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
1. 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.; EDN: https://elibrary.ru/RZYRGP
2. 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.
3. 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.; DOI: https://doi.org/10.1007/s10559-014-9605-9; EDN: https://elibrary.ru/UGIWML
4. 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.; DOI: https://doi.org/10.2205/2014ES000543; EDN: https://elibrary.ru/TUPQIB
5. 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.; DOI: https://doi.org/10.5334/dsj-2016-016; EDN: https://elibrary.ru/YVCYHB
6. 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.
7. 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.
8. 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.
9. 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.
10. Berezko, A., Rybkina, A., Soloviev, A., Krasnoperov, R. Intellectual GIS, // Vestn. Otd. nauk Zemle RAN, 2009a. - no. 1 - p. 19.
11. 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.
12. 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.; DOI: https://doi.org/10.2205/2011ES000501; EDN: https://elibrary.ru/SFWENH
13. 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.; DOI: https://doi.org/10.2205/2007ES000245; EDN: https://elibrary.ru/SCXDRB
14. 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.; EDN: https://elibrary.ru/SAAIAD
15. 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.; DOI: https://doi.org/10.1134/S1069351310110091; EDN: https://elibrary.ru/OHNQXV
16. 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.; DOI: https://doi.org/10.1023/A:1016347513346; EDN: https://elibrary.ru/BLFEGG
17. 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.; EDN: https://elibrary.ru/PBBHLJ
18. 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.
19. 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.; DOI: https://doi.org/10.1007/s10559-008-9009-9; EDN: https://elibrary.ru/LLCORT
20. 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.; DOI: https://doi.org/10.1134/s1069351313060049; EDN: https://elibrary.ru/RWLSEH
21. 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.; DOI: https://doi.org/10.1007/s10712-014-9297-8; EDN: https://elibrary.ru/SNUEJF
22. 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.; EDN: https://elibrary.ru/LHEDWR
23. 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.; EDN: https://elibrary.ru/EDBUSL
24. 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.; EDN: https://elibrary.ru/PBMRMR
25. 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.; DOI: https://doi.org/10.17580/gzh.2015.10.16; EDN: https://elibrary.ru/VCTAUR
26. 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.; EDN: https://elibrary.ru/SFYYKX
27. Lutz, M. Learning Python, Fourth Edition - California, USA: O'Reilly Media, Inc.., 2010. - 1216 pp.
28. 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.; DOI: https://doi.org/10.1190/1.1543204; EDN: https://elibrary.ru/ERLVKP
29. 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.; DOI: https://doi.org/10.2205/2015ES000559; EDN: https://elibrary.ru/VCPAIN
30. 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.; DOI: https://doi.org/10.1134/S106935131204009X; EDN: https://elibrary.ru/PDPDWV
31. 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.
32. 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.; DOI: https://doi.org/10.2205/2009ES000387; EDN: https://elibrary.ru/SFYYJT
33. 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.
34. 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.; DOI: https://doi.org/10.5047/eps.2012.03.004; EDN: https://elibrary.ru/RGCFEZ
35. 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.; EDN: https://elibrary.ru/LJKRWP
36. 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.; DOI: https://doi.org/10.1016/S0012-821X(03)00416-3; EDN: https://elibrary.ru/LHVRPN
37. Zandbergen, P. A. Python scripting for ArcGIS - California, USA: Esri Press., 2013. - 353 pp.
38. 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.; DOI: https://doi.org/10.1134/S106935131402013X; EDN: https://elibrary.ru/SKPRBD