{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T21:17:11Z","timestamp":1774646231721,"version":"3.50.1"},"reference-count":73,"publisher":"Pleiades Publishing Ltd","issue":"12","license":[{"start":{"date-parts":[[2020,12,1]],"date-time":"2020-12-01T00:00:00Z","timestamp":1606780800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2020,12,1]],"date-time":"2020-12-01T00:00:00Z","timestamp":1606780800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Eurasian Soil Sc."],"published-print":{"date-parts":[[2020,12]]},"DOI":"10.1134\/s1064229320110083","type":"journal-article","created":{"date-parts":[[2021,1,27]],"date-time":"2021-01-27T12:03:21Z","timestamp":1611749001000},"page":"1709-1725","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Analysis of the Informativity of Big Satellite Precision-Farming Data Processing for Correcting Large-Scale Soil Maps"],"prefix":"10.1134","volume":"53","author":[{"given":"A. L.","family":"Kulyanitsa","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"D. I.","family":"Rukhovich","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P. V.","family":"Koroleva","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ye. V.","family":"Vilchevskaya","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"N. V.","family":"Kalinina","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"137","published-online":{"date-parts":[[2021,1,27]]},"reference":[{"key":"1342_CR1","unstructured":"Analysis and preparation of remote sensing data from open sources for precision farming systems. https:\/\/ gisinfo.ru\/item\/120.htm."},{"key":"1342_CR2","doi-asserted-by":"publisher","first-page":"1029","DOI":"10.1134\/S1064229315100014","volume":"48","author":"A. V. Bryzzhev","year":"2015","unstructured":"A. V. Bryzzhev, D. I. Rukhovich, P. V. Koroleva, N.\u00a0V.\u00a0Kalinina, E. V. Vil\u2019chevskaya, E. A. Dolinina, and S. V. Rukhovich, \u201cOrganization of retrospective monitoring of the soil cover in Azov district of Rostov oblast,\u201d Eurasian Soil Sci. 48, 1029\u20131049 (2015).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR3","unstructured":"Agronomist\u2019s diary, 2018. https:\/\/www.avgust.com\/ newspaper\/topics\/detail.php?ID=6860."},{"key":"1342_CR4","unstructured":"Intterra: innovative solutions for agriculture. https:\/\/ intterra.ru\/ru."},{"key":"1342_CR5","unstructured":"Fertilizer calculator, EuroChem-Novomoskovsk. https:\/\/ eurochem-nakazot.ru\/calculator\/index.html."},{"key":"1342_CR6","doi-asserted-by":"publisher","first-page":"1375","DOI":"10.1134\/S1064229317100040","volume":"50","author":"P. V. Koroleva","year":"2017","unstructured":"P. V. Koroleva, D. I. Rukhovich, A. D. Rukhovich, D.\u00a0D. Rukhovich, A. L. Kulyanitsa, A. V. Trubnikov, N. V. Kalinina, and M. S. Simakova, \u201cLocation of bare soil surface and soil Line on the RED\u2013NIR spectral plane,\u201d Eurasian Soil Sci. 50, 1375\u20131385 (2017).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR7","doi-asserted-by":"publisher","first-page":"1021","DOI":"10.1134\/S1064229318090065","volume":"51","author":"P. V. Koroleva","year":"2018","unstructured":"P. V. Koroleva, D. I. Rukhovich, A. D. Rukhovich, D.\u00a0D. Rukhovich, A. L. Kulyanitsa, A. V. Trubnikov, N. V. Kalinina, and M. S. Simakova, \u201cCharacterization of soil types and subtypes in N-dimensional space of multitemporal (empirical) soil line,\u201d Eurasian Soil Sci. 51, 1021\u20131033 (2018).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR8","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1134\/S1064229317040044","volume":"50","author":"A. L. Kulyanitsa","year":"2017","unstructured":"A. L. Kulyanitsa, A. D. Rukhovich, D. D. Rukhovich, P. V. Koroleva, D. I. Rukhovich, and M. S. Simakova, \u201cThe application of the piecewise linear approximation to the spectral neighborhood of soil line for the analysis of the quality of normalization of remote sensing materials,\u201d Eurasian Soil Sci. 50, 387\u2013395 (2017).