойчивость и колебания нелинейных систем управления: Матер. XIII Международной конференции (1—3 июня 2016 г., Москва). М.: ИПУ РАН, 2016. С. 86—87.</mixed-citation><mixed-citation xml:lang="en">Gorbunov A. V., Kamenetskiy V. A. LMI, Absolute Stability and Hybrid Systems, Stability and oscillations of nonlinear control systems: Proceedings of the XIII International Conference, Moscow, Publishing house of IPU RAS, 2016, pp. 86—87 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Гелиг A. X., Леонов Г. A., Якубович В. А. Устойчивость нелинейных систем с неединственным состоянием равновесия. М.: Наука, 1978.</mixed-citation><mixed-citation xml:lang="en">Gelig A. Kh., Leonov G. A., Yakubovich V. A. Stability of Nonlinear Systems with a Nonunique Equilibrium State, Moscow, Nauka, 1978 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Boyd S., Yang Q. Structured and simultaneous Lyapunov functions for system stability problems // Internat. J. Control 1989. Vol. 49, N. 6. P. 2215—2240.</mixed-citation><mixed-citation xml:lang="en">Boyd S., Yang Q. Structured and Simultaneous Lyapunov Functions for System Stability Problems, Internat. J. Control, 1989, vol. 49, no. 6, pp. 2215—2240.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Каменецкий В. А. Абсолютная устойчивость и абсолютная неустойчивость систем упpавления с несколькими нелинейными нестационаpными элементами // Автоматика и телемеханика. 1983. № 12. С. 20—30.</mixed-citation><mixed-citation xml:lang="en">Kamenetskii V. A., Absolute Stability and Absolute Instability of Control Systems with Several Nonlinear Nonstationary Elements, Autom. Remote Control, 1983, vol. 44, no. 12, pp. 1543—1552 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Пятницкий E. С., Скородинский В. И. Численные методы построения функций Ляпунова и критерии абсолютной устойчивости в форме численных процедур // Автоматика и телемеханика. 1983. № 11. С. 52—63.</mixed-citation><mixed-citation xml:lang="en">Pyatnitskii E. S., Skorodinskii V. I. Numerical Method of Construction of Lyapunov Functions and Absolute Stability Criteria in the Form of Numerical Procedures, Autom. Remote Control, 1983, vol. 44, no. 11, pp. 1427—1437 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Bellman R., Fan K. On systems of linear inequalities in Hermitian matrix variables // Proc. of Simposia in Pure Mathematics. American Math. Society. 1963. Vol. 7. P. 1—11.</mixed-citation><mixed-citation xml:lang="en">Bellman R., Fan K. On Systems of Linear Inequalities in Hermitian Matrix Variables, In V. L. Klee, editor, Convexity, volume 7 of Proccedings of Simposia in Pure Mathematics, pp. 1—11, American Math. Society, 1963.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Pyatnitskiy Ye. S., Skorodinskiy V. I. Numerical methods of Liapunov function construction and their application to the absolute stability problem // Systems and Control Letters. 1982. Vol. 2. P. 130—135.</mixed-citation><mixed-citation xml:lang="en">Pyatnitskiy Ye. S., Skorodinskiy V. I. Numerical methods of Liapunov function construction and their application to the absolute stability problem, Systems and Control Letters, 1982, vol. 2, pp. 130—135.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Пятницкий Е. С. Абсолютная устойчивость нестационарных нелинейных систем // Автоматика и телемеханика. 1970. № 1. С. 5—15.</mixed-citation><mixed-citation xml:lang="en">Pyatnitskii E. S. Absolute Stability of Nonstationary Nonlinear Systems, Autom. and Remote Control, 1970, vol. 31, no. 1, pp. 1—9 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Каменецкий В. А., Пятницкий Е. С. Градиентный метод построения функций Ляпунова в задачах абсолютной устойчивости // Автоматика и телемеханика. 1987. № 1. С. 3—12.</mixed-citation><mixed-citation xml:lang="en">Kamenetskii V. A., Pyatnitskii E. S. Gradient Method of Constructing Lyapunov Functions in Problems of Absolute Stability, Autom. Remote Control, 1987, vol. 48, no. 1, pp. 1—9 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Алимов Ю. И. О применении прямого метода Ляпунова к дифференциальным уравнениям с неоднозначными правыми частями // Автоматика и телемеханика. 