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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">esoil</journal-id><journal-title-group><journal-title xml:lang="ru">Бюллетень Почвенного института имени В.В. Докучаева</journal-title><trans-title-group xml:lang="en"><trans-title>Dokuchaev Soil Bulletin</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">0136-1694</issn><issn pub-type="epub">2312-4202</issn><publisher><publisher-name>V.V. Dokuchaev Soil Science Institute</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.19047/0136-1694-2020-105-146-172</article-id><article-id custom-type="elpub" pub-id-type="custom">esoil-597</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Возможности использования данных тепловой съемки для детектирования основных параметров плодородия пахотных почв</article-title><trans-title-group xml:lang="en"><trans-title>The possibilities of using thermal infrared imaging data for detecting the main parameters of arable soil fertility</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6325-4604</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Грубина</surname><given-names>П. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Grubina</surname><given-names>P. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Младший научный сотрудник, отдел генезиса, географии, классификации и цифровой картографии почв, SPIN: 8805-9813</p><p>119017, Москва, Пыжевский пер, 7, стр. 2</p></bio><bio xml:lang="en"><p>7 Bld. 2 Pyzhevskiy per., Moscow 119017</p></bio><email xlink:type="simple">antianira@bk.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8739-5441</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Савин</surname><given-names>И. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Savin</surname><given-names>I. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p>119017, Москва, Пыжевский пер, 7, стр. 2; 117198, Москва, ул. Миклухо-Маклая, 6</p></bio><bio xml:lang="en"><p>7 Bld. 2 Pyzhevskiy per., Moscow 119017; 8/2 Miklukho-Maklaya Str., Moscow 117198</p></bio><email xlink:type="simple">savin_iyu@esoil.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7743-8607</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Прудникова</surname><given-names>Е. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Prudnikova</surname><given-names>E. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p>119017, Москва, Пыжевский пер, 7, стр. 2; 117198, Москва, ул. Миклухо-Маклая, 6</p></bio><bio xml:lang="en"><p>7 Bld. 2 Pyzhevskiy per., Moscow 119017;8/2 Miklukho-Maklaya Str., Moscow 117198</p></bio><email xlink:type="simple">prudnikova_eyu@esoil.ru</email><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>ФИЦ "Почвенный институт им. В.В. Докучаева"</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Federal Research Centre “V.V. Dokuchaev Soil Science Institute”</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>ФИЦ "Почвенный институт им. В.В. Докучаева";&#13;
Российский университет дружбы народов</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Federal Research Centre “V.V. Dokuchaev Soil Science Institute”; &#13;
Ecological Faculty of RUDN University</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>25</day><month>12</month><year>2020</year></pub-date><volume>0</volume><issue>105</issue><fpage>146</fpage><lpage>172</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Грубина П.Г., Савин И.Ю., Прудникова Е.Ю., 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Грубина П.Г., Савин И.Ю., Прудникова Е.Ю.</copyright-holder><copyright-holder xml:lang="en">Grubina P.G., Savin I.Y., Prudnikova E.Y.