<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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="en"><front><journal-meta><journal-id journal-id-type="publisher-id">gesj</journal-id><journal-title-group><journal-title xml:lang="en">GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</journal-title><trans-title-group xml:lang="ru"><trans-title>GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2071-9388</issn><issn pub-type="epub">2542-1565</issn><publisher><publisher-name>Russian Geographical Society</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24057/2071-9388-2021-137</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-2495</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="en"><subject>RESEARCH PAPER</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Spatiotemporal Variations of Soil Moisture and Groundwater Level in a South Sumatra Peatland, Indonesia During 2015–2018</article-title><trans-title-group xml:lang="ru"><trans-title></trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Khakim</surname><given-names>Mokhamad Y. N.</given-names></name></name-alternatives><bio xml:lang="en"><p>Jl. Raya Palembang-Prabumulih Km. 32, 30662, Indralaya</p></bio><email xlink:type="simple">myusup_nkh@mipa.unsri.ac.id</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Bama</surname><given-names>Akhmad A.</given-names></name></name-alternatives><bio xml:lang="en"><p>Jl. Raya Palembang-Prabumulih Km. 32, 30662, Indralaya</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Tsuji</surname><given-names>Takeshi</given-names></name></name-alternatives><bio xml:lang="en"><p>744 Motooka, Nishi-ku, Fukuoka 819-0395</p><p>7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Universitas Sriwijaya</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-2"><institution>Kyushu University; University of Tokyo</institution><country>Japan</country></aff><pub-date pub-type="collection"><year>2022</year></pub-date><pub-date pub-type="epub"><day>28</day><month>06</month><year>2022</year></pub-date><volume>15</volume><issue>2</issue><fpage>58</fpage><lpage>70</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Khakim M.Y., Bama A.A., Tsuji T., 2022</copyright-statement><copyright-year>2022</copyright-year><copyright-holder xml:lang="ru">Khakim M.Y., Bama A.A., Tsuji T.</copyright-holder><copyright-holder xml:lang="en">Khakim M.Y., Bama A.A., Tsuji T.</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://ges.rgo.ru/jour/article/view/2495">https://ges.rgo.ru/jour/article/view/2495</self-uri><abstract><p>The peat hydrological unit of the Air Sugihan River – Air Saleh River, South Sumatra, Indonesia, experienced extreme fires during the 2015 El Niño event. Restoration of 2.0 Mha degraded peatlands has been conducted since 2016. This study aims to analyze spatiotemporal variations of soil moisture content and groundwater level in this site from 2015 to 2018. The soil moisture was estimated using a multiple regression analysis method based on the Sentinel-1A and the European Center for Medium-Range Weather Forecast dataset. The groundwater level model was calculated by using linear regression between the estimated soil moisture and water level observed from field measurements. A minimum moisture content of ~0.78 m3m-3 and a minimum groundwater depth of ~0.50 m below the peat surface were estimated to cause smoldering combustion. A sharp decline in the water table depth (around 1.53 m) led to a decrease in moisture content in October 2015. This month, peat fires severely burned both cultivation and protected areas having dense drainage canals and near rivers. Although there was an increasing trend in the groundwater