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR9","doi-asserted-by":"crossref","unstructured":"C. Lyell, Principles of Geology, 5th ed. (John Murray, London, 1837; Tipogr. E. Barfknekhta i Co, Moscow, 1859).","DOI":"10.5962\/bhl.title.50199"},{"key":"1342_CR10","unstructured":"V. V. Nosov, Economic assessment of the use of mineral fertilizers in Russia in modern conditions, Seminar of Commercial service JSC PhosAgro-Region, Balakovo, May 20, 2015. http:\/\/eeca-ru.ipni.net\/ipniweb\/region\/ eecaru.nsf\/0\/5187B34B53F5AD2E43257E510027CF05\/ $FILE\/Economic%20assessment%20of%20fertilizer% 20use%20in%20Russia_RUS.pdf."},{"key":"1342_CR11","unstructured":"All-Union Instruction on Soil Studies and Compilation of Large-Scale Soil Maps (Kolos, Moscow, 1973) [in Russian]."},{"key":"1342_CR12","unstructured":"JSC Agronout, Skolkovo Community. http:\/\/sk.ru\/ net\/1121390\/."},{"key":"1342_CR13","unstructured":"Soil Map of Azov District of Rostov Oblast, Scale 1 : 100\u2009\n               000 (Rostov-on-Don, 1978) [in Russian]."},{"key":"1342_CR14","unstructured":"Soil Map of Leninskoe Znamya Collective Farm, Azov District of Rostov Oblast, Scale 1 : 25\u2009000 (Southern Branch, State Design and Survey Institute of Land Cadastral Survey, Novocherkassk, 1975) [in Russian]."},{"key":"1342_CR15","unstructured":"Soil Map of Luch Sovkhoz, Azov District of Rostov Oblast (Southern Scientific Research and Design Institute of Land Management, Rostov-on-Don, 1984) [in Russian]."},{"key":"1342_CR16","unstructured":"Soil Map of Mir TOO, Azov District of Rostov Oblast, Scale 1 : 25\u2009\n               000 (Southern Scientific Research and Design Institute of Land Management, Rostov-on-Don, 1994) [in Russian]."},{"key":"1342_CR17","unstructured":"D. I. Rukhovich, Candidate\u2019s Dissertation in Biology (Moscow, 2009)."},{"key":"1342_CR18","doi-asserted-by":"publisher","first-page":"957","DOI":"10.1134\/S1064229311090110","volume":"44","author":"D. I. Rukhovich","year":"2011","unstructured":"D. I. Rukhovich, V. B. Wagner, E. V. Vil\u2019chevskaya, N.\u00a0V. Kalinina, and P. V. Koroleva, \u201cProblems of using digitized thematic maps on the territory of the former soviet union upon the creation of the \u201cSoils of Russia\u201d geographic information system,\u201d Eurasian Soil Sci. 44, 957\u2013968 (2011).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR19","unstructured":"D. I. Rukhovich, P. V. Koroleva, E. V. Vilchevskaya, and N. V. Kalinina, \u201cDigital thematic cartography as change of available sources and their use methods,\u201d in Digital Soil Cartography: Theoretical and Experimental Studies (Dokuchaev Soil Science Inst., Russian Academy of Sciences, Moscow, 2012), pp. 58\u201386."},{"key":"1342_CR20","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1134\/S1064229313030083","volume":"46","author":"D. I. Rukhovich","year":"2013","unstructured":"D. I. Rukhovich, P. V. Koroleva, N. V. Kalinina, E.\u00a0V.\u00a0Vil\u2019chevskaya, M. S. Simakova, E. A. Dolinina, and S. V. Rukhovich, \u201cState soil map of the Russian federation: an ArcInfo version,\u201d Eurasian Soil Sci. 46, 225\u2013240 (2013).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR21","doi-asserted-by":"publisher","first-page":"831","DOI":"10.1134\/S1064229316080123","volume":"49","author":"D. I. Rukhovich","year":"2016","unstructured":"D. I. Rukhovich, A. D. Rukhovich, D. D. Rukhovich, M. S. Simakova, A. L. Kulyanitsa, A. V. Bryzzhev, and P. V. Koroleva, \u201cThe informativeness of coefficients a and b of the soil line for the analysis of remote sensing materials,\u201d Eurasian Soil Sci. 49, 831\u2013845 (2016).