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://bulletin.esoil.ru/jour/article/view/597">https://bulletin.esoil.ru/jour/article/view/597</self-uri><abstract><p>Проведен анализ возможности использования результатов тепловой съемки для детектирования параметров плодородия серых лесных и аллювиальных пахотных почв на примере ключевого участка в Тульской области. Совместно с отбором 25 образцов почв из слоя 0–10 см проводилась съемка открытой поверхности почв с использованием тепловизора FLIR VUE 512 и измерение спектральной отражательной способности почв. По результатам корреляционного анализа было установлено, что наиболее тесные связи наблюдаются с такими параметрами плодородия почв: содержание гумуса, азота, обменных магния и калия. Коэффициент корреляции между содержанием гумуса и отражением в видимой и ближней ИК-областях, а также со средним значением показаний тепловизора превышает 0.81. В разных диапазонах видимого спектра корреляция отражения с содержанием обменного магния и калия ниже, чем в тепловой области, где коэффициент корреляции с содержанием обменного магния составляет 0.81, а с содержанием обменного калия – 0.65. Построены степенные регрессионные уравнения для детектирования по отражению в тепловой области спектра таких параметров плодородия почв как содержание гумуса (R2 = 0.74), обменного калия (R2 = 0.68) и обменного магния (R2 = 0.72). Регрессии, полученные с данными тепловизора и с данными отражения в видимом и ближнем ИК-диапазонах, близки по качеству для детектирования содержания гумуса и обменного калия, а для детектирования обменного магния немного выше. Полученные результаты показывают, что тепловая съемка применима для детектирования наиболее значимых параметров плодородия почв тестового поля и может быть использована в качестве основы для их оперативного дистанционного мониторинга.</p></abstract><trans-abstract xml:lang="en"/><kwd-group xml:lang="ru"><kwd>тепловизор</kwd><kwd>ИК-диапазон</kwd><kwd>агрохимические показатели плодородия почв</kwd><kwd>спектральная отражательная способность почв</kwd><kwd>Тульская область</kwd></kwd-group><kwd-group xml:lang="en"><kwd>FLIR</kwd><kwd>infrared band</kwd><kwd>agrochemical soil fertility properties</kwd><kwd>spectral reflectivity of soil</kwd><kwd>Tula region</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Почвенный институт В.В. Докучаева, исследования выполнены при поддержке грантов РФФИ 18-016-0052/19 и РНФ (№ 20-67-46017)</funding-statement><funding-statement xml:lang="en">Federal Research Centre “V.V. Dokuchaev Soil Science Institute” . The studies were carried out with the financial support of the Russian Foundation for Basic Research (RFBR) project No. 18-016-0052/19 and the Russian Science Foundation (No. 20-67-46017)</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Агроклиматический справочник по Тульской области. Л.: Гидрометеоиздат, 1958. 128 с.</mixed-citation><mixed-citation xml:lang="en">Agroklimaticheskii spravochnik po Tulskoi oblasti (Agroclimatic guide to the Tula region), Leningrad: Gidrometeoizdat, 1958, 128 p.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Анциферов А.Ю. Технологические особенности идентификации состояния почв методами дистанционного зондирования // Известия высших учебных заведений. Геодезия и аэрофотосъемка. 2012. С. 76–80.</mixed-citation><mixed-citation xml:lang="en">Antsiferov A.Yu., Tekhnologicheskie osobennosti identifikatsii sostoyaniya pochv metodami distantsionnogo zondirovaniya (Technological features of identification of soil condition by remote sensing methods), Izvestiya vysshikh uchebnykh zavedenii, Geodeziya i aerofotosemka, 2012, pp. 76–80.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Вадюнина А.Ф., Корчагина З.А. Методы исследования физических свойств почв. М.: Агропромиздат. 1986 г. 416 с.</mixed-citation><mixed-citation xml:lang="en">Vadyunina A.F., Korchagina Z.A., Metody issledovaniya fizicheskikh svoistv pochv (Methods of studying the physical properties of soils), Moscow: Agropromizdat, 1986, 416 p.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Карманов И.И. Спектральная отражательная способность и цвет почв как показатели их свойств. М.: Колос, 1974. 351 с.</mixed-citation><mixed-citation xml:lang="en">Karmanov I.I., Spektralnaya otrazhatelnaya sposobnost i tsvet pochv kak pokazateli ikh svoistv (Spectral reflectivity and color of soils as indicators of their properties), Mosсow: Kolos, 1974, 351 p.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Качинский Н.А. Физика почвы. Часть 1. М.: Высшая школа, 1965. 