level and moisture content in 2016, between 2017 to 2018 the water table declined to a depth of ~0.7 m with a corresponding moisture content of ~0.25 m3m-3. Such decline may have led to a few peat fires which occurred in the dry season of both 2017 and 2018. We recommended that law enforcement efforts should be conducted to raise the mean annual water table to shallower depths than 0.40 m</p></abstract><kwd-group xml:lang="en"><kwd>peatland fire</kwd><kwd>soil moisture</kwd><kwd>groundwater level</kwd><kwd>restoration</kwd><kwd>remote sensing</kwd></kwd-group><funding-group><funding-statement xml:lang="en">We would like to acknowledge the Ministry of Research, Technology, and Higher Education of the Republic of Indonesia for financial support through «Penelitian Dasar Unggulan Perguruan Tinggi (PDUPT)», 054/E4.1/AK.04. PT/2021 and the JSPS KAKENHI grants JP20H01997. We also thank the European Space Agency (ESA) for providing Sentinel-1 data. The authors would also like to thank the Peatland Restoration Agency for providing SESAME data. We would like to thank the two anonymous reviewers and the academic editor.</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">Asmuß T., Bechtold M. and Tiemeyer B. (2019). On the Potential of Sentinel-1 for High Resolution Monitoring of Water Table Dynamics in Grasslands on Organic Soils. Remote Sensing, 11(14), 1659, DOI: 10.3390/rs11141659.</mixed-citation><mixed-citation xml:lang="en">Asmuß T., Bechtold M. and Tiemeyer B. (2019). On the Potential of Sentinel-1 for High Resolution Monitoring of Water Table Dynamics in Grasslands on Organic Soils. Remote Sensing, 11(14), 1659, DOI: 10.3390/rs11141659.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Attema E., Davidson M., Floury N., Levrini G., Rosich B., Rommen B. and Snoeij P. (2008). Sentinel-1 ESA’s new European radar observatory. Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, 1-4, 2-4.</mixed-citation><mixed-citation xml:lang="en">Attema E., Davidson M., Floury N., Levrini G., Rosich B., Rommen B. and Snoeij P. (2008). Sentinel-1 ESA’s new European radar observatory. Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, 1-4, 2-4.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Aukema J. and Wilson S. (2019). THE SAR HANDBOOK: Comprehensive Methodologies for Forest Monitoring and Biomass Estimation, A.I. Flores-Anderson, K.E. Herndon, R.B. Thapa &amp; E. Cherrington eds.; First, DOI: 10.25966/nr2c-s697.</mixed-citation><mixed-citation xml:lang="en">Aukema J. and Wilson S. (2019). THE SAR HANDBOOK: Comprehensive Methodologies for Forest Monitoring and Biomass Estimation, A.I. Flores-Anderson, K.E. Herndon, R.B. Thapa &amp; E. Cherrington eds.; First, DOI: 10.25966/nr2c-s697.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Baghdadi N., Choker M., Zribi M., El Hajj M., Paloscia S., Verhoest N.E.C., Lievens H., Baup F. and Mattia F. (2016). A new empirical model for radar scattering from bare soil surfaces. Remote Sensing, 8(11), 1-14, DOI: 10.3390/rs8110920.</mixed-citation><mixed-citation xml:lang="en">Baghdadi N., Choker M., Zribi M., El Hajj M., Paloscia S., Verhoest N.E.C., Lievens H., Baup F. and Mattia F. (2016). A new empirical model for radar scattering from bare soil surfaces. Remote Sensing, 8(11), 1-14, DOI: 10.3390/rs8110920.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">BBSDLP. (2019). Map of Peatland of Sumatra Island, Scale 1:50,000.</mixed-citation><mixed-citation xml:lang="en">BBSDLP. (2019). Map of Peatland of Sumatra Island, Scale 1:50,000.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Chen Y., Qiao S., Zhang G., Xu Y.J., Chen L. and Wu L. (2020). Investigating the potential use of Sentinel-1 data for monitoring wetland water level changes in China’s Momoge National Nature Reserve. PeerJ, 2020(2), 1–24, DOI: 10.7717/peerj.8616.