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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">gyroscopy</journal-id><journal-title-group><journal-title xml:lang="ru">Гироскопия и навигация</journal-title><trans-title-group xml:lang="en"><trans-title>Giroskopiya i Navigatsiya / Gyroscopy and Navigation</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">0869-7035</issn><issn pub-type="epub">2075-0927</issn><publisher><publisher-name>AO «Концерн «ЦНИИ «Электроприбор»</publisher-name></publisher></journal-meta><article-meta><article-id custom-type="elpub" pub-id-type="custom">gyroscopy-482</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>Статьи</subject></subj-group></article-categories><title-group><article-title>Интегрированная навигационная система на основе МЭМС для адаптивного управления полетом беспилотного аппарата</article-title><trans-title-group xml:lang="en"><trans-title></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>Ферсман</surname><given-names>П.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ферсман Петер, профессор</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>Кашвих</surname><given-names>К.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Кашвих Клаус, инженер </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>Крюгер</surname><given-names>T.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Крюгер Томас, инженер</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>Шнеттер</surname><given-names>Ф.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Шнеттер Филипп, инженер </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>Вилкенс</surname><given-names>К.-С.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Вилкенс Клаус-Себастьян, инженер</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff xml:lang="ru" id="aff-1"><institution>Институт аэрокосмических систем Технического университета Брауншвейга</institution><country>Germany</country></aff><aff xml:lang="ru" id="aff-2"><institution>Институт аэрокосмических систем Технического университета Брауншвейга (Брауншвейг)</institution><country>Germany</country></aff><pub-date pub-type="collection"><year>2013</year></pub-date><pub-date pub-type="epub"><day>26</day><month>02</month><year>2026</year></pub-date><volume>21</volume><issue>1</issue><fpage>3</fpage><lpage>18</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Ферсман П., Кашвих К., Крюгер T., Шнеттер Ф., Вилкенс К., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Ферсман П., Кашвих К., Крюгер T., Шнеттер Ф., Вилкенс К.</copyright-holder><copyright-holder xml:lang="en">Ферсман П., Кашвих К., Крюгер T., Шнеттер Ф., Вилкенс К.</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.gyroscopy.ru/jour/article/view/482">https://www.gyroscopy.ru/jour/article/view/482</self-uri><abstract><p>Рассматривается предназначенная для управления беспилотным летательным аппаратом (БПЛА) интегрированная навигационная система. Приводятся характеристики входящих в нее датчиков, а также их модели, определенные на основе вариации Аллана. Предлагается закон управления БПЛА адаптивный к неопределенностям условий полета и повреждениям исполнительных органов. Приводятся результаты моделирования, подтверждающие эффективность закона управления.</p><p>Статья по приглашенному докладу на XIX Санкт-Петербургской международной конференции по интегрированным навигационным системам.</p></abstract><trans-abstract xml:lang="en"><p>The current development process especially of small unmanned aircraft systems from automatic to semi-autonomous or even fully autonomous behaviour demands for reliable and precise navigation solutions as well as robust control strategies. For a truly autonomous system adequate as well as secure reactions towards nonlinearities arising for example from unknown environmental conditions or system dam-ages are a prerequisite. An adaptive flight control system, which has to cancel the undesirable effects of such disturbances depends on constantly available accurate navigation data. To satisfy these boundary conditions, it is sensible to stronger intertwine the development process of miniaturised navigation systems and adaptive flight controllers. As the controller design and its validation is based on nonlinear simulations, it is advisable to model the integrated navigation system and its low-cost components in a detailed way, so that its distinct dynamic properties can already be taken into account during the development process of the controller. In this context, a tightly coupled integrated navigation scheme is presented, where the characteristics of the sensor components are identified and modelled using the Allan variance analysis. This information can be used during the validation process of the proposed adaptive flight control system, which is based on the concept of nonlinear dynamic inversion combined with artificial neural networks. This paper gives an overview on how miniaturised navigation systems can be modelled and utilised for adaptive flight control schemes of small unmanned aircraft.</p><p> </p></trans-abstract><kwd-group xml:lang="en"><kwd>Integrated navigation</kwd><kwd>GPS</kwd><kwd>INS</kwd><kwd>MEMS</kwd><kwd>adaptive flight control</kwd><kwd>unmanned aircraft</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">Allan, D. W., Statistics of Atomic Frequency Standards, Proceedings of IEEE, 1966, vol. 54, no. 2, pp. 221-230.</mixed-citation><mixed-citation xml:lang="en">Allan, D. 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