321 с.</mixed-citation><mixed-citation xml:lang="en">Kachinskii N.A., Fizika pochvy (Soil physics), Moscow: Vysshaya shkola, 1965, 321 p.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Методические указания по проведению комплексного мониторинга плодородия почв земель сельскохозяйственного назначения. М.: ФГНУ “Росинформагротех”, 2003. 240 с.</mixed-citation><mixed-citation xml:lang="en">Metodicheskie ukazaniya po provedeniyu kompleksnogo monitoringa plodorodiya pochv zemel selskokhozyaistvennogo naznacheniya (Guidelines for the comprehensive monitoring of soil fertility of agricultural lands), Moscow: FGNU “Rosinformagrotekh”, 2003, 240 p.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Михайлова Н.А., Орлов Д.С. Оптические свойства почв и почвенных компонентов. М.: Наука, 1986. 119 с.</mixed-citation><mixed-citation xml:lang="en">Mikhailova N.A., Orlov D.S., Opticheskie svoistva pochv i pochvennykh komponentov (Optical properties of soils and soil components), Moscow: Nauka, 1986, 119 p.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Обухов А.И., Орлов Д.С. Спектральная отражательная способность главнейших типов почв и возможности использования диффузного отражения при почвенных исследованиях // Почвоведение. 1964. № 2. С. 83–93.</mixed-citation><mixed-citation xml:lang="en">Obukhov A.I., Orlov D.S., Spektral'naya otrazhatel'naya sposobnost glavneishikh tipov pochv i vozmozhnosti ispolzovaniya diffuznogo otrazheniya pri pochvennykh issledovaniyakh (Spectral reflectivity of the most important soil types and the possibility of using diffuse reflection in soil studies), Pochvovedenie, Moscow, 1964, No. 2, pp. 83–93.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Орлов Д.С., Суханова Н.И., Розанова М.С. Спектральная отражательная способность почв и их компонентов. М.: МГУ, 2001. 176 с.</mixed-citation><mixed-citation xml:lang="en">Orlov D.S., Sukhanova N.I., Rozanova M.S., Spektralnaya otrazhatelnaya sposobnost pochv i ikh komponentov (Spectral reflectivity of soils and their components), Moscow: MGU, 2001, 176 p.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Ратников А.И. Почвы Тульской области: Автореф. дисс. … канд. с.-х. наук. М., 1960. 25 с.</mixed-citation><mixed-citation xml:lang="en">Ratnikov A.I., Pochvy Tulskoi oblasti: Avtoref. diss. … kand. s.-kh. nauk (Soils of the Tula region: Extended Abstract of Сand. agric. sci. thesis), Moscow, 1960, 25 p.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Редькин Ф.Б., Геннадиев А.Н., Савин И.Ю. Антропогенно измененные почвы севера Среднерусской возвышенности: эволюция и классификация // Ветн. Моск. ун-та. Сер. 5. География. 1996. № 2. С. 31–36.</mixed-citation><mixed-citation xml:lang="en">Red'kin F.B., Gennadiev A.N., Savin I.Yu., Antropogenno izmenennye pochvy severa Srednerusskoi vozvyshennosti: evolyutsiya i klassifikatsiya (Anthropogenically modified soils of the north of the Central Russian Upland: evolution and classification), Vestn. Mosk. un-ta. Ser. 5. Geografiya, Moscow, 1996, No. 2, pp. 31–36.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Савин И.Ю. Современный спутниковый мониторинг почв и посевов: достижения и проблемы // В сборнике: Применение средств дистанционного зондирования земли в сельском хозяйстве. 2015. С. 29–32.</mixed-citation><mixed-citation xml:lang="en">Savin I.Yu., Sovremennyi sputnikovyi monitoring pochv i posevov: dostizheniya i problemy (Modern satellite monitoring of soils and crops: achievements and challenges), In: Primenenie sredstv distantsionnogo zondirovaniya zemli v selskom khozyaistve (Application of remote sensing tools in agriculture), 2015, pp. 29–32.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Савин И.Ю., Симакова М.С. Спутниковые технологии для инвентаризации и мониторинга почв в России // Современные проблемы дистанционного зондирования Земли из космоса. 2012. Т. 9. № 5. С. 104–115.</mixed-citation><mixed-citation xml:lang="en">Savin I.Yu., Simakova M.S., Sputnikovye tekhnologii dlya inventarizatsii i monitoringa pochv v Rossii (Satellite technologies for soil inventory and monitoring in Russia), Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2012, Vol. 9, No. 5, pp. 104–115.