</mixed-citation><mixed-citation xml:lang="en">Chen Y., Qiao S., Zhang G., Xu Y.J., Chen L. and Wu L. (2020). Investigating the potential use of Sentinel-1 data for monitoring wetland water level changes in China’s Momoge National Nature Reserve. PeerJ, 2020(2), 1–24, DOI: 10.7717/peerj.8616.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Dabrowska-Zielinska K., Budzynska M., Tomaszewska M., Malinska A., Gatkowska M., Bartold M. and Malek I. (2016). Assessment of carbon flux and soil moisture in wetlands applying Sentinel-1 data. Remote Sensing, 8(9), DOI: 10.3390/rs8090756.</mixed-citation><mixed-citation xml:lang="en">Dabrowska-Zielinska K., Budzynska M., Tomaszewska M., Malinska A., Gatkowska M., Bartold M. and Malek I. (2016). Assessment of carbon flux and soil moisture in wetlands applying Sentinel-1 data. Remote Sensing, 8(9), DOI: 10.3390/rs8090756.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Dabrowska-Zielinska K., Musial J., Malinska A., Budzynska M., Gurdak R., Kiryla W., Bartold M. and Grzybowski P. (2018). Soil moisture in the Biebrza Wetlands retrieved from Sentinel-1 imagery. Remote Sensing, 10(12), DOI: 10.3390/rs10121979.</mixed-citation><mixed-citation xml:lang="en">Dabrowska-Zielinska K., Musial J., Malinska A., Budzynska M., Gurdak R., Kiryla W., Bartold M. and Grzybowski P. (2018). Soil moisture in the Biebrza Wetlands retrieved from Sentinel-1 imagery. Remote Sensing, 10(12), DOI: 10.3390/rs10121979.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Dee D.P., Uppala S.M., Simmons A.J., Berrisford P., Poli P., Kobayashi S., Andrae U., Balmaseda M.A., Balsamo G., Bauer P., Bechtold P., Beljaars A.C.M., van de Berg L., Bidlot J., Bormann N., Delsol C., Dragani R., Fuentes M., Geer A.J., … Vitart F. (2011). The ERA-Interim reanalysis: Configuration and performance of the data assimilation system. Quarterly Journal of the Royal Meteorological Society, 137(656), 553-597, DOI: 10.1002/qj.828.</mixed-citation><mixed-citation xml:lang="en">Dee D.P., Uppala S.M., Simmons A.J., Berrisford P., Poli P., Kobayashi S., Andrae U., Balmaseda M.A., Balsamo G., Bauer P., Bechtold P., Beljaars A.C.M., van de Berg L., Bidlot J., Bormann N., Delsol C., Dragani R., Fuentes M., Geer A.J., … Vitart F. (2011). The ERA-Interim reanalysis: Configuration and performance of the data assimilation system. Quarterly Journal of the Royal Meteorological Society, 137(656), 553-597, DOI: 10.1002/qj.828.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Dohong A. (2019). Restoring Degraded Peatland in Indonesia: the 3R Approach. PARISH F., YAN L.S., ZAINUDDIN M.F. &amp; GIESEN W. (Eds.) RSPO Manual on Best Management Practices (BMPs) for Management and Rehabilitation of Peatlands. 2 Ed. Kuala Lumpur: RSPO., 57, 2016–2017.</mixed-citation><mixed-citation xml:lang="en">Dohong A. (2019). Restoring Degraded Peatland in Indonesia: the 3R Approach. PARISH F., YAN L.S., ZAINUDDIN M.F. &amp; GIESEN W. (Eds.) RSPO Manual on Best Management Practices (BMPs) for Management and Rehabilitation of Peatlands. 2 Ed. Kuala Lumpur: RSPO., 57, 2016–2017.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Dubois P.C., Zyl J. V and Engman T. (1995). Measuring soil moisture with imaging radars. IEEE Transactions on Geoscience and Remote Sensing, 33(4), 915-926, DOI: 10.1155/2015/610307.</mixed-citation><mixed-citation xml:lang="en">Dubois P.C., Zyl J. V and Engman T. (1995). Measuring soil moisture with imaging radars. IEEE Transactions on Geoscience and Remote Sensing, 33(4), 915-926, DOI: 10.1155/2015/610307.