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Найдено документов в текущей БД: 2

    Multidimensional Free Interpolation Framework for High-precision Modeling of Slant Total Electron Contents in Mid-latitude and Equatorial Regions
/ S. P. Tsarev, V. V. Denisenko, M. M. Valikhanov // J. Sib. Fed. Univ.-Math. Phys. - 2018. - Vol. 11, Is. 6. - P781-791, DOI 10.17516/1997-1397-2018-11-6-781-791. - Cited References:10. - S. P. Tsarev was supported by the grant from the Ministry of Education and Science of the Russian Federation no. 1.8591.2017/6.7. . - ISSN 1997-1397. - ISSN 2313-6022
РУБ Mathematics

Кл.слова (ненормированные):
ionosphere -- total electron content -- GLONASS -- GPS -- interpolation -- machine -- learning

Аннотация: Standard models of ionospheric delays have errors of order 1-8 TECU (standard total electron content units). On the basis of the free interpolation framework we propose a new simple model of the slant TEC distributions approximating slant TEC distributions obtained from the three-dimensional ionospheric models NeQuick2 and IRI-2016 with RMS error < 0.05 TECU. The proposed model was tested for varios positions of receivers in mid-latitude and equatorial regions. Stability of the coefficients of the model with respect to the position of the receiver and time is substantiated.

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Держатели документа:
Siberian Fed Univ, Inst Space & Informat Technol, Svobodny 79, Krasnoyarsk 660041, Russia.
Inst Computat Modeling SB RAS, Academgorodok 50, Krasnoyarsk 660036, Russia.
Siberian Fed Univ, Inst Math & Comp Sci, Svobodny 79, Krasnoyarsk 660041, Russia.
Siberian Fed Univ, Inst Engn Phys & Radioelect, Svobodny 79, Krasnoyarsk 660041, Russia.

Доп.точки доступа:
Tsarev, Sergey P.; Denisenko, Valery V.; Valikhanov, Marat M.; Ministry of Education and Science of the Russian Federation [1.8591.2017/6.7]
527.62; 551.510.535; 621.37
В 93

    Высокоточная модель ионосферной задержки сигналов ГНСС на основе многомерной свободной интерполяции
[Текст] : статья / М. М. Валиханов, В. В. Денисенко, С. П. Царев // Успехи современной радиоэлектроники. - 2018. - № 12. - С. 90-94, DOI 10.18127/j20700784-201812-18 . - ISSN 2070-0784
   Перевод заглавия: Precise modeling of slant total electron contents with multidimensional free interpolation
УДК

Аннотация: Предложена новая интерполяционная модель ионосферных задержек, способная обеспечить точность определения наклонных ПЭС 0,02 TECU относительно соответствующих наклонных ПЭС, вычисленных с помощью современных трехмерных моделей ионосферы.
Standard models of ionospheric delays widely used for practical processing of navigation signals from global navigation satellite systems (GNSS) usually approximate the complicated three-dimensional electron density distribution in the Earth's ionosphere and plasmasphere with one- or two-layer distributions and have errors of order 1-8 TECU (total electron content units). Publicly available modern three-dimensional ionospheric models IRI-2016 and NeQuick2 are very complex, they are not easy to use in GNSS applications and have similar large deviations from real ionospheric data. We propose a new interpolation model of ionospheric delays which is much more precise than the one- or two-layer models but simple enough to be used in radiophysics and GNSS applications. It is based on our recent free interpolation framework used previously in finding positions of GNSS satellites from SP3 data with very high precision. The free interpolation framework is not limited to polynomial, trigonometric or spherical interpolating functions and uses a simple machine learning approach for definition of the interpolation coefficients. Our model approximates the slant TEC angular distributions obtained from modern three-dimensional ionospheric models with RMS error 0,02 TECU. The new model of ionospheric delays is universal, stable and have weak dependence on the position of the GNSS ground receiver. Experimental verification of our model was performed for two IGS stations: АМС4 (B=38,80312°, L= -104,524594°, H=1912,5 м) and PIE1 (B=34,301505°, L= -108,118927°, H = 2347,7 м) for STEC distributions calculated using both ionospheric models IRI-2016 and NeQuick2 for the years 2008 and 2017. We show that interpolation coefficients may be chosen equal for both stations and both years. Investigating deeper one may observe a small seasonal variations of the residuals of our model: RMS = 0,03 TECU for winter months and RMS = 0,05 TECU for summer months for the smallest number of parameters in our model N=7. For N=10 parameters one obtains RMS < 0,02 TECU. Further research is planned to test the free interpolation ionospheric STEC model on real measurements from GNSS stations. Integration of our model and methods for differential code biases (DCBs in satellite transmitters and ground receivers) separation is obviously necessary for this test. Possible inclusion of higher order ionospheric effects is under study.

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Держатели документа:
Институт вычислительного моделирования СО РАН
ФГАОУ ВО «Сибирский федеральный университет»

Доп.точки доступа:
Валиханов, М.М.; Valikhanov M.M.; Денисенко, В.В.; Denisenko V.V.; Царев, С.П.; Tsarev S.P.