Russian Journal of Earth Sciences Russian Journal of Earth Sciences Russian Journal of Earth Sciences 1681-1208 46621 ОРИГИНАЛЬНЫЕ СТАТЬИ ORIGINAL ARTICLES ОРИГИНАЛЬНЫЕ СТАТЬИ GIS-oriented solutions for advanced clustering analysis of geoscience data using ArcGIS platform GIS-oriented solutions for advanced clustering analysis of geoscience data using ArcGIS platform Soloviev A A Soloviev A A Zharkikh J I Zharkikh J I Krasnoperov R I Krasnoperov R I Nikolov B P Nikolov B P Agayan S M Agayan S M Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru Geophysical Center RAS, Moscow, Russia ru 16 6 1 6 29 10 2021 https://rjes.ru/en/nauka/article/46621/view

This paper presents software solutions for integration of geoscience data and data processing algorithms based on the Discrete Mathematical Analysis (DMA) in GIS environment. The DMA algorithms have been adapted and implemented within the ESRI ArcGIS software as geoprocessing tools and combined into a single set of tools named ``Clustering''. This set can be used along with the standard ArcGIS geoprocessing instruments. The tools of the ``Clustering'' set have also been published on the GIS-server as geoprocessing services providing powerful analytical functions via the Internet. This paper gives a brief outlook of the geoprocessing tools preparation techniques. The results of DMA-based geoprocessing tools' application to geophysical data are also discussed.

This paper presents software solutions for integration of geoscience data and data processing algorithms based on the Discrete Mathematical Analysis (DMA) in GIS environment. The DMA algorithms have been adapted and implemented within the ESRI ArcGIS software as geoprocessing tools and combined into a single set of tools named ``Clustering''. This set can be used along with the standard ArcGIS geoprocessing instruments. The tools of the ``Clustering'' set have also been published on the GIS-server as geoprocessing services providing powerful analytical functions via the Internet. This paper gives a brief outlook of the geoprocessing tools preparation techniques. The results of DMA-based geoprocessing tools' application to geophysical data are also discussed.

 Geoscience data analysis cluster analysis geoprocessing tools geoprocessing services web-oriented GIS Geoscience data analysis cluster analysis geoprocessing tools geoprocessing services web-oriented GIS

Agayan, S. M., Soloviev, A. A. Allocation of dense areas in metric spaces basing on crystallization, // System Research and Information Technologies, 2004. - no. 2 - p. 7. Agayan, S. M., Soloviev, A. A. Allocation of dense areas in metric spaces basing on crystallization, // System Research and Information Technologies, 2004. - no. 2 - p. 7. Agayan, S. M., Bogoutdinov, Sh. R., Dobrovolsky, M. N. About one algorithm for searching the dense regions and its geophysical applications // Reports of the 15th All-Russian conference ``Mathematical methods for pattern recognition. MMPR'' - Moscow: Maks Press., 2011. - p. 543. Agayan, S. M., Bogoutdinov, Sh. R., Dobrovolsky, M. N. About one algorithm for searching the dense regions and its geophysical applications // Reports of the 15th All-Russian conference ``Mathematical methods for pattern recognition. MMPR'' - Moscow: Maks Press., 2011. - p. 543. Agayan, S. M., Bogoutdinov, Sh. R., Dobrovolsky, M. N. Discrete