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR22","doi-asserted-by":"publisher","first-page":"739","DOI":"10.1134\/S1064229316070085","volume":"49","author":"D. I. Rukhovich","year":"2016","unstructured":"D. I. Rukhovich, A. D. Rukhovich, D. D. Rukhovich, M. S. Simakova, A. L. Kulyanitsa, A. V. Bryzzhev, and P. V. Koroleva, \u201cMaps of averaged spectral deviations from soil lines and their comparison with traditional soil maps,\u201d Eurasian Soil Sci. 49, 739\u2013756 (2016).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR23","doi-asserted-by":"publisher","first-page":"1086","DOI":"10.1134\/S106422931411009X","volume":"47","author":"D. I. Rukhovich","year":"2014","unstructured":"D. I. Rukhovich, M. S. Simakova, A. L. Kulyanitsa, A.\u00a0V. Bryzzhev, P. V. Koroleva, N. V. Kalinina, E.\u00a0V.\u00a0Vil\u2019chevskaya, E. A. Dolinina, and S. V. Rukhovich, \u201cImpact of shelterbelts on the fragmentation of erosional networks and local soil waterlogging,\u201d Eurasian Soil Sci. 47, 1086\u20131099 (2014).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR24","first-page":"605","volume":"5","author":"D. I. Rukhovich","year":"2015","unstructured":"D. I. Rukhovich, M. S. Simakova, A. L. Kulyanitsa, A.\u00a0V. Bryzzhev, P. V. Koroleva, N. V. Kalinina, E.\u00a0V.\u00a0Vil\u2019chevskaya, E. A. Dolinina, and S. V. Rukhovich, \u201cUse of soil maps for retrospective monitoring of lands and soil cover,\u201d Pochvovedenie, No. 5, 605\u2013625 (2015).","journal-title":"Pochvovedenie, No."},{"key":"1342_CR25","doi-asserted-by":"publisher","first-page":"1050","DOI":"10.1134\/S1064229315100099","volume":"48","author":"D. I. Rukhovich","year":"2015","unstructured":"D. I. Rukhovich, M. S. Simakova, A. V. Bryzzhev, P.\u00a0V.\u00a0Koroleva, N. V. Kalinina, E. V. Vil\u2019chveskaya, and E. A. Dolinina, \u201cRetrospective analysis of changes in land uses on vertic soils of closed mesodepressions on the Azov plain,\u201d Eurasian Soil Sci. 48, 1050\u20131075 (2015).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR26","doi-asserted-by":"publisher","first-page":"276","DOI":"10.1134\/S1064229317010136","volume":"50","author":"D. I. Rukhovich","year":"2017","unstructured":"D. I. Rukhovich, M. S. Simakova, A. V. Bryzzhev, P.\u00a0V.\u00a0Koroleva, N. V. Kalinina, G. I. Chernousenko, E.\u00a0V. Vil\u2019chevskaya, E. A. Dolinina, and S. V. Rukhovich, \u201cThe influence of soil salinization on land use changes in Azov district of Rostov oblast,\u201d Eurasian Soil Sci. 50, 276\u2013295 (2017).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR27","series-title":"Soil maps","volume-title":"Cartography of Russia: Topographic and Thematic Maps","author":"M. S. Simakova","year":"1999","unstructured":"M. S. Simakova, \u201cSoil maps,\u201d in Cartography of Russia: Topographic and Thematic Maps (Institute of Geography, Russian Academy of Sciences, Moscow, 1999), pp.\u00a0113\u2013133."},{"key":"1342_CR28","doi-asserted-by":"crossref","unstructured":"M. S. Simakova, D. I. Rukhovich, P. V. Koroleva, E.\u00a0V.\u00a0Vil\u2019chevskaya, and N. V. Kalinina, \u201cDigitized version of the state soil map on a scale of 1 : 1 M: problems and solutions,\u201d Eurasian Soil Sci. 45, 337\u2013347 (2012).","DOI":"10.1134\/S1064229312040114"},{"key":"1342_CR29","volume-title":"Compilation and Use of Soil Maps","year":"1987","unstructured":"Compilation and Use of Soil Maps, Ed. by A. D. Kashanskii (Agropromizdat, Moscow, 1987) [in Russian]."},{"key":"1342_CR30","unstructured":"Technology of map compilation of intrafield heterogeneity according to retrospective monitoring for map compilation of the tasks for differential fertilization with complex fertilizers, project no. AAAA-G18-618030290009-4, 2018. https:\/\/rosrid.ru\/rid\/YVUTLONSZRTT3KN7ASFCEUEJ."