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Evers S., Yule C.M., Padfield R., O’Reilly P. and Varkkey H. (2017). Keep wetlands wet: the myth of sustainable development of tropical peatlands – implications for policies and management. Global Change Biology, 23(2), 534-549, DOI: 10.1111/gcb.13422.</mixed-citation><mixed-citation xml:lang="en">Evers S., Yule C.M., Padfield R., O’Reilly P. and Varkkey H. (2017). Keep wetlands wet: the myth of sustainable development of tropical peatlands – implications for policies and management. Global Change Biology, 23(2), 534-549, DOI: 10.1111/gcb.13422.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Filipponi F. (2019). Sentinel-1 GRD Preprocessing Workflow. Proceedings, 18(1), 11, DOI: 10.3390/ecrs-3-06201.</mixed-citation><mixed-citation xml:lang="en">Filipponi F. (2019). Sentinel-1 GRD Preprocessing Workflow. Proceedings, 18(1), 11, DOI: 10.3390/ecrs-3-06201.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Gangat R., van Deventer H., Naidoo L. and Adam E. (2020). Estimating soil moisture using Sentinel-1 and Sentinel-2 sensors for dryland and palustrine wetland areas. South African Journal of Science, 116(8), 1-9, DOI: 10.17159/sajs.2020/6535.</mixed-citation><mixed-citation xml:lang="en">Gangat R., van Deventer H., Naidoo L. and Adam E. (2020). Estimating soil moisture using Sentinel-1 and Sentinel-2 sensors for dryland and palustrine wetland areas. South African Journal of Science, 116(8), 1-9, DOI: 10.17159/sajs.2020/6535.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Garlough E.C. and Keyes C.R. (2011). Influences of moisture content, mineral content and bulk density on smouldering combustion of ponderosa pine duff mounds. International Journal of Wildland Fire, 20(4), 589-596, DOI: 10.1071/WF10048.</mixed-citation><mixed-citation xml:lang="en">Garlough E.C. and Keyes C.R. (2011). Influences of moisture content, mineral content and bulk density on smouldering combustion of ponderosa pine duff mounds. International Journal of Wildland Fire, 20(4), 589-596, DOI: 10.1071/WF10048.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Giesen W. and Sari E.N.N. (2018). Tropical Peatland Restoration Report : the Indonesian case Tropical Peatland Restoration Report : The Indonesian Case Berbak Green Prosperity Partnership/Kemitraan Kesejatheraan Hijau (Kehijau Berbak), Issue March, DOI: 10.13140/RG.2.2.30049.40808.</mixed-citation><mixed-citation xml:lang="en">Giesen W. and Sari E.N.N. (2018). Tropical Peatland Restoration Report : the Indonesian case Tropical Peatland Restoration Report : The Indonesian Case Berbak Green Prosperity Partnership/Kemitraan Kesejatheraan Hijau (Kehijau Berbak), Issue March, DOI: 10.13140/RG.2.2.30049.40808.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Hooijer A., Page S., Canadell J.G., Silvius M., Kwadijk J., Wösten H. and Jauhiainen J. (2010). Current and future CO 2 emissions from drained peatlands in Southeast Asia. Biogeosciences, 7(5), 1505–1514, DOI: 10.5194/bg-7-1505-2010.</mixed-citation><mixed-citation xml:lang="en">Hooijer A., Page S., Canadell J.G., Silvius M., Kwadijk J., Wösten H. and Jauhiainen J. (2010). Current and future CO 2 emissions from drained peatlands in Southeast Asia. Biogeosciences, 7(5), 1505–1514, DOI: 10.5194/bg-7-1505-2010.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Hooijer A, Silvius M., Wosten H. and Page S. (2006). PEAT-CO2, Assessment of CO2 Emissions From Drained Peatland in SE Asia. http://www.wetlands.org/Portals/0/publications/Report/PeatCO2 report.pdf</mixed-citation><mixed-citation xml:lang="en">Hooijer A, Silvius M., Wosten H. and Page S. (2006). PEAT-CO2, Assessment of CO2 Emissions From Drained Peatland in SE Asia. http://www.wetlands.org/Portals/0/publications/Report/PeatCO2 report.pdf</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Hooijer Aljosja, Silvius M., Wösten H., Page S., Hooijer A., Silvius M., Wösten H. and Page S. (2006). PEAT-CO2, Assessment of CO2 emissions from drained peatlands in SE Asia. Delft Hydraulics Report Q3943, 36.