Perfect Sets and their application in cluster analysis, // Cybernetics and Systems Analysis, 2014a. - v. 50 - no. 2 - p. 176. Agayan, S. M., Bogoutdinov, Sh. R., Dobrovolsky, M. N. Discrete Perfect Sets and their application in cluster analysis, // Cybernetics and Systems Analysis, 2014a. - v. 50 - no. 2 - p. 176. Agayan, S. M., Bogoutdinov, Sh. R. , Dobrovolsky, M. N. , Kagan, A. I. Weighted gravitational time series smoothing, // Russian Journal of Earth Sciences, 2014b. - v. 14 - p. 176. Agayan, S. M., Bogoutdinov, Sh. R. , Dobrovolsky, M. N. , Kagan, A. I. Weighted gravitational time series smoothing, // Russian Journal of Earth Sciences, 2014b. - v. 14 - p. 176. Agayan, S., Bogoutdinov, S., Soloviev, A., Sidorov, R. The Study of Time Series Using the DMA Methods and Geophysical Applications, // Data Science Journal, 2016. - v. 15 - p. 176. Agayan, S., Bogoutdinov, S., Soloviev, A., Sidorov, R. The Study of Time Series Using the DMA Methods and Geophysical Applications, // Data Science Journal, 2016. - v. 15 - p. 176. Agayan, S. M., Gvishiani, A. D., Bogoutdinov, S. R., Kagan, A. I. Sglazhivaniye vremennyh ryadov metodami diskretnogo matematicheskogo analiza (Smoothing of time series by the methods of Discrete Mathematical Analysis), // Russian Journal of Earth Sciences, 2010. - v. 11 - p. 176. Agayan, S. M., Gvishiani, A. D., Bogoutdinov, S. R., Kagan, A. I. Sglazhivaniye vremennyh ryadov metodami diskretnogo matematicheskogo analiza (Smoothing of time series by the methods of Discrete Mathematical Analysis), // Russian Journal of Earth Sciences, 2010. - v. 11 - p. 176. Berezko, A., Gvishiani, A. , Soloviev, A. , Krasnoperov, R. , Rybkina, A., Lebedev, A. Intellectual GIS ``Earth Science Data for the Territory of Russia'' // Problems of protection of population and territories against emergencies. - Moscow, Russia: EMERCOM., 2010. - p. 210. Berezko, A., Gvishiani, A. , Soloviev, A. , Krasnoperov, R. , Rybkina, A., Lebedev, A. Intellectual GIS ``Earth Science Data for the Territory of Russia'' // Problems of protection of population and territories against emergencies. - Moscow, Russia: EMERCOM., 2010. - p. 210. Berezko, A., Gvishiani, A. , Soloviev, A. , Krasnoperov, R. , Rybkina, A., Lebedev, A. Multidisciplinary GIS in Earth sciences // Applied problems in geology, geophysics, and geoecology in connection with modern information technologies. Proceedings of international conference. May 16-20, 2011 - Maikop, Russia: Publishing house ``Marinin O.G.''., 2011a. - p. 37. Berezko, A., Gvishiani, A. , Soloviev, A. , Krasnoperov, R. , Rybkina, A., Lebedev, A. Multidisciplinary GIS in Earth sciences // Applied problems in geology, geophysics, and geoecology in connection with modern information technologies. Proceedings of international conference. May 16-20, 2011 - Maikop, Russia: Publishing house ``Marinin O.G.''