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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</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 pub-id-type="doi">10.17285/0869-7035.2016.24.1.100-115</article-id><article-id custom-type="elpub" pub-id-type="custom">gyroscopy-340</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>Обнаружение спуфинг-атак на сигналы ГНСС с использованием двухантенных измерений и данных ИНС</article-title><trans-title-group xml:lang="en"><trans-title>INS-Aided GNSS Spoofing Detection Based on Raw Pseudorange and Carrier Phase Measurements</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>Лю</surname><given-names>Я.</given-names></name><name name-style="western" xml:lang="en"><surname>Liu</surname><given-names>Y.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Лю Я, аспирант</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>Ли</surname><given-names>С.</given-names></name><name name-style="western" xml:lang="en"><surname>Li</surname><given-names>S. H.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ли С, доктор наук</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>Сяо</surname><given-names>C.</given-names></name><name name-style="western" xml:lang="en"><surname>Xiao</surname><given-names>X.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Сяо C</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>Фу</surname><given-names>Ц.</given-names></name><name name-style="western" xml:lang="en"><surname>Fu</surname><given-names>Q. W.</given-names></name></name-alternatives><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Школа автоматики, северо-западный политехнический университет, г. Сиань</institution><country>Китай</country></aff><aff xml:lang="en"><institution>School of Automation, Northwestern Polytechnical University, Xi’an</institution><country>China</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2016</year></pub-date><pub-date pub-type="epub"><day>01</day><month>12</month><year>2025</year></pub-date><volume>24</volume><issue>1</issue><fpage>100</fpage><lpage>115</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Лю Я., Ли С., Сяо C., Фу Ц., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Лю Я., Ли С., Сяо C., Фу Ц.</copyright-holder><copyright-holder xml:lang="en">Liu Y., Li S., Xiao X., Fu Q.</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/340">https://www.gyroscopy.ru/jour/article/view/340</self-uri><abstract><p>Спуфинг применительно к глобальным навигационным спутниковым системам (ГНСС) – это технология умышленного искажения вырабатываемых приемником координат и времени. Показано, что ввод в состав интегрированной системы ГНСС/ИНС еще одного недорогого ГНСС-приемника позволяет эффективно обнаружить наличие спуфинга. Анализируются модели вторых разностей псевдодальности и фазы несущей при нормальных условиях и при спуфинге. С использованием инерциальной навигационной системы (ИНС), наблюдения вторых разностей рассчитываются и сравниваются с фактическими измерениями с целью создания тестовой статистики. Предлагается алгоритм обнаружения спуфинга для заданного значения вероятности ложной тревоги. Приводятся результаты его натурных испытаний на неподвижном основании.</p></abstract><trans-abstract xml:lang="en"><p>GNSS Spoofing is a technique that intentionally fools a receiver into generating incorrect position and/or time solution. A low cost GNSS receiver is added to the widely existed GNSS/INS system to achieve effective spoofing detection. Models of pseudorange/carrier phase double difference under normal and spoofing conditions are built and analyzed. With the aid of INS, double difference observations are calculated and compared with the actual measurements to construct the test statistic. A full detection process with constant false alarm rate is set up and its detection ability is verified by live signal experiment in a static case.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>Глобальная навигационная спутниковая система</kwd><kwd>инерциальная навигационная система</kwd><kwd>спуфинг</kwd><kwd>вторые разности измерений.</kwd></kwd-group><kwd-group xml:lang="en"><kwd>GNSS spoofing detection</kwd><kwd>double difference observation</kwd><kwd>INS.</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">Anonymous, Vulnerability assessment of the transportation infrastructure relying on the Global Positioning System. 2001, John A. Volpe National Transportation Systems Center.</mixed-citation><mixed-citation xml:lang="en">Anonymous, Vulnerability assessment of the transportation infrastructure relying on the Global Positioning System. 2001, John A. Volpe National Transportation Systems Center.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Wen, H., Huang, P.Y., Dyer, J., Archinal, A., Fagan, J., Countermeasures for GPS Signal Spoofing, ION GNSS 2005. Long Beach, CA, 2005, pp. 1285-1290.</mixed-citation><mixed-citation xml:lang="en">Wen, H., Huang, P.Y., Dyer, J., Archinal, A., Fagan, J., Countermeasures for GPS Signal Spoofing, ION GNSS 2005. Long Beach, CA, 2005, pp. 1285-1290.