</mixed-citation><mixed-citation xml:lang="en">Hooijer Aljosja, Silvius M., Wösten H., Page S., Hooijer A., Silvius M., Wösten H. and Page S. (2006). PEAT-CO2, Assessment of CO2 emissions from drained peatlands in SE Asia. Delft Hydraulics Report Q3943, 36.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Hornácek M., Wagner W., Sabel D., Truong H., Snoeij P., Hahmann T., Diedrich E. and Doubkova M. (2012). Potencial for high resolution systematic global surface soil moisture retrieval via change detection using Sentinel-1. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 5(4), 1303-1311, DOI: 10.1109/JSTARS.2012.2190136.</mixed-citation><mixed-citation xml:lang="en">Hornácek M., Wagner W., Sabel D., Truong H., Snoeij P., Hahmann T., Diedrich E. and Doubkova M. (2012). Potencial for high resolution systematic global surface soil moisture retrieval via change detection using Sentinel-1. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 5(4), 1303-1311, DOI: 10.1109/JSTARS.2012.2190136.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Khakim M.Y.N., Bama A.A., Yustian I., Poerwono P., Tsuji T. and Matsuoka T. (2020). Peatland subsidence and vegetation cover degradation as impacts of the 2015 El niño event revealed by Sentinel-1A SAR data. International Journal of Applied Earth Observation and Geoinformation, 84(August 2019), DOI: 10.1016/j.jag.2019.101953.</mixed-citation><mixed-citation xml:lang="en">Khakim M.Y.N., Bama A.A., Yustian I., Poerwono P., Tsuji T. and Matsuoka T. (2020). Peatland subsidence and vegetation cover degradation as impacts of the 2015 El niño event revealed by Sentinel-1A SAR data. International Journal of Applied Earth Observation and Geoinformation, 84(August 2019), DOI: 10.1016/j.jag.2019.101953.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Kim J.W., Lu Z., Gutenberg L. and Zhu Z. (2017). Characterizing hydrologic changes of the Great Dismal Swamp using SAR/InSAR. Remote Sensing of Environment, 198, 187-202, DOI: 10.1016/j.rse.2017.06.009.</mixed-citation><mixed-citation xml:lang="en">Kim J.W., Lu Z., Gutenberg L. and Zhu Z. (2017). Characterizing hydrologic changes of the Great Dismal Swamp using SAR/InSAR. Remote Sensing of Environment, 198, 187-202, DOI: 10.1016/j.rse.2017.06.009.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Lee J. Sen. (1981). Speckle analysis and smoothing of synthetic aperture radar images. Computer Graphics and Image Processing, 17(1), 24-32, DOI: 10.1016/S0146-664X(81)80005-6.</mixed-citation><mixed-citation xml:lang="en">Lee J. Sen. (1981). Speckle analysis and smoothing of synthetic aperture radar images. Computer Graphics and Image Processing, 17(1), 24-32, DOI: 10.1016/S0146-664X(81)80005-6.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Leng L.Y., Ahmed O.H. and Jalloh M.B. (2019). Brief review on climate change and tropical peatlands. Geoscience Frontiers, 10(2), 373380, DOI: 10.1016/j.gsf.2017.12.018.</mixed-citation><mixed-citation xml:lang="en">Leng L.Y., Ahmed O.H. and Jalloh M.B. (2019). Brief review on climate change and tropical peatlands. Geoscience Frontiers, 10(2), 373380, DOI: 10.1016/j.gsf.2017.12.018.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Li J., Wang S., Gunn G., Joosse P. and Russell H.A.J. (2018). A model for downscaling SMOS soil moisture using Sentinel-1 SAR data. International Journal of Applied Earth Observation and Geoinformation, 72(May), 109-121, DOI: 10.1016/j.jag.2018.07.012.