},{"key":"1342_CR31","first-page":"2","volume":"9","author":"V. F. Fedorenko","year":"2017","unstructured":"V. F. Fedorenko, D. I. Rukhovich, P. V. Koroleva, E.\u00a0V.\u00a0Vilchevskaya, N. V. Kalinina, A. V. Trubnikov, and N. P. Mishurov, \u201cAssessment of intrafield heterigenity of coil cover for coordinate land farming technology,\u201d Tekh. Oborud. Sela, No. 9 (243), 2\u20136 (2017).","journal-title":"Sela, No."},{"key":"1342_CR32","unstructured":"M. E. Fleis, M. M. Borisov, and M. V. Aleksandrovich, \u201cCartographic projections and coordination of maps of Russia and the Soviet Union of different times in the geoinformation environment,\u201d Izv. Ross. Akad. Nauk, Ser. Geogr., No. 5, 118\u2013125 (2008)."},{"key":"1342_CR33","volume-title":"The Structures of World Soil Cover","author":"V. M. Fridland","year":"1984","unstructured":"V. M. Fridland, The Structures of World Soil Cover (Mysl\u2019, Moscow, 1984) [in Russian]."},{"key":"1342_CR34","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1134\/S1064229315070042","volume":"48","author":"N. B. Khitrov","year":"2015","unstructured":"N. B. Khitrov, D. I. Rukhovich, A. V. Bryzzhev, N.\u00a0V.\u00a0Kalinina, and L. V. Rogovneva, \u201cThe geography of vertisols and vertic soils in the Kuban-Azov Lowland,\u201d Eurasian Soil Sci. 48, 671\u2013688 (2015).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR35","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1134\/S1064229320010147","volume":"53","author":"P. V. Koroleva","year":"2020","unstructured":"P. V. Koroleva, N. V. Kalinina, D. I. Rukhovich, G.\u00a0A.\u00a0Suleiman, and E. A. Dolinina, \u201cDifferences in inventories of waterlogged territories in soil surveys of different years and in land management documents,\u201d Eurasian Soil Sci. 53, 294\u2013309 (2020).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR36","doi-asserted-by":"publisher","first-page":"566","DOI":"10.1134\/S1064229319050119","volume":"52","author":"D. A. Shapovalov","year":"2019","unstructured":"D. A. Shapovalov, P. V. Koroleva, G. A. Suleiman, and D. I. Rukhovich, \u201cSoil delineations on public cadaster maps as elements of the soil\u2013land cover mapping,\u201d Eurasian Soil Sci. 52, 566\u2013583 (2019).","journal-title":"Eurasian Soil Sci."},{"key":"1342_CR37","unstructured":"D. A. Shapovalov, D. I. Rukhovich, P. V. Koroleva, N.\u00a0V. Kalinina, E. V. Vilchevskaya, and A. L. Kulyanitsa, \u201cASF-Index\u2014a map of stable intra-field heterogeneity of soil cover fertility based on big satellite data for precision agriculture tasks,\u201d Mezhdunar. S-kh. Zh., No. 1 (373), (2020)."},{"key":"1342_CR38","unstructured":"AGRO-SAT consulting. http:\/\/agro-sat.de\/."},{"key":"1342_CR39","doi-asserted-by":"crossref","unstructured":"A. Azabdaftari and F. Sunar, \u201cSoil salinity mapping using multitemporal Landsat data,\u201d Int. Arch. Photogram., Remote Sens. Spatial Inf. Sci. XLI-B7, (2016).","DOI":"10.5194\/isprsarchives-XLI-B7-3-2016"},{"key":"1342_CR40","doi-asserted-by":"publisher","first-page":"610","DOI":"10.3390\/rs8070610","volume":"8","author":"C. De Bernardis","year":"2016","unstructured":"C. De Bernardis, F. Vicente-Guijalba, T. Martinez-Marin, and J. M. Lopez-Sanchez, \u201cParticle filter approach for real-time estimation of crop phenological states using time series of NDVI images,\u201d Remote Sens. 8 (7), 610 (2016).","journal-title":"Remote Sens."},{"key":"1342_CR41","unstructured":"Big data in agriculture (Intel). https:\/\/www.intel.ru\/ content\/www\/ru\/ru\/big-data\/lessons-from-the-field. html."},{"key":"1342_CR42","unstructured":"Big data science for precision farming business. https:\/\/semanticommunity.info\/Data_Science\/Big_ Data_Science_ for_Precision_Farming_Business."