1961. Т. XXII. № 7. С. 817—830.</mixed-citation><mixed-citation xml:lang="en">Alimov Yu. I. On the Application of Lyapunov’s Direct Method to Differential Equations with Ambiguous Right Sides, Autom. Remote Control, 1961, vol. 22, no. 7, pp. 713—725 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Liberzon D. Switching in Systems and Control. Boston. MA: Birkhäuser, 2003.</mixed-citation><mixed-citation xml:lang="en">Liberzon D. Switching in Systems and Control, Birkhäuser, Boston, MA, 2003.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Shorten R., Wirth F., Mason O., Wulf K., King C. Stability Сriteria for Switched and Hybrid Systems // SIAM Rev. 2007. N. 4. P. 545—592.</mixed-citation><mixed-citation xml:lang="en">Shorten R., Wirth F., Mason O., Wulf K., King C. Stability Сriteria for Switched and Hybrid Systems, SIAM Rev, 2007, no. 4, pp. 545—592.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Lin H., Antsaklis P. J. Stability and Stabilizability of Switched Linear Systems: a Survey of Recent Results // IEEE Trans. Automat. Contr. 2009. N. 2. P. 308—322.</mixed-citation><mixed-citation xml:lang="en">Lin H., Antsaklis P. J. Stability and Stabilizability of Switched Linear Systems: a Survey of Recent Results, IEEE Trans. Automat. Contr., 2009, no. 2, pp. 308—322.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Молчанов А. П., Пятницкий Е. С. Функции Ляпунова, определяющие необходимые и достаточные условия абсолютной устойчивости нелинейных нестационарных систем управления. I, II, III // Автоматика и телемеханика. 1986, № 3. С. 63—73; № 4. С. 5—15; № 5. С. 38—49.</mixed-citation><mixed-citation xml:lang="en">Molchanov A. P., Pyatnitskii E. S. Lyapunov Functions that Specify Necessary and Sufficient Conditions of Absolute Stability of Nonlinear Nonstationary Control Systems. I, II, III, Autom. Remote Control, 1986, vol. 47. no. 3, pp. 344—354; no. 4, pp. 443—451; no. 5, pp. 620—630 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Molchanov A. P., Pyatnitskiy E. S. Criteria of asymptotic stability of differential and difference inclusions encountered in control theory // Systems Control Lett. 1989. Vol. 13. P. 59—64.</mixed-citation><mixed-citation xml:lang="en">Molchanov A. P., Pyatnitskiy E. S. Criteria of Asymptotic Stability of Differential and Difference Inclusions Encountered in Control Theory, Systems and Control Letters, 1989, vol. 13, pp. 59—64.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Pyatnitskiy E. S., Rapoport L. B. Criteria of asymptotic stability of differential inclusions and periodic motions of timevarying nonlinear control systems // IEEE Trans. Circuits Syst. I. 1996. Vol. 43, N. 3. P. 219—229.</mixed-citation><mixed-citation xml:lang="en">Pyatnitskiy E. S., Rapoport L. B. Criteria of Asymptotic Stability of Differential Inclusions and Periodic Motions of Timevarying Nonlinear Control Systems, IEEE Trans. Circuits Syst., I, 1996, vol. 43, no. 3, pp. 219—229.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Пятницкий Е. С. Избранные труды: в 3 т. М.: Физматлит, 2005.</mixed-citation><mixed-citation xml:lang="en">Pyatnitskii E. S. Selected Works: in 3 vol., Moscow, Fizmatlit, 2005 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Филиппов А. Ф. Условия устойчивости однородных систем с произвольными переключениями режимов // Автоматика и телемеханика. 1980. № 8. С. 48—55.</mixed-citation><mixed-citation xml:lang="en">Filippov A. F. Stability Conditions in Homogeneous Systems with Arbitrary Regime Switching, Autom. Remote Control, 1980, vol. 41, no. 8, pp. 1078—1085.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Laffey T. J., Smigoc H. Common Lyapunov solutions for two matrices whose difference has rank one // Linear Algebra and its Applications. 2009. Vol. 431. P. 228—240.</mixed-citation><mixed-citation xml:lang="en">Laffey T. J., Smigoc H. Common Lyapunov Solutions for Two Matrices whose Difference has Rank One, Linear Algebra and its Applications, 2009, vol. 431, pp. 228—240.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Поздяев В. В. Об аналитическом решении систем матричных неравенств, двойственных к системам неравенств Ляпунова // Управление большими системами. Вып. 28. М.: ИПУ РАН, 2010. С. 58—74.