</mixed-citation><mixed-citation xml:lang="en">Li J., Wang S., Gunn G., Joosse P. and Russell H.A.J. (2018). A model for downscaling SMOS soil moisture using Sentinel-1 SAR data. International Journal of Applied Earth Observation and Geoinformation, 72(May), 109-121, DOI: 10.1016/j.jag.2018.07.012.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Luscombe D.J., Anderson K., Grand-Clement E., Gatis N., Ashe J., Benaud P., Smith D. and Brazier R.E. (2016). How does drainage alter the hydrology of shallow degraded peatlands across multiple spatial scales? Journal of Hydrology, 541, 1329-1339, DOI: 10.1016/j.jhydrol.2016.08.037.</mixed-citation><mixed-citation xml:lang="en">Luscombe D.J., Anderson K., Grand-Clement E., Gatis N., Ashe J., Benaud P., Smith D. and Brazier R.E. (2016). How does drainage alter the hydrology of shallow degraded peatlands across multiple spatial scales? Journal of Hydrology, 541, 1329-1339, DOI: 10.1016/j.jhydrol.2016.08.037.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Miettinen J., Wang J., Hooijer A. and Liew S. (2013). Peatland Conversion and Degradation Processes in Insular Southeast Asia: a Case Study in Jambi, Indonesia. Land Degradation &amp; Development, 24(4), 334-341, DOI: 10.1002/ldr.1130.</mixed-citation><mixed-citation xml:lang="en">Miettinen J., Wang J., Hooijer A. and Liew S. (2013). Peatland Conversion and Degradation Processes in Insular Southeast Asia: a Case Study in Jambi, Indonesia. Land Degradation &amp; Development, 24(4), 334-341, DOI: 10.1002/ldr.1130.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Oh Y., Sarabandi K. and Ulaby F.T. (1992). An empirical model and an inversion technique for radar scattering from bare soil surface. IEEE Transactions on Geoscience and Remote Sensing, 30(2), 370-381.</mixed-citation><mixed-citation xml:lang="en">Oh Y., Sarabandi K. and Ulaby F.T. (1992). An empirical model and an inversion technique for radar scattering from bare soil surface. IEEE Transactions on Geoscience and Remote Sensing, 30(2), 370-381.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Page S., Hosciło A., Wösten H., Jauhiainen J., Silvius M., Rieley J., Ritzema H., Tansey K., Graham L., Vasander H. and Limin S. (2009). Restoration ecology of lowland tropical peatlands in Southeast Asia: Current knowledge and future research directions. Ecosystems, 12(6), 888–905, DOI: 10.1007/s10021-008-9216-2.</mixed-citation><mixed-citation xml:lang="en">Page S., Hosciło A., Wösten H., Jauhiainen J., Silvius M., Rieley J., Ritzema H., Tansey K., Graham L., Vasander H. and Limin S. (2009). Restoration ecology of lowland tropical peatlands in Southeast Asia: Current knowledge and future research directions. Ecosystems, 12(6), 888–905, DOI: 10.1007/s10021-008-9216-2.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Peat Restoration Agency. (2017). Final Report: Data Acquisition and Thematic Mapping in KHG Area of Cawang - Lalang River and KHG of Sugihan - Saleh River.</mixed-citation><mixed-citation xml:lang="en">Peat Restoration Agency. (2017). Final Report: Data Acquisition and Thematic Mapping in KHG Area of Cawang - Lalang River and KHG of Sugihan - Saleh River.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Prat-Guitart N., Rein G., Hadden R.M., Belcher C.M. and Yearsley J.M. (2016). Propagation probability and spread rates of self-sustained smouldering fires under controlled moisture content and bulk density conditions. International Journal of Wildland Fire, 25(4), 456-465, DOI: 10.1071/WF15103.