},{"key":"1342_CR43","doi-asserted-by":"publisher","first-page":"531","DOI":"10.1016\/j.isprsjprs.2018.10.018","volume":"146","author":"A. De la Casa","year":"2018","unstructured":"A. De la Casa, G. Ovando, L. Bressanini, J. Mart\u00ednez, G. D\u00edaz, and C. Miranda, \u201cSoybean crop coverage estimation from NDVI images with different spatial resolution to evaluate yield variability in a plot,\u201d ISPRS J. Photogram. Remote Sens. 146, 531\u2013547 (2018).","journal-title":"ISPRS J. Photogram. Remote Sens."},{"key":"1342_CR44","doi-asserted-by":"crossref","unstructured":"M. Cox and D. Ellsworth, \u201cApplication-controlled demand paging for out-of-core visualization,\u201d in Proceedings of the 8th Conference on Visualization \u201997 (VIS \u201997), Los Alamitos, CA (IEEE Computer Society Press, Washington, DC, 1997), pp. 235\u2013244.","DOI":"10.1109\/VISUAL.1997.663888"},{"key":"1342_CR45","unstructured":"Cropio. https:\/\/about.cropio.com\/ru\/."},{"key":"1342_CR46","volume-title":"Digital Soil Mapping: An Introductory Perspective","year":"2007","unstructured":"Digital Soil Mapping: An Introductory Perspective, Ed. by Ph. Lagsherle and A. B. McBratney (Elsevier, Amsterdam, 2007), Vol. 31."},{"key":"1342_CR47","unstructured":"ExactFarming, https:\/\/www.exactfarming.com\/ru\/"},{"key":"1342_CR48","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.rse.2007.02.005","volume":"110","author":"J. Farifteh","year":"2007","unstructured":"J. Farifteh, F. van der Meer, C. Atzberger, and E. Carranza, \u201cQuantitative analysis of salt-affected soil reflectance spectra: a comparison of two adaptive methods (PLSR and ANN),\u201d Remote Sens. Environ. 110 (1), 59\u201378 (2007). https:\/\/doi.org\/10.1016\/j.rse.2007.02.005","journal-title":"Remote Sens. Environ."},{"key":"1342_CR49","unstructured":"Farm management, Satellite big data: How it is changing the face of precision farming, 2018. http:\/\/ www.farmmanagement.pro\/satellite-big-data-how-it-is-changing-the-face-of-precision-farming\/."},{"key":"1342_CR50","unstructured":"Farmers Edge. https:\/\/www.farmersedge.ca\/ru\/."},{"key":"1342_CR51","doi-asserted-by":"publisher","first-page":"1571","DOI":"10.3390\/rs10101571","volume":"10","author":"B. C. Gallo","year":"2018","unstructured":"B. C. Gallo, J. A. M. Dematt\u00ea, R. Rizzo, J. L. Safanelli, W. S. de Mendes, I. F. Lepsch, M. V. Sato, D. J. Romero, and M. P. C. Lacerda, \u201cMulti-temporal satellite images on topsoil attribute quantification and the relationship with soil classes and geology,\u201d Remote Sens. 10 (10), 1571 (2018).","journal-title":"Remote Sens."},{"key":"1342_CR52","volume-title":"Digital Soil Mapping: Bridging Research, Environmental Application, and Operation","author":"A. E. Hartemink","year":"2010","unstructured":"A. E. Hartemink, A. C. Moore, D. W. Howell, J.\u00a0L.\u00a0Boettinger, and S. Kienast-Brown, Digital Soil Mapping: Bridging Research, Environmental Application, and Operation (Springer-Verlag, New York, 2010)."},{"key":"1342_CR53","doi-asserted-by":"publisher","first-page":"1915","DOI":"10.1016\/S2095-3119(17)61859-8","volume":"17","author":"Y. Huang","year":"2018","unstructured":"Y. Huang, Z.-X. Chen, T. Yu, X.-Z. Huang, and X.\u2011F.\u00a0Gu, \u201cAgricultural remote sensing big data: management and applications,\u201d J. Integr. Agric. 17 (9), 1915\u20131931 (2018). https:\/\/doi.org\/10.1016\/S2095-3119(17)61859-8","journal-title":"J. Integr. Agric."},{"key":"1342_CR54","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1017\/S0080456800029227","volume":"1","author":"J. Hutton","year":"1788","unstructured":"J. Hutton, \u201cTheory of the Earth; or an investigation of the laws observable in the composition, dissolution, and restoration of land upon the Globe,\u201d Trans. R. Soc. Edinburgh. 1 (2), 209\u2013304 (1788).","journal-title":"Trans. R. Soc. Edinburgh."