</mixed-citation><mixed-citation xml:lang="en">Pozdyaev V. V. On an Analytical Solution of Systems of Matrix Inequalities Dual to Lyapunov Inequality Systems, UBS, 2010, vol.28, pp. 58—74 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Алексеев В. М., Тихомиров И. М., Фомин С. И. Оптимальное управление. М.: Наука, 1979.</mixed-citation><mixed-citation xml:lang="en">Alekseev V. M., Tikhomirov I. M., Fomin S. I. Optimal Control, Moscow, Nauka, 1979 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Griggs W. M., King C. K., Shorten R. N., Mason O., Wulff K. Quadratic Lyapunov functions for systems with statedependent switching // Linear Algebra and its Applications. 2010. Vol. 433. P. 52—63.</mixed-citation><mixed-citation xml:lang="en">Griggs W. M., King C. K., Shorten R. N., Mason O., Wulff K. Quadratic Lyapunov Functions for Systems with Statedependent Switching, Linear Algebra and its Applications, 2010, vol. 433, pp. 52—63.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Balakrishnan V., Vandenberghe L. Semidefinite programming duality and linear time-invariant systems // IEEE Trans. Automat. Control. 2003. Vol. 48, N. 1. P. 30—41.</mixed-citation><mixed-citation xml:lang="en">Balakrishnan V., Vandenberghe L. Semidefinite Programming Duality and Linear time-invariant systems, IEEE Trans. Automat. Control, 2003, vol. 48, no. 1, pp. 30—41.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Vandenberghe L., Boyd S. Semidefinite programming // SIAM Rev. 1996. Vol. 38, N. 1. P. 49-95.</mixed-citation><mixed-citation xml:lang="en">Vandenberghe L., Boyd S. Semidefinite programming, SIAM Rev., 1996, vol. 38, no. 1, pp. 49—95.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Berman A., Ben-Israel A. More on linear inequalities with applications to matrix theory // Journal of Mathematical Analysis and Applications. 1971. Vol. 33. P. 482—496.</mixed-citation><mixed-citation xml:lang="en">Berman A., Ben-Israel A. More on Linear Inequalities with Applications to Matrix Theory, Journal of Mathematical Analysis and Applications, 1971, vol. 33, pp. 482—496.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Фрадков А. Л. Теоремы двойственности в некоторых невыпуклых экстремальных задачах // Сибирский математический журнал. 1973. Т. 14, № 2. С. 357—383.</mixed-citation><mixed-citation xml:lang="en">Fradkov A. L. Duality Theorems in Some Nonconvex Extremal Problems, Siberian Math. J., 1973, vol. 14, no. 2, pp. 357—383 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Ostrowski A., Schneider М. Some theorems on the inertia of general matrices // J. Math. Anal. Appl. 1962. Vol. 4. P. 72—84.</mixed-citation><mixed-citation xml:lang="en">Ostrowski A., Schneider М. Some Theorems on the Inertia of General Matrices, J. Math. Anal. Appl., 1962, vol. 4, pp. 72—84.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Каменецкий В. А. Градиентный метод построения функций Ляпунова для нелинейных динамических систем / Оптимизация в сложных системах. Сер. "Вопросы кибернетики" / Под ред. П. П. Пархоменко. М.: Академия наук СССР, 1988. С. 55—72.</mixed-citation><mixed-citation xml:lang="en">Kamenetskii V. A. Gradient Method for Constructing Lyapunov Functions for Nonlinear Dynamical Systems / Optimization in complex systems. Ser. " Questions of Cybernetics". Ed. by P. P. Parkhomenko, Moscow, Academy of Sciences of the USSR, 1988, pp. 55—72 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Дубовицкий А. Я., Милютин А. А. Задача на экстремум при наличии ограничений // ЖВМиМФ. 1965. Т. 5, № 3. С. 395—453.</mixed-citation><mixed-citation xml:lang="en">Dubovitskii A. Ya., Milyutin A. A. Extremum Problems in the Presence of Restrictions, U. S. S. R. Comput. Math. Math. Phys., 1965, vol. 5, no. 3, pp. 1—80 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Пшеничный Б. Н. Выпуклый анализ и экстремальные задачи. М.: Наука, 1980.</mixed-citation><mixed-citation xml:lang="en">Pshenichny B. N. Convex Analysis and Extremal Problems, Moscow, Nauka, 1980 (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>