., 2011a. - p. 37. Berezko, A., Gvishiani, A. , Soloviev, A. , Krasnoperov, R. , Lebedev, A., Rybkina, A. Geoinformation system for mineralogical research support // ``Mineralogical prospective''. Proceedings of international mineralogical workshop. Syktyvkar, Russia, May 17-20, 2011 - Syktyvkar, Russia: Institute of Geology, Komi SC of URAS., 2011b. - p. 19. Berezko, A., Gvishiani, A. , Soloviev, A. , Krasnoperov, R. , Lebedev, A., Rybkina, A. Geoinformation system for mineralogical research support // ``Mineralogical prospective''. Proceedings of international mineralogical workshop. Syktyvkar, Russia, May 17-20, 2011 - Syktyvkar, Russia: Institute of Geology, Komi SC of URAS., 2011b. - p. 19. Berezko, A., Rybkina, A., Soloviev, A., Krasnoperov, R. Intellectual GIS, // Vestn. Otd. nauk Zemle RAN, 2009a. - no. 1 - p. 19. Berezko, A., Rybkina, A., Soloviev, A., Krasnoperov, R. Intellectual GIS, // Vestn. Otd. nauk Zemle RAN, 2009a. - no. 1 - p. 19. Berezko, A., Soloviev, A., Krasnoperov, R., Rybkina, A. Intellectual analytical geoinformation system ``Earth Science Data for the Territory of Russia'' // Environment. Technology. Resources: Proceedings of the 7th International Scientific and Practical Conference, Rezekne, June 25-27, 2009. - Rezekne, Latvia: Rezeknes Augstskola, Rezekne, RA Izdevnieciba., 2009b. - p. 215. Berezko, A., Soloviev, A., Krasnoperov, R., Rybkina, A. Intellectual analytical geoinformation system ``Earth Science Data for the Territory of Russia'' // Environment. Technology. Resources: Proceedings of the 7th International Scientific and Practical Conference, Rezekne, June 25-27, 2009. - Rezekne, Latvia: Rezeknes Augstskola, Rezekne, RA Izdevnieciba., 2009b. - p. 215. Beriozko, A., Lebedev, A. , Soloviev, A. , Krasnoperov, R. , Rybkina, A. Geoinformation system with algorithmic shell as a new tool for Earth sciences, // Russian Journal of Earth Sciences, 2011c. - v. 12 - p. 215. Beriozko, A., Lebedev, A. , Soloviev, A. , Krasnoperov, R. , Rybkina, A. Geoinformation system with algorithmic shell as a new tool for Earth sciences, // Russian Journal of Earth Sciences, 2011c. - v. 12 - p. 215. Beriozko, A., Soloviev, A., Krasnoperov, R. Representation of geological-geophysical data in a unified integrated GIS environment, // Russian Journal of Earth Sciences, 2007. - v. 9 - p. 215. Beriozko, A., Soloviev, A., Krasnoperov, R. Representation of geological-geophysical data in a unified integrated GIS environment, // Russian Journal of Earth Sciences, 2007. - v. 9 - p. 215. Beriozko, A. E., Soloviev, A. A., Gvishiani, A. D., Jalkovski, E. A., Krasnoperov, R. I., Smagin, S. A., Bolotsky, E. S. Intellectual geoinformation system ``Earth sciences data for the territory of Russia'', // Engineering Ecology, 2008. - no. 5 - p. 32. Beriozko, A. E., Soloviev, A. A., Gvishiani, A. D., Jalkovski, E. A., Krasnoperov, R. I., Smagin, S. A., Bolotsky, E. S. Intellectual geoinformation system ``Earth sciences data for the territory of Russia'', // Engineering Ecology, 2008. - no. 5 - p. 32. Bogoutdinov, Sh. R., Gvishiani, A.D., Agayan, S. M., et al. Recognition of Disturbances with Specified Morphology in Time Series. Part 1: Spikes on Magnetograms of the Worldwide INTERMAGNET Network, // Izvestiya, Physics of the Solid Earth, 2010. - v. 46 - no. 11 - p. 1004. Bogoutdinov, Sh. R., Gvishiani, A.D., Agayan, S. M., et al. Recognition of Disturbances with Specified Morphology in Time Series. Part 1: Spikes on Magnetograms of the Worldwide INTERMAGNET Network, // Izvestiya, Physics of the Solid Earth, 2010. - v. 46 - no. 11 - p. 1004. Gvishiani, A. D., Agayan, S. M., Bogoutdinov, Sh. R. Mathematical Methods of Geoinformatics. I. A New Approach to Clusterization, // Cybernetics and Systems Analysis, 2002a. - v. 38 - no. 2 - p. 