},{"key":"1342_CR55","doi-asserted-by":"publisher","first-page":"507","DOI":"10.3390\/ijgi3020507","volume":"3","author":"B. Johnson","year":"2014","unstructured":"B. Johnson, \u201cEffects of pansharpening on vegetation indices,\u201d ISPRS Int. J. Geo-Inf. 3 (2), 507\u2013522 (2014).","journal-title":"ISPRS Int. J. Geo-Inf."},{"key":"1342_CR56","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1016\/j.compag.2017.09.037","volume":"143","author":"A. Kamilaris","year":"2017","unstructured":"A. Kamilaris, A. Kartakoullis, and F. X. Prenafeta-Bold\u00fa, \u201cA review on the practice of big data analysis in agriculture,\u201d Comput. Electron. Agric. 143, 23\u201337 (2017). https:\/\/doi.org\/10.1016\/j.compag.2017.09.037","journal-title":"Comput. Electron. Agric."},{"key":"1342_CR57","unstructured":"R. J. Kauth and G. S. Thomas, \u201cThe tasselled cap\u2014A\u00a0graphic description of the spectral-temporal development of agricultural crops as seen by Landsat,\u201d in Proceedings of the Symposium on Machine Processing of Remotely Sensed Data, West Lafayette, Indiana, June 29\u2013July 1, \n               1976 (Purdue University, West Lafayette, IN, 1976), pp. 4B-41\u20134B-51."},{"key":"1342_CR58","first-page":"274","volume":"106","author":"M.-P. Kwan","year":"2016","unstructured":"M.-P. Kwan, \u201cAlgorithmic geographies: big data, algorithmic uncertainty, and the production of geographic knowledge,\u201d Ann. Am. Assoc. Geogr. 106 (2), 274\u2013282 (2016).","journal-title":"Ann. Am. Assoc. Geogr."},{"key":"1342_CR59","doi-asserted-by":"publisher","first-page":"45","DOI":"10.3389\/fenvs.2015.00045","volume":"3","author":"P. Liu","year":"2015","unstructured":"P. Liu, \u201cA survey of remote-sensing big data,\u201d Front. Environ. Sci. 3, 45 (2015). https:\/\/doi.org\/10.3389\/fenvs.2015.00045","journal-title":"Front. Environ. Sci."},{"key":"1342_CR60","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/S0016-7061(03)00223-4","volume":"117","author":"A. B. McBratney","year":"2003","unstructured":"A. B. McBratney, M. L. Mendon\u00e7a-Santos, and B.\u00a0Minasny, \u201cOn digital soil mapping,\u201d Geoderma 117 (1\u20132), 3\u201352 (2003).","journal-title":"Geoderma"},{"key":"1342_CR61","series-title":"Digital soil mapping of topsoil organic carbon content of Rio de Janeiro State. Brazil","volume-title":"Digital Soil Mapping","author":"M. L. Mendon\u00e7a-Santos","year":"2010","unstructured":"M. L. Mendon\u00e7a-Santos, R. O. Dart, H. G. Santos, M.\u00a0R. Coelho, R. L. L. Berbara, and J. F. Lumbreras, \u201cDigital soil mapping of topsoil organic carbon content of Rio de Janeiro State. Brazil, in Digital Soil Mapping (Springer-Verlag, New York, 2010), pp. 255\u2013266."},{"key":"1342_CR62","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1007\/s10708-014-9602-6","volume":"80","author":"H. J. Miller","year":"2015","unstructured":"H. J. Miller and M. F. Goodchild, \u201cData-driven geography,\u201d GeoJournal 80 (4), 449\u2013461 (2015). https:\/\/doi.org\/10.1007\/s10708-014-9602-6","journal-title":"GeoJournal"},{"key":"1342_CR63","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.geoderma.2010.12.018","volume":"162","author":"V. L. Mulder","year":"2011","unstructured":"V. L. Mulder, S. de Bruin, M. E. Schaepman, and T.\u00a0R.\u00a0Mayr, \u201cThe use of remote sensing in soil and terrain mapping\u2014A review,\u201d Geoderma 162, 1\u201319 (2011).","journal-title":"Geoderma"},{"key":"1342_CR64","unstructured":"NASA soil moisture mission produces first global maps. https:\/\/www.jpl.nasa.gov\/news\/news.php?release= 2015-138."},{"key":"1342_CR65","unstructured":"NEXT farming: smarte l\u00f6sungen f\u00fcr landwirte. https:\/\/ www.nextfarming.de\/."},{"key":"1342_CR66","unstructured":"NEXT Geodata service. https:\/\/www.nextfarming.com\/ products\/next-farming-service\/next-geodata-service\/."