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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-488</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>Разработка алгоритмов инерциальной навигационной системы с учетом особенностей походки человека</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>Дэвидсон</surname><given-names>П.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Дэвидсон Павел, магистр наук, научный сотрудник. </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>Такала</surname><given-names>Я.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Такала Ярмо, профессор.</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff xml:lang="ru" id="aff-1"><institution>Технический университет Тампере</institution><country>Finland</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>86</fpage><lpage>94</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Дэвидсон П., Такала Я., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Дэвидсон П., Такала Я.</copyright-holder><copyright-holder xml:lang="en">Дэвидсон П., Такала Я.</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/488">https://www.gyroscopy.ru/jour/article/view/488</self-uri><abstract><p>Представлен новый способ коррекции по скорости инерциальной навигационной системы (ИНС) для автономной пешеходной навигации, в которой используется инерциальный измерительный модуль (ИИМ), закрепленный на теле пешехода. Предложено использовать кинетическую модель походки человека при формировании так называемого виртуального датчика скорости. Показано, как знание динамики ошибок ИНС и модели движения человека помогают ограничить рост погрешностей при вычислении горизонтальных составляющих скорости и углов наклона в ИНС. Алгоритм обработки основан на фильтре Калмана и может быть использован в реальном времени для реализации в пешеходных навигационных системах, содержащих ИИМ с тремя гиро-скопами и с тремя акселерометрами. Исследованы точностные характеристики алгоритма с использованием экспериментальных данных движения человека в закрытых помещениях. Статья по докладу на XVII Санкт-Петербургской международной конференции по инерциальным навигационным системам.</p></abstract><trans-abstract xml:lang="en"><p>This paper presents a novel approach to INS velocity aiding in autonomous pedestrian navigation systems with body-mounted IMU. The proposed solution uses a ki-netic model of human gate as a virtual velocity sensor. In this paper we show how an understanding of INS error dynamics and knowledge of human motion help to curb the divergence of INS computed horizontal velocity and tilt errors. Heading and heading gyro drift cannot be corrected with this method and require some addi-tional procedures. This algorithm can be adapted for implementation on real-time pedestrian navigation systems equipped with 6 DOF IMU. The algorithm accuracy performance was investigated using data from indoor walking tests.</p></trans-abstract><kwd-group xml:lang="en"><kwd>Pedestrian navigation</kwd><kwd>IMU</kwd><kwd>MEMS</kwd><kwd>gait model.</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">Stirling, R., Development of a Pedestrian Navigation System Using Shoe Mounted Sensors, MSc thesis, University of Alberta, 2004.</mixed-citation><mixed-citation xml:lang="en">Stirling, R., Development of a Pedestrian Navigation System Using Shoe Mounted Sensors, MSc thesis, University of Alberta, 2004.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Ladetto, Q., On Foot Navigation: Continuous Step Calibration Using Both Complementary Recursive Prediction and Adaptive Kalman Filtering, in Proceedings of ION GPS conference, 2000.</mixed-citation><mixed-citation xml:lang="en">Ladetto, Q., On Foot Navigation: Continuous Step Calibration Using Both Complementary Recursive Prediction and Adaptive Kalman Filtering, in Proceedings of ION GPS conference, 2000.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Ladetto, Q. and Merminod, B., Digital Magnetic Compass and Gyroscope Integration for Pedestrian Navigation, 9th St. Petersburg International Conference on Integrated Navigation Systems, St-Petersburg, 27-29 May 9, 2002.</mixed-citation><mixed-citation xml:lang="en">Ladetto, Q. and Merminod, B., Digital Magnetic Compass and Gyroscope Integration for Pedestrian Navigation, 9th St. Petersburg International Conference on Integrated Navigation Systems, St-Petersburg, 27-29 May 9, 2002.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Leppakoski, H., Käppi, J., Syrjarinne, J., and Takala, J., Error Analysis of Step Length Estimation in Pedestrian Dead Reckoning, in Proceedings of ION GPS, Portland, OR, September 24 -27, 2002.