238. Gvishiani, A. D., Agayan, S. M., Bogoutdinov, Sh. R. Mathematical Methods of Geoinformatics. I. A New Approach to Clusterization, // Cybernetics and Systems Analysis, 2002a. - v. 38 - no. 2 - p. 238. Gvishiani, A. D., Agayan, S. M., Bogoutdinov, S. R., Kagan, A. I. Gravitazionnoe sglazhivaniye vremennyh ryadov (Gravitational smoothing of time series), // Tr. IMM UrO RAN, 2011. - v. 17 - no. 2 - p. 62. Gvishiani, A. D., Agayan, S. M., Bogoutdinov, S. R., Kagan, A. I. Gravitazionnoe sglazhivaniye vremennyh ryadov (Gravitational smoothing of time series), // Tr. IMM UrO RAN, 2011. - v. 17 - no. 2 - p. 62. Gvishiani, A. D., Agayan, S. M. , Bogoutdinov, Sh. R. , et al. Discrete mathematical analysis and applications geology and geophysics, // Bulletin of KRAESC. Earth Sciences, 2010. - no. 10 - p. 109. Gvishiani, A. D., Agayan, S. M. , Bogoutdinov, Sh. R. , et al. Discrete mathematical analysis and applications geology and geophysics, // Bulletin of KRAESC. Earth Sciences, 2010. - no. 10 - p. 109. Gvishiani, A., Agayan, S. , Bogoutdinov, Sh. , Zlotnicki, J. , Bonnin, J. Mathematical methods of geoinformatics. III. Fuzzy comparisons and recognition of anomalies in time series, // Cybernetics and System Analysis, 2008. - v. 44 - no. 3 - p. 309. Gvishiani, A., Agayan, S. , Bogoutdinov, Sh. , Zlotnicki, J. , Bonnin, J. Mathematical methods of geoinformatics. III. Fuzzy comparisons and recognition of anomalies in time series, // Cybernetics and System Analysis, 2008. - v. 44 - no. 3 - p. 309. Gvishiani, A. D., Dzeboev, B. A., Agayan, S. M. A new approach to recognition of the strong earthquake-prone areas in the Caucasus, // Izvestiya. Physics of the Solid Earth, 2013. - v. 49 - no. 6 - p. 747. Gvishiani, A. D., Dzeboev, B. A., Agayan, S. M. A new approach to recognition of the strong earthquake-prone areas in the Caucasus, // Izvestiya. Physics of the Solid Earth, 2013. - v. 49 - no. 6 - p. 747. Gvishiani, A., Lukianova, R., Soloviev, A., Khokhlov, A. Survey of Geomagnetic Observations Made in the Northern Sector of Russia and New Methods for Analysing Them, // Surveys in Geophysics, 2014. - v. 35 - no. 5 - p. 1123. Gvishiani, A., Lukianova, R., Soloviev, A., Khokhlov, A. Survey of Geomagnetic Observations Made in the Northern Sector of Russia and New Methods for Analysing Them, // Surveys in Geophysics, 2014. - v. 35 - no. 5 - p. 1123. Gvishiani, A. D., Mikhailov, V. O., Agayan, S. M., et al. Artificial intelligence algorithms for magnetic anomaly clustering, // Izvestiya. Physics of the Solid Earth, 2002b. - v. 38 - no. 7 - p. 545. Gvishiani, A. D., Mikhailov, V. O., Agayan, S. M., et al. Artificial intelligence algorithms for magnetic anomaly clustering, // Izvestiya. Physics of the Solid Earth, 2002b. - v. 38 - no. 7 - p. 545. Gvishiani, A., Soloviev, A., Beriozko, A. Development and creation of integral geoinformation analytical system ``Earth Science Data for the Territory of Russia'', // IST4Balt News Journal, 2007. - no. 3 - p. 38. Gvishiani, A., Soloviev, A., Beriozko, A. Development and creation of integral geoinformation analytical system ``Earth Science Data for the Territory of Russia'', // IST4Balt News Journal, 2007. - no. 3 - p. 38. Krasnoperov, R., Lebedev, A. , Pyatygina, O. , Rybkina, A. , Shibaeva, A. Multidisciplinary analytical GIS for processing and visualization of remote sensing data, // Contemporary