},{"key":"1342_CR67","series-title":"Geographical data mining: key design issues","volume-title":"Proceedings of the 4th International Conference on GeoComputation, Fredericksburg, Virginia, USA","author":"S. Openshaw","year":"1999","unstructured":"S. Openshaw, \u201cGeographical data mining: key design issues,\u201d in Proceedings of the 4th International Conference on GeoComputation, Fredericksburg, Virginia, USA, July 25\u201328, 1999 (Institute of Electrical and Electronics Engineers, Piscataway, NJ, 1999). http:\/\/www.geocomputation.org\/1999\/051\/gc_051.htm."},{"key":"1342_CR68","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1007\/s10113-007-0031-7","volume":"7","author":"V. A. Romanenkov","year":"2007","unstructured":"V. A. Romanenkov, J. U. Smith, P. Smith, O. D. Sirotenko, D. I. Rukhovich, and I. A. Romanenko, \u201cSoil organic carbon dynamics of croplands in European Russia: estimates from the \u201cmodel of humus balance,\u201d Reg. Environ. Change 7 (2), 93\u2013104 (2007).","journal-title":"Reg. Environ. Change"},{"key":"#cr-split#-1342_CR69.1","doi-asserted-by":"crossref","unstructured":"D. A. Shapovalov, V. F. Fedorenko, A. V. Trubnikov, P.\u00a0V. Koroleva, and D. I. Rukhovich, \"Maps of stable intra-field heterogeneity based on big satellite data in the precision farming system,\" in Proceedings of the 19th International Multidisciplinary Scientific GeoConference SGEM 2019: conference proceedings, Albena, Bulgaria, June 30-July 6,","DOI":"10.5593\/sgem2019\/2.2\/S11.111"},{"key":"#cr-split#-1342_CR69.2","doi-asserted-by":"crossref","unstructured":"2019 (Sofia, 2019), Vol. 19, No. 2.2, pp. 903-908.","DOI":"10.1039\/C9LC90026H"},{"key":"1342_CR70","doi-asserted-by":"publisher","first-page":"988","DOI":"10.2136\/sssaj2002.9880","volume":"66","author":"K. D. Shepherd","year":"2002","unstructured":"K. D. Shepherd and M. G. Walsh, \u201cDevelopment of reflectance spectral libraries for characterization of soil properties,\u201d Soil Sci. Soc. Am. J. 66 (3), 988\u2013998 (2002). https:\/\/doi.org\/10.2136\/sssaj2002.9880","journal-title":"Soil Sci. Soc. Am. J."},{"key":"1342_CR71","unstructured":"SRTM. http:\/\/srtm.csi.cgiar.org\/."},{"key":"1342_CR72","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1016\/j.geoderma.2015.04.008","volume":"253\u2013254","author":"R. Taghizadeh-Mehrjardi","year":"2015","unstructured":"R. Taghizadeh-Mehrjardi, K. Nabiollahi, B. Minasny, and J. Tnantafilis, \u201cComparing data mining classifiers to predict spatial distribution of USDA-family soil groups in Baneh region. Iran,\u201d Geoderma 253\u2013254, 67\u201377 (2015).","journal-title":"Geoderma"}],"container-title":["Eurasian Soil Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1134\/S1064229320110083.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1134\/S1064229320110083","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1134\/S1064229320110083.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T05:43:30Z","timestamp":1773812610000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1134\/S1064229320110083"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,12]]},"references-count":73,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2020,12]]}},"alternative-id":["1342"],"URL":"https:\/\/doi.org\/10.1134\/s1064229320110083","relation":{},"ISSN":["1064-2293","1556-195X"],"issn-type":[{"value":"1064-2293","type":"print"},{"value":"1556-195X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,12]]},"assertion":[{"value":"13 January 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 February 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 April 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 January 2021","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare that they have no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"CONFLICT OF INTEREST"}}]}}