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Warner, J.S. and Johnston, R.G., GPS spoofing countermeasures. Homeland Security Journal, 2003. vol. 25, no. 2, pp.19-27.</mixed-citation><mixed-citation xml:lang="en">Warner, J.S. and Johnston, R.G., GPS spoofing countermeasures. Homeland Security Journal, 2003. vol. 25, no. 2, pp.19-27.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Humphreys, T.E., Ledvina, B.M., Psiaki, M.L., O Hanlon, B.W., Kintner Jr, P.M., Assessing the spoofing threat: Development of a portable GPS civilian spoofer, ION GNSS 2008. Savanna, GA, 2008, pp. 2314–2325.</mixed-citation><mixed-citation xml:lang="en">Humphreys, T.E., Ledvina, B.M., Psiaki, M.L., O Hanlon, B.W., Kintner Jr, P.M., Assessing the spoofing threat: Development of a portable GPS civilian spoofer, ION GNSS 2008. Savanna, GA, 2008, pp. 2314–2325.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Shepard, D., Bhatti, J.A. and Humphreys, T.E., Drone Hack: Spoofing Attack Demonstration on a Civilian Unmanned Aerial Vehicle. GPS World, 2012, vol. 23, no.8, pp. 30-33.</mixed-citation><mixed-citation xml:lang="en">Shepard, D., Bhatti, J.A. and Humphreys, T.E., Drone Hack: Spoofing Attack Demonstration on a Civilian Unmanned Aerial Vehicle. GPS World, 2012, vol. 23, no.8, pp. 30-33.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Cameron, A., Spoofer and Detector: Battle of the Titans at Sea. GPS World, Aug. 5, 2014.</mixed-citation><mixed-citation xml:lang="en">Cameron, A., Spoofer and Detector: Battle of the Titans at Sea. GPS World, Aug. 5, 2014.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Kerns, A.J., Shepard, D.P., Bhatti, J.A., Humphreys, T.E., Unmanned Aircraft Capture and Control via GPS Spoofing. Journal of Field Robotics, 2014. vol. 31, no. 4, pp. 617 - 636.</mixed-citation><mixed-citation xml:lang="en">Kerns, A.J., Shepard, D.P., Bhatti, J.A., Humphreys, T.E., Unmanned Aircraft Capture and Control via GPS Spoofing. Journal of Field Robotics, 2014. vol. 31, no. 4, pp. 617 - 636.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Mackenzie, C. and Duell. M, http://www.dailymail.co.uk/news/article-2075157/Iran-claimshacked-US-spy-planes-GPS-guided-aircraft-ground.html.</mixed-citation><mixed-citation xml:lang="en">Mackenzie, C. and Duell. M, http://www.dailymail.co.uk/news/article-2075157/Iran-claimshacked-US-spy-planes-GPS-guided-aircraft-ground.html.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Jafarnia-Jahromi, A., Broumandan, A., Nielsen, J., Lachapelle, G., GPS Vulnerability to Spoofing Threats and a Review of Anti-spoofing Techniques. International Journal of Navigation and Observation, 2012, vol.2012, pp. 1-16.</mixed-citation><mixed-citation xml:lang="en">Jafarnia-Jahromi, A., Broumandan, A., Nielsen, J., Lachapelle, G., GPS Vulnerability to Spoofing Threats and a Review of Anti-spoofing Techniques. International Journal of Navigation and Observation, 2012, vol.2012, pp. 1-16.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Jafarnia-Jahromi, A., Daneshmand, S. and Lachapelle, G., Spoofing Countermeasure For GNSS Receivers - A Review of Current And Future Research Trends, 4th International Colloquium on Scientific and Fundamental Aspects of the Galileo Programme, Prague, 2013.</mixed-citation><mixed-citation xml:lang="en">Jafarnia-Jahromi, A., Daneshmand, S. and Lachapelle, G., Spoofing Countermeasure For GNSS Receivers - A Review of Current And Future Research Trends, 4th International Colloquium on Scientific and Fundamental Aspects of the Galileo Programme, Prague, 2013.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Psiaki, M.L., O'Hanlon, B.W., Powell, S.P., Bhatti, J.A., Wesson, K.D., Humphreys, T.E., Schofield, A., GNSS Spoofing Detection using Two-Antenna Differential Carrier Phase, ION GNSS+ 2014.Tampa, Florida. 2014, pp. 2776-2800.</mixed-citation><mixed-citation xml:lang="en">Psiaki, M.L., O'Hanlon, B.W., Powell, S.P., Bhatti, J.A., Wesson, K.D., Humphreys, T.E., Schofield, A., GNSS Spoofing Detection using Two-Antenna Differential Carrier Phase, ION GNSS+ 2014.Tampa, Florida. 2014, pp. 2776-2800.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Montgomery, P.Y., Humphreys,T.E. and Ledvina, B.M., Receiver-autonomous spoofing detection: Experimental results of a multi-antenna receiver defense against a portable civil GPS spoofer, ION ITM 2009, Anaheim, CA, 2009,pp. 124-130.</mixed-citation><mixed-citation xml:lang="en">Montgomery, P.Y., Humphreys,T.E. and Ledvina, B.M., Receiver-autonomous spoofing detection: Experimental results of a multi-antenna receiver defense against a portable civil GPS spoofer, ION ITM 2009, Anaheim, CA, 2009,pp. 124-130.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Takasu T., RTKLIB: An Open Source Program Package for GNSS Positioning. http://www.rtklib.com/rtklib.htm.</mixed-citation><mixed-citation xml:lang="en">Takasu T., RTKLIB: An Open Source Program Package for GNSS Positioning. http://www.rtklib.com/rtklib.htm.</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>