problems of space remote sensing of the Earth, 2012. - v. 9 - no. 3 - p. 50. Krasnoperov, R., Lebedev, A. , Pyatygina, O. , Rybkina, A. , Shibaeva, A. Multidisciplinary analytical GIS for processing and visualization of remote sensing data, // Contemporary problems of space remote sensing of the Earth, 2012. - v. 9 - no. 3 - p. 50. Krasnoperov, R. I., Soloviev, A. A. Analytical geoinformation system for integrated geological-geophysical research in the territory of Russia, // Gornyi Zhurnal (Mining Journal), 2015. - v. 10 - p. 89. Krasnoperov, R. I., Soloviev, A. A. Analytical geoinformation system for integrated geological-geophysical research in the territory of Russia, // Gornyi Zhurnal (Mining Journal), 2015. - v. 10 - p. 89. Lebedev, A. Yu., Beriozko, A. E. Development of centralized catalog of geophysical data processing algorithms, // Russian Journal of Earth Sciences, 2009. - v. 11 - p. 89. Lebedev, A. Yu., Beriozko, A. E. Development of centralized catalog of geophysical data processing algorithms, // Russian Journal of Earth Sciences, 2009. - v. 11 - p. 89. Lutz, M. Learning Python, Fourth Edition - California, USA: O'Reilly Media, Inc.., 2010. - 1216 pp. Lutz, M. Learning Python, Fourth Edition - California, USA: O'Reilly Media, Inc.., 2010. - 1216 pp. Mikhailov, V., Galdeano, A. , Diament, M. , Gvishiani, A. , Agayan, S., Bogoutdinov, Sh., Graeva, E., Sailhac, P. Application of artificial intelligence for Euler solutions clustering, // Geophysics, 2003. - v. 68 - no. 1 - p. 168. Mikhailov, V., Galdeano, A. , Diament, M. , Gvishiani, A. , Agayan, S., Bogoutdinov, Sh., Graeva, E., Sailhac, P. Application of artificial intelligence for Euler solutions clustering, // Geophysics, 2003. - v. 68 - no. 1 - p. 168. Nikolov, B. P., Zharkikh, J. I., Soloviev, A. A., Krasnoperov, R. I., Agayan, S. M. Integration of data mining methods for Earth science data analysis in GIS environment, // Russian Journal of Earth Sciences, 2015. - v. 15 - p. 168. Nikolov, B. P., Zharkikh, J. I., Soloviev, A. A., Krasnoperov, R. I., Agayan, S. M. Integration of data mining methods for Earth science data analysis in GIS environment, // Russian Journal of Earth Sciences, 2015. - v. 15 - p. 168. Soloviev, A. A., Agayan, S. M., Gvishiani, A. D., et al. Recognition of Disturbances with Specified Morphology in Time Series: Part 2. Spikes on 1-s Magnetograms, // Izvestiya. Physics of the Solid Earth, 2012a. - v. 48 - no. 5 - p. 395. Soloviev, A. A., Agayan, S. M., Gvishiani, A. D., et al. Recognition of Disturbances with Specified Morphology in Time Series: Part 2. Spikes on 1-s Magnetograms, // Izvestiya. Physics of the Solid Earth, 2012a. - v. 48 - no. 5 - p. 395. Soloviev, A. A., Berezko, A. E., Gvishiani, A. D., Zhalkovsky, E. A., Agayan, S. M. Creation of an integral geoinformation analytical system ``Earth sciences data for the territory of Russia'' // ``Problems of sustainable of natural and technogenic resources of the Barents region in the technology of construction and technical materials''. Proceedings of the III International Conference - Syktyvkar: Institute of Geology, Komi SC of URAS., 2007. - p. 247. Soloviev, A. A., Berezko, A. E., Gvishiani, A. D., Zhalkovsky, E. A., Agayan, S. M. Creation of an integral geoinformation analytical system ``Earth sciences data for the territory of Russia'' // ``Problems