</mixed-citation><mixed-citation xml:lang="en">Prat-Guitart N., Rein G., Hadden R.M., Belcher C.M. and Yearsley J.M. (2016). Propagation probability and spread rates of self-sustained smouldering fires under controlled moisture content and bulk density conditions. International Journal of Wildland Fire, 25(4), 456-465, DOI: 10.1071/WF15103.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Protection and management of the peat ecosystem, Pub. L.., 71 (2014).</mixed-citation><mixed-citation xml:lang="en">Protection and management of the peat ecosystem, Pub. L.., 71 (2014).</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Amendment to Government Regulation Number 71 of 2014 concerning peatland ecosystem protection and management, Pub. L. No. 57 (2016).</mixed-citation><mixed-citation xml:lang="en">Amendment to Government Regulation Number 71 of 2014 concerning peatland ecosystem protection and management, Pub. L. No. 57 (2016).</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Peat Restoration Agency, Pub. L., 1 (2016).</mixed-citation><mixed-citation xml:lang="en">Peat Restoration Agency, Pub. L., 1 (2016).</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Republic of Indonesia. (2018). Project final report between JICA (Japan International Cooperation Agency) and BRG (Peatland Restoration Agency in Indonesia).</mixed-citation><mixed-citation xml:lang="en">Republic of Indonesia. (2018). Project final report between JICA (Japan International Cooperation Agency) and BRG (Peatland Restoration Agency in Indonesia).</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Roy P.D., Rivero-Navarrete A., Sánchez-Zavala J.L. and López-Balbiaux N. (2014). Subsurface fire and subsidence at Valle del Potosí (Nuevo León, Mexico): Preliminary observations. Boletin de La Sociedad Geologica Mexicana, 66(3), 553-557, DOI: 10.18268/BSGM2014v66n3a10.</mixed-citation><mixed-citation xml:lang="en">Roy P.D., Rivero-Navarrete A., Sánchez-Zavala J.L. and López-Balbiaux N. (2014). Subsurface fire and subsidence at Valle del Potosí (Nuevo León, Mexico): Preliminary observations. Boletin de La Sociedad Geologica Mexicana, 66(3), 553-557, DOI: 10.18268/BSGM2014v66n3a10.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Schroeder W., Oliva P., Giglio L. and Csiszar I.A. (2014). The New VIIRS 375m active fire detection data product: Algorithm description and initial assessment. Remote Sensing of Environment, 143, 85-96, DOI: 10.1016/j.rse.2013.12.008.</mixed-citation><mixed-citation xml:lang="en">Schroeder W., Oliva P., Giglio L. and Csiszar I.A. (2014). The New VIIRS 375m active fire detection data product: Algorithm description and initial assessment. Remote Sensing of Environment, 143, 85-96, DOI: 10.1016/j.rse.2013.12.008.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Sodikin E., Munandar M., Setiawan A., Prayitno M.B. and Suwandi S. (2017). Pilot project implementasi paludikultur dan agroforestry lahan APL di Desa Perigi, Pangkalan Lampam, KHG Sungai Sugihan - Saleh Lumpur Ogan Komering Ilir, Sumatera Selatan.</mixed-citation><mixed-citation xml:lang="en">Sodikin E., Munandar M., Setiawan A., Prayitno M.B. and Suwandi S. (2017). Pilot project implementasi paludikultur dan agroforestry lahan APL di Desa Perigi, Pangkalan Lampam, KHG Sungai Sugihan - Saleh Lumpur Ogan Komering Ilir, Sumatera Selatan.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Sulaiman A., Sari E.N.N. and Saad A. (2017). Panduan teknis pemantuan tinggi muka air lahan gambut sistem telemetri. The Republic of Indonesia Peat Restoration Agency.</mixed-citation><mixed-citation xml:lang="en">Sulaiman A., Sari E.N.N. and Saad A. (2017). Panduan teknis pemantuan tinggi muka air lahan gambut sistem telemetri. The Republic of Indonesia Peat Restoration Agency.