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Симакова М.С., Савин И.Ю. Использование материалов аэро-и космической съемки в картографировании почв: пути развития, состояние, задачи // Почвоведение. 1998. № 11. С. 1339–1347.</mixed-citation><mixed-citation xml:lang="en">Simakova M.S., Savin I.Yu., Ispolzovanie materialov aero-i kosmicheskoi semki v kartografirovanii pochv: puti razvitiya, sostoyanie, zadachi (The use of aerial and satellite imagery in soil mapping: development paths, status, tasks), Pochvovedenie, 1998, No. 11, pp. 1339–1347.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Сорокина Н.П. Структура почвенного покрова пахотных земель: Типизация, картографирование, агроэкологическая оценка: Дисс. … докт. с.-х. наук: 03.00.27. М., 2003. 294 с.</mixed-citation><mixed-citation xml:lang="en">Sorokina N.P., Struktura pochvennogo pokrova pakhotnykh zemel: Tipizatsiya, kartografirovanie, agroekologicheskaya otsenka: Diss. … dokt. s.-kh. nauk: 03.00.27 (The structure of the soil cover of arable land: Typification, mapping, agroecological assessment: Doctor of agric. sci. thesis), Moscow, 2003, 294 p.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Чинилин А.В., Савин И.Ю. Потенциальные возможности дистанционной индикации характера почвообразующих и подстилающих пород черноземных почв по цветовым характеристикам их поверхности // Известия Тимирязевской сельскохозяйственной академии. 2018. № 1. С. 48–59.</mixed-citation><mixed-citation xml:lang="en">Chinilin A.V., Savin I.Yu., Potentsial'nye vozmozhnosti distantsionnoi indikatsii kharaktera pochvoobrazuyushchikh i podstilayushchikh porod chernozemnykh pochv po tsvetovym kharakteristikam ikh poverkhnosti (Potential remote indication of the nature of soil-forming and underlying rocks of chernozem soils by the color characteristics of their surface), Izvestiya Timiryazevskoi selskokhozyaistvennoi akademii, 2018, No. 1, pp. 48–59.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Шеин Е.В. Курс физики почв. М.: МГУ, 2005. 432 с.</mixed-citation><mixed-citation xml:lang="en">Shein E.V., Kurs fiziki pochv (Soil physics course), Moscow: MGU, 2005, 432 p.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Ягодин Б.А., Жуков Ю.П., Кобзаренко В.И. Агрохимия. М.: Колос, 2002. 584 с.</mixed-citation><mixed-citation xml:lang="en">Yagodin B.A., Zhukov Yu.P., Kobzarenko V.I., Agrokhimiya (Аgrochemistry), Moscow: Kolos, 2002, 584 p.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Camargo L.A., Marques J., Barron V., Ferracciu Alleoni L.R., Barbosa R.S., Pereira G.T. Mapping of clay, iron oxide and adsorbed phosphate in Oxisols using diffuse reflectance spectroscopy // Geoderma. 2015. Vol. 251. P. 124–132.</mixed-citation><mixed-citation xml:lang="en">Camargo L.A., Marques J., Barron V., Ferracciu Alleoni L.R., Barbosa R.S., Pereira G.T., Mapping of clay, iron oxide and adsorbed phosphate in Oxisols using diffuse reflectance spectroscopy, Geoderma, 2015, Vol. 251, pp. 124–132.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Coutinho M.A.N., Alari F. de O., Ferreira M.M.C. Influence of soil sample preparation on the quantification of NPK content via spectroscopy // Geoderma. 2019. Vol. 338. P. 401–409.</mixed-citation><mixed-citation xml:lang="en">Coutinho M.A.N., Alari F. de O., Ferreira M.M.C., Influence of soil sample preparation on the quantification of NPK content via spectroscopy, Geoderma, 2019, Vol. 338, pp. 401–409.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Csillag F., Pasztor L., Biehl L.L. Spectral band selection for the characterization of salinity status of soils // Remote Sensing of Environment. 1993. Vol. 43 (4). P. 231–242.</mixed-citation><mixed-citation xml:lang="en">Csillag F., Pasztor L., Biehl L.L., Spectral band selection for the characterization of salinity status of soils, Remote Sensing of Environment, 1993, Vol. 43 (4), pp. 231–242.