</mixed-citation><mixed-citation xml:lang="en">Leppakoski, H., Käppi, J., Syrjarinne, J., and Takala, J., Error Analysis of Step Length Estimation in Pedestrian Dead Reckoning, in Proceedings of ION GPS, Portland, OR, September 24 -27, 2002.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Matthews, C., Ketema, Y., Gebre-Egziabher, D., and Schwartz, M., In-Situ Step Size Estimation Using a Kinetic Model of Human Gait, in Proceedings of ION GNSS, Portland, OR, September 21-24, 2010.</mixed-citation><mixed-citation xml:lang="en">Matthews, C., Ketema, Y., Gebre-Egziabher, D., and Schwartz, M., In-Situ Step Size Estimation Using a Kinetic Model of Human Gait, in Proceedings of ION GNSS, Portland, OR, September 21-24, 2010.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Ashkenazy, Y., Hausdorf, J., Ivanov, P., and Stanley, E., A Stochastic Model of Human Gait Dynamics, Physica A: Statistical Mechanics and Its Applications, vol. 316, no. 1-4, December 2002.</mixed-citation><mixed-citation xml:lang="en">Ashkenazy, Y., Hausdorf, J., Ivanov, P., and Stanley, E., A Stochastic Model of Human Gait Dynamics, Physica A: Statistical Mechanics and Its Applications, vol. 316, no. 1-4, December 2002.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Cui, Y. and Ariyur, K.B., Bounding Inertial Drift With Human Gait Dynamics for Personal Navigation, IEEE International Systems Conference, 2011.</mixed-citation><mixed-citation xml:lang="en">Cui, Y. and Ariyur, K.B., Bounding Inertial Drift With Human Gait Dynamics for Personal Navigation, IEEE International Systems Conference, 2011.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Farrell, J. and Barth, M., The Global Positioning System and Inertial Navigation, McGraw-Hill, 1999.</mixed-citation><mixed-citation xml:lang="en">Farrell, J. and Barth, M., The Global Positioning System and Inertial Navigation, McGraw-Hill, 1999.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Salychev, O., Applied Inertial Navigation: Problems and Solutions, Moscow: BMSTU Press, 2004.</mixed-citation><mixed-citation xml:lang="en">Salychev, O., Applied Inertial Navigation: Problems and Solutions, Moscow: BMSTU Press, 2004.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Titterton, D. and Weston, J., Strapdown Inertial Navigation Technology, IET, The Institution of Engineering and Technology, 2004.</mixed-citation><mixed-citation xml:lang="en">Titterton, D. and Weston, J., Strapdown Inertial Navigation Technology, IET, The Institution of Engineering and Technology, 2004.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Jahn, J., Batzer, U., Seitz, J., Patino-Studencka, L., and Boronat, J., Comparison and Evaluation of Acceleration Based Step Length Estimators for Handheld Devices, International Conference on Indoor Positioning and Indoor Navigation, Zürich, Switzerland, 15-17 September 2010.</mixed-citation><mixed-citation xml:lang="en">Jahn, J., Batzer, U., Seitz, J., Patino-Studencka, L., and Boronat, J., Comparison and Evaluation of Acceleration Based Step Length Estimators for Handheld Devices, International Conference on Indoor Positioning and Indoor Navigation, Zürich, Switzerland, 15-17 September 2010.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">VTI Technologies Oy, “SCC1300 gyroscope” datasheet, http://www.vti.fi/en</mixed-citation><mixed-citation xml:lang="en">VTI Technologies Oy, “SCC1300 gyroscope” datasheet, http://www.vti.fi/en</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Savage, P.G., Strapdown Inertial Navigation Integration Algorithm Design Part I: Attitude algorithms, J. of Guidance, Control, and Dynamics, 1998, vol. 21, no. 1, pp. 19--28.</mixed-citation><mixed-citation xml:lang="en">Savage, P.G., Strapdown Inertial Navigation Integration Algorithm Design Part I: Attitude algorithms, J. of Guidance, Control, and Dynamics, 1998, vol. 21, no. 1, pp. 19--28.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Savage, P.G., Strapdown Inertial Navigation Integration Algorithm Design Part II: Velocity and position algorithms, J. of Guidance, Control, and Dynamics, 1998, vol. 21, no. 2, pp. 208--221.</mixed-citation><mixed-citation xml:lang="en">Savage, P.G., Strapdown Inertial Navigation Integration Algorithm Design Part II: Velocity and position algorithms, J. of Guidance, Control, and Dynamics, 1998, vol. 21, no. 2, pp. 208--221.</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>
