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ISSN 2070-7401 (Print), ISSN 2411-0280 (Online)
Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa
CURRENT PROBLEMS IN REMOTE SENSING OF THE EARTH FROM SPACE

  

Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2023, Vol. 20, No. 2, pp. 113-122

Development of services for effective time series data analysis for ultra-large distributed archives

I.V. Balashov 1 , V.V. Marchenkov 1 , A.A. Proshin 1 , B.P. Rutkevich 1 , I.A. Uvarov 1 
1 Space Research Institute RAS, Moscow, Russia
Accepted: 14.04.2023
DOI: 10.21046/2070-7401-2023-20-2-113-122
At present, specialists have access to “long-term” archives of satellite data on large territories for Earth studies from space and monitoring of various processes and phenomena. In particular, such archives are implemented within the framework of the IKI-Monitoring Center, which was created in 2012 to provide access to the archives of remote sensing data, including providing users with a wide range of various interactive tools for their analysis and processing. One of them is a tool that allows displaying as graphs the time series of various characteristics at a user-specified point on the Earth’s surface, obtained “on the fly” on the basis of processing a set of multi-temporal satellite observations. This tool allows to analyze the dynamics of change of various characteristics and is used in solving a number of tasks of satellite monitoring. It is important to note that to obtain the required time series of data at a given point in some cases it is necessary to process a very large number of satellite observations (more than 100 thousand), so the task of minimizing the time of preparation of such data becomes particularly relevant. It was also equally important to support the work with a wide range of different types of characteristics. The article describes new more efficient services for obtaining time series of different characteristics, developed at IKI RAS for analyzing data from ultra-large distributed satellite data archives.
Keywords: monitoring, remote sensing, data archives, time series of observations
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References:

  1. Burtsev M. A., Milekhin O. E., Kramareva L. S., Antonov V. N., Balashov I. V., Kashnitskii A. V., Loupian E. A., Matveev A. M., Proshin A. A., Uspenskii S. A., SRC “Planeta” United System for Distributed Data Handling: Actual Features and Future Evolution, Informatsionnye tekhnologii v distantsionnom zondirovanii Zemli — RORSE 2018 (Information Technologies in Remote Sensing of the Earth — RORSE 2018), Proc. Conf., IKI, 2019, pp. 374–379 (in Russian), DOI: 10.21046/rorse2018.374.
  2. Girina O. A., Loupian E. A., Gordeev E. I., Sorokin A. A., Kramareva L. S., Mel’nikov D. V., Manevich A. G., Uvarov I. A., Kashnitskii A. V., Romanova I. M., Konstantinova A. M., Korolev S. P., Information System Volsatview for complex analisys of Kamchatka and Northern Kurilies Volcanic Activity, Informatsionnye tekhnologii i vysokoproizvoditel’nye vychisleniya (Information Technologies and High-Performance Computing), Proc. IV All-Russia Scientific-Practical Conf., Khabarovsk, 11–14 Sept. 2017, pp. 36–39 (in Russian).
  3. Denisov P. V., Troshko K. A., Loupian E. A., Tolpin V. A., Potential and experience of Vega-PRO information system use for monitoring of agricultural lands, Vychislitel’nye tekhnologii, 2022, Vol. 27, No. 3, pp. 66–83 (in Russian), DOI: 10.25743/ICT.2022.27.3.006.
  4. Konstantinova A. M., Balashov I. V., Kashnitskii A. V., Loupian E. A., Unified technology for remote monitoring of natural and anthropogenic objects, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2021, Vol. 18, No. 4, pp. 41–52 (in Russian), DOI: 10.21046/2070-7401-2021-18-4-41-52.
  5. Lupyan E. A., Milekhin O. E., Antonov V. N., Kramareva L. S., Burtsev M. A., Balashov I. V., Tolpin V. A., Solov’ev V. I., System of operation of joint information resources based on satellite data in the Planeta Research Centers for Space Hydrometeorology, Russian Meteorology and Hydrology, 2014, Vol. 39, No. 12, pp. 847–853.
  6. Loupian E. A., Proshin A. A., Burtsev M. A., Balashov I. V., Bartalev S. A., Efremov V. Yu., Kashnitskii A. V., Mazurov A. A., Matveev A. M., Sudneva O. A., Sychugov I. G., Tolpin V. A., Uvarov I. A., IKI center for collective use of satellite data archiving,processing and analysis systems aimed at solving the problems of environmental study and monitoring, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2015, Vol. 12, No. 5, pp. 263–284 (in Russian).
  7. Loupian E. A., Proshin A. A., Burtsev M. A., Kashnitskiiy A. V., Balashov I. V., Bartalev S. A., Konstantinova A. M., Kobets D. A., Mazurov A. A., Marchenkov V. V., Matveev A. M., Radchenko M. V., Sychugov I. G., Tolpin V. A., Uvarov I. A., Experience of development and operation of the “IKI-Monitoring” center for collective use of systems for archiving, processing and analyzing satellite data, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2019, Vol. 16, No. 3, pp. 151–170 (in Russian), DOI: 10.21046/2070-7401-2019-16-3-151-170.
  8. Loupian E. A., Proshin A. A., Burtsev M. A., Kashnitskii A. V., Balashov I. V., Bartalev S. A., Bril A. A., Egorov V. A., Zharko V. O., Konstantinova A. M., Kobets D. A., Mazurov A. A., Marchenkov V. V., Matveev A. M., Miklashevich T. S., Plotnikov D. E., Radchenko M. V., Stytsenko F. V., Sychugov I. G., Tolpin V. A., Uvarov I. A., Khvostikov S. A., Khovratovich T. S., Vega-Science system: design features, main capabilities and usage experience, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2021, Vol. 18, No. 6, pp. 9–31 (in Russian), DOI: 10.21046/2070-7401-2021-18-6-9-31.
  9. Marchenkov V. V., Uvarov I. A., Development of tools for graphical analysis of data series in systems of the “Sozvezdie-Vega” family, Materialy 18-i Vserossiiskoi otkrytoi konferentsii “Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa” (Proc. 18th All-Russia Open Conf. “Current Problems in Remote Sensing of the Earth from Space”), 16–20 Nov. 2020, p. 91 (in Russian), DOI: 10.21046/18DZZconf-2020a.
  10. Marchenkov V. V., Uvarov I. A., Chart-based data series analysys web-application architecture in satellite monitoring systems, Materialy 19-i Mezhdunarodnoi konferentsii “Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa” (Proc. 19th Intern. Conf. “Current Problems in Remote Sensing of the Earth from Space”), 15–19 Nov. 2021, p. 103 (in Russian), DOI: 10.21046/19DZZconf-2021a.
  11. Proshin A. A., Loupian E. A., Balashov I. V., Kashnitskii A. V., Burtsev M. A., Unified satellite data archive management platform for remote monitoring systems development, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2016, Vol. 13, No. 3, pp. 9–27 (in Russian), DOI: 10.21046/2070-7401-2016-13-3-9-27.
  12. Tolpin V. A., Balashov I. V., Lupyan E. A., Savin I. Yu., “VEGA” satellite service, Zemlya iz kosmosa: Naibolee effektivnye resheniya, 2011, No. 9, pp. 32–37 (in Russian).
  13. Loupian E. A., Bourtsev M. A., Proshin A. A., Kashnitskii A. V., Balashov I. V., Bartalev S. A., Konstantinova A. M., Kobets D. A., Radchenko M. V., Tolpin V. A., Uvarov I. A., Usage Experience and Capabilities of the VEGA-Science System, Remote Sensing, 2022, Vol. 14, No. 1, Art. No. 77, DOI: 10.3390/rs14010077.
  14. Savorskii V. P., Loupian E. A., Panova O. Yu., Konstantinova A. M., Ermakov D. M., Balashov I. V., VEGA-Science services for monitoring the impact technogenic waste and dumps sources on environment, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, Vol. V-3-2020, pp. 323–329, https://doi.org/10.5194/isprs-annals-V-3-2020-323-2020.