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Dhawale N.M., Adamchuk V.I., Prasher S.O., Rossel R.A.V., Ismail A.A., Kaur J. Proximal soil sensing of soil texture and organic matter with a prototype portable mid-infrared spectrometer // European journal of soil science. 2016. Vol. 66. P. 661–669.</mixed-citation><mixed-citation xml:lang="en">Dhawale N.M., Adamchuk V.I., Prasher S.O., Rossel R.A.V., Ismail A.A., Kaur J., Proximal soil sensing of soil texture and organic matter with a prototype portable mid-infrared spectrometer, European journal of soil science, 2016, Vol. 66, pp. 661–669.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Hong Y., Yu L., Chen Y., Liu Y., Cheng H. Prediction of Soil Organic Matter by VIS-NIR Spectroscopy Using Normalized Soil Moisture Index as a Proxy of Soil Moisture // Remote sensing. 2018. Vol. 10. 28 p.</mixed-citation><mixed-citation xml:lang="en">Hong Y., Yu L., Chen Y., Liu Y., Cheng H., Prediction of Soil Organic Matter by VIS-NIR Spectroscopy Using Normalized Soil Moisture Index as a Proxy of Soil Moisture, Remote sensing, 2018, Vol. 10, p. 28.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Islam K., Singh B., McBratney A. Simultaneous Estimation of Several Soil Properties by Ultra-Violet, Visible, and Near-Infrared Reﬂectance Spectroscopy // Australian Journal of Soil Research. 2003. Vol. 41. P. 1101–1114.</mixed-citation><mixed-citation xml:lang="en">Islam K., Singh B., McBratney A., Simultaneous Estimation of Several Soil Properties by Ultra-Violet, Visible, and Near-Infrared Reﬂectance Spectroscopy, Australian Journal of Soil Research, 2003, Vol. 41, pp. 1101–1114.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Leng P., Song X., Li Z.L., Wang Y., Wang D. Effects of vegetation and soil texture on surface soil moisture retrieval using multi-temporal optical and thermal infrared observations // International journal of remote sensing. 2015. Vol. 36. P. 4972–4985.</mixed-citation><mixed-citation xml:lang="en">Leng P., Song X., Li Z.L., Wang Y., Wang D., Effects of vegetation and soil texture on surface soil moisture retrieval using multi-temporal optical and thermal infrared observations, International journal of remote sensing, 2015, Vol. 36, pp. 4972–4985.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Ma F., Du C., Zhou J. A Self-Adaptive Model for the Prediction of Soil Organic Matter Using Mid-Infrared Photoacoustic Spectroscopy // Soil science society of America journal. 2016. Vol. 80. P. 238–246.</mixed-citation><mixed-citation xml:lang="en">Ma F., Du C., Zhou J., A Self-Adaptive Model for the Prediction of Soil Organic Matter Using Mid-Infrared Photoacoustic Spectroscopy, Soil science society of America journal, 2016, Vol. 80, pp. 238–246.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Nanni M.R., Dematte J.A.M. Spectral reflectance methodology in comparison to traditional soil analysis // Soil science society of America journal. 2006. Vol. 70. P. 393–407.</mixed-citation><mixed-citation xml:lang="en">Nanni M.R., Dematte J.A.M., Spectral reflectance methodology in comparison to traditional soil analysis, Soil science society of America journal, 2006, Vol. 70, pp. 393–407.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Palombo A., Pascucci S., Loperte A. Soil Moisture Retrieval by Integrating TASI-600 Airborne Thermal Data // Sensors. 2019. Vol. 19. P. 1515.</mixed-citation><mixed-citation xml:lang="en">Palombo A., Pascucci S., Loperte A., Soil Moisture Retrieval by Integrating TASI-600 Airborne Thermal Data, Sensors, 2019, Vol. 19, p. 1515.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Rossel R.A.V., Walvoort D.J.J., McBratney A.B., Janik L.J., Skjemstad J.O. Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties // Geoderma. 2006. Vol. 131. P. 59–75.</mixed-citation><mixed-citation xml:lang="en">Rossel R.A.V., Walvoort D.J.J., McBratney A.B., Janik L.J., Skjemstad J.O., Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties, Geoderma, 2006, Vol. 131, pp. 59–75.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Rossel R.A.V., Rizzo R., Dematte J.A.M., Behrens T. Spatial Modeling of a Soil Fertility Index using Visible-Near-Infrared Spectra and Terrain Attributes // Soil science society of America journal. 