of sustainable of natural and technogenic resources of the Barents region in the technology of construction and technical materials''. Proceedings of the III International Conference - Syktyvkar: Institute of Geology, Komi SC of URAS., 2007. - p. 247. Soloviev, A. A., Bogoutdinov, Sh. R. , Agayan, S. M. , et al. Detection of hardware failures at INTERMAGNET observatories: application of artificial intelligence techniques to geomagnetic records study, // Russ. J. Earth Sci., 2009. - v. 11 - p. 247. Soloviev, A. A., Bogoutdinov, Sh. R. , Agayan, S. M. , et al. Detection of hardware failures at INTERMAGNET observatories: application of artificial intelligence techniques to geomagnetic records study, // Russ. J. Earth Sci., 2009. - v. 11 - p. 247. Soloviev, A., Bogoutdinov, S., Gvishiani, A., Kulchinskiy, R., Zlotnicki, J. Mathematical Tools for Geomagnetic Data Monitoring and the INTERMAGNET Russian Segment, // Data Science Journal, 2013. - v. 12 - p. WDS114. Soloviev, A., Bogoutdinov, S., Gvishiani, A., Kulchinskiy, R., Zlotnicki, J. Mathematical Tools for Geomagnetic Data Monitoring and the INTERMAGNET Russian Segment, // Data Science Journal, 2013. - v. 12 - p. WDS114. Soloviev, A., Chulliat, A., Bogoutdinov, S., et al. Automated recognition of spikes in 1 Hz data recorded at the Easter Island magnetic observatory, // Earth Planets Space, 2012b. - v. 64 - no. 9 - p. 743. Soloviev, A., Chulliat, A., Bogoutdinov, S., et al. Automated recognition of spikes in 1 Hz data recorded at the Easter Island magnetic observatory, // Earth Planets Space, 2012b. - v. 64 - no. 9 - p. 743. Solov'ev, A. A., Shur, D. Yu., Gvishiani, A. D., Mikhailov, V. O., Tikhotskii, S. A. Determination of the magnetic moment vector using cluster analysis of the local linear pseudoinversion of Delta T anomalies, // Doklady Earth Sciences, 2005. - v. 404 - no. 7 - p. 1068. Solov'ev, A. A., Shur, D. Yu., Gvishiani, A. D., Mikhailov, V. O., Tikhotskii, S. A. Determination of the magnetic moment vector using cluster analysis of the local linear pseudoinversion of Delta T anomalies, // Doklady Earth Sciences, 2005. - v. 404 - no. 7 - p. 1068. Widiwijayanti, C., Mikhailov, V., Diament, M., et al. Structure and evolution of the Molucca Sea area: constraints based on interpretation of a combined sea-surface and satellite gravity dataset, // Earth and Planetary Science Letters, 2003. - v. 215 - p. 135. Widiwijayanti, C., Mikhailov, V., Diament, M., et al. Structure and evolution of the Molucca Sea area: constraints based on interpretation of a combined sea-surface and satellite gravity dataset, // Earth and Planetary Science Letters, 2003. - v. 215 - p. 135. Zandbergen, P. A. Python scripting for ArcGIS - California, USA: Esri Press., 2013. - 353 pp. Zandbergen, P. A. Python scripting for ArcGIS - California, USA: Esri Press., 2013. - 353 pp. Zelinskiy, N. R., Kleimenova, N. G. , Kozyreva, O. V. , et al. Algorithm for recognizing Pc3 geomagnetic pulsations in 1-s data from INTERMAGNET equatorial observatories, // Izvestiya. Physics of the Solid Earth, 2014. - v. 50 - no. 2 - p. 240. Zelinskiy, N. R., Kleimenova, N. G. , Kozyreva, O. V. , et al. Algorithm for recognizing Pc3 geomagnetic pulsations in 1-s data from INTERMAGNET equatorial observatories, // Izvestiya. Physics of the Solid Earth, 2014. - v. 50 - no. 2 - p. 240.