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Usup A., Hashimoto Y., Takahashi H. and Hayasaka H. (2004). The principal types of vegetation in the. Tropics, 14(1), 1-19. https://www.jstage.jst.go.jp/article/tropics/14/1/14_1_1/_pdf</mixed-citation><mixed-citation xml:lang="en">Usup A., Hashimoto Y., Takahashi H. and Hayasaka H. (2004). The principal types of vegetation in the. Tropics, 14(1), 1-19. https://www.jstage.jst.go.jp/article/tropics/14/1/14_1_1/_pdf</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Whittington P.N. and Price J.S. (2006). Advanced Bash-Scripting Guide An in-depth exploration of the art of shell scripting Table of Contents. Hydrological Processes, 20, 3589-3600, DOI: 10.1002/hyp.6376.</mixed-citation><mixed-citation xml:lang="en">Whittington P.N. and Price J.S. (2006). Advanced Bash-Scripting Guide An in-depth exploration of the art of shell scripting Table of Contents. Hydrological Processes, 20, 3589-3600, DOI: 10.1002/hyp.6376.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Wösten J.H.M., Clymans E., Page S.E., Rieley J.O. and Limin S.H. (2008). Peat-water interrelationships in a tropical peatland ecosystem in Southeast Asia. Catena, 73(2), 212-224, DOI: 10.1016/j.catena.2007.07.010.</mixed-citation><mixed-citation xml:lang="en">Wösten J.H.M., Clymans E., Page S.E., Rieley J.O. and Limin S.H. (2008). Peat-water interrelationships in a tropical peatland ecosystem in Southeast Asia. Catena, 73(2), 212-224, DOI: 10.1016/j.catena.2007.07.010.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Wösten J.H.M., Van Den Berg J., Van Eijk P., Gevers G.J.M., Giesen W.B.J.T., Hooijer A., Idris A., Leenman P.H., Rais D.S., Siderius C., Silvius M.J., Suryadiputra N. and Wibisono I.T. (2006). Interrelationships between hydrology and ecology in fire degraded tropical peat swamp forests. International Journal of Water Resources Development, 22(1), 157-174, DOI: 10.1080/07900620500405973.</mixed-citation><mixed-citation xml:lang="en">Wösten J.H.M., Van Den Berg J., Van Eijk P., Gevers G.J.M., Giesen W.B.J.T., Hooijer A., Idris A., Leenman P.H., Rais D.S., Siderius C., Silvius M.J., Suryadiputra N. and Wibisono I.T. (2006). Interrelationships between hydrology and ecology in fire degraded tropical peat swamp forests. International Journal of Water Resources Development, 22(1), 157-174, DOI: 10.1080/07900620500405973.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang Xianlong, Chan N.W., Pan B., Ge X. and Yang H. (2021). Mapping flood by the object-based method using backscattering coefficient and interference coherence of Sentinel-1 time series. Science of the Total Environment, 794, 148388, DOI: 10.1016/j.scitotenv.2021.148388</mixed-citation><mixed-citation xml:lang="en">Zhang Xianlong, Chan N.W., Pan B., Ge X. and Yang H. (2021). Mapping flood by the object-based method using backscattering coefficient and interference coherence of Sentinel-1 time series. Science of the Total Environment, 794, 148388, DOI: 10.1016/j.scitotenv.2021.148388</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang Xuefei, Zhang T., Zhou P., Shao Y. and Gao S. (2017). Validation analysis of SMAP and AMSR2 soil moisture products over the United States using ground-based measurements. Remote Sensing, 9(2), DOI: 10.3390/rs9020104.</mixed-citation><mixed-citation xml:lang="en">Zhang Xuefei, Zhang T., Zhou P., Shao Y. and Gao S. (2017). Validation analysis of SMAP and AMSR2 soil moisture products over the United States using ground-based measurements. Remote Sensing, 9(2), DOI: 10.3390/rs9020104.</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>