2010. Vol. 74. P. 1293–1300.</mixed-citation><mixed-citation xml:lang="en">Rossel R.A.V., Rizzo R., Dematte J.A.M., Behrens T., Spatial Modeling of a Soil Fertility Index using Visible-Near-Infrared Spectra and Terrain Attributes, Soil science society of America journal, 2010, Vol. 74, pp.1293–1300.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Sanchez J.M., French A.N., Mira M., Hunsaker D.J., Thorp K. R., Valor E., Caselles V. Thermal Infrared Emissivity Dependence on Soil Moisture in Field Conditions // IEEE transactions on geoscience and remote sensing. 2011. Vol. 49. P. 4652–4659.</mixed-citation><mixed-citation xml:lang="en">Sanchez J.M., French A.N., Mira M., Hunsaker D.J., Thorp K.R., Valor E., Caselles V., Thermal Infrared Emissivity Dependence on Soil Moisture in Field Conditions, IEEE transactions on geoscience and remote sensing, 2011, Vol. 49, pp. 4652–4659.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Soriano-Disla J.M., Janik L.J., Rossel R.A.V., Macdonald, L. M. McLaughlin M.J. The Performance of Visible, Near-, and Mid-Infrared Reflectance Spectroscopy for Prediction of Soil Physical, Chemical, and Biological Properties // Applied spectroscopy reviews. 2014. Vol. 49. P. 139–186.</mixed-citation><mixed-citation xml:lang="en">Soriano-Disla J.M., Janik L.J., Rossel R.A.V., Macdonald, L.M. McLaughlin M.J., The Performance of Visible, Near-, and Mid-Infrared Reflectance Spectroscopy for Prediction of Soil Physical, Chemical, and Biological Properties, Applied spectroscopy reviews, 2014, Vol. 49, pp. 139–186.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Stenberg B., Rossel R.A.V., Mouazen A. M., Wetterlind J. Visible and near infrared spectroscopy in soil science // Advances in agronomy. 2010. Vol. 107. P. 163–215.</mixed-citation><mixed-citation xml:lang="en">Stenberg B., Rossel R.A.V., Mouazen A.M., Wetterlind J., Visible and near infrared spectroscopy in soil science, Advances in agronomy, 2010, Vol. 107, pp. 163–215.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Vasat R., Kodesova R., Boruvka L., Klement A., Jaksik O., Gholizadeh A. Consideration of peak parameters derived from continuum-removed spectra to predict extractable nutrients in soils with visible and near-infrared diffuse reflectance spectroscopy (VNIR-DRS) // Geoderma. 2014. Vol. 232–234. P. 208–218.</mixed-citation><mixed-citation xml:lang="en">Vasat R., Kodesova R., Boruvka L., Klement A., Jaksik O., Gholizadeh A., Consideration of peak parameters derived from continuum-removed spectra to predict extractable nutrients in soils with visible and near-infrared diffuse reflectance spectroscopy (VNIR-DRS), Geoderma, 2014, Vol. 232–234, pp. 208–218.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Y., Peng J., Song X., Leng P., Ludwig R., Loew A. Surface Soil Moisture Retrieval Using Optical/Thermal Infrared Remote Sensing Data // IEEE transactions on geoscience and remote sensing. 2018. Vol. 56. No. 9. P. 5433–5442.</mixed-citation><mixed-citation xml:lang="en">Wang Y., Peng J., Song X., Leng P., Ludwig R., Loew A., Surface Soil Moisture Retrieval Using Optical/Thermal Infrared Remote Sensing Data, IEEE transactions on geoscience and remote sensing, 2018, Vol. 56, No. 9, pp. 5433–5442.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Xia Y., Ugarte C.M., Guan K., Pentrak M. Developing Near- and Mid-Infrared Spectroscopy Analysis Methods for Rapid Assessment of Soil Quality in Illinois // Soil science society of America journal. 2018. Vol. 82. No. 6. P. 1415–1427.</mixed-citation><mixed-citation xml:lang="en">Xia Y., Ugarte C.M., Guan K., Pentrak M., Developing Near- and Mid-Infrared Spectroscopy Analysis Methods for Rapid Assessment of Soil Quality in Illinois, Soil science society of America journal, 2018, Vol. 82, No. 6, pp. 1415–1427.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru"></mixed-citation><mixed-citation xml:lang="en"></mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
