{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T18:22:30Z","timestamp":1781720550489,"version":"3.54.5"},"reference-count":124,"publisher":"Informa UK Limited","issue":"6","license":[{"start":{"date-parts":[[2025,4,4]],"date-time":"2025-04-04T00:00:00Z","timestamp":1743724800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"funder":[{"name":"National Key Research and Development Program of China"},{"name":"Guangxi Science and Technology Program"},{"name":"Sichuan Science and Technology Program"},{"name":"Hubei Key R&D Project"},{"name":"Shanxi Science and Technology Program"}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Geo-spatial Information Science"],"published-print":{"date-parts":[[2025,11,2]]},"DOI":"10.1080\/10095020.2024.2440608","type":"journal-article","created":{"date-parts":[[2025,4,4]],"date-time":"2025-04-04T23:51:59Z","timestamp":1743810719000},"page":"2721-2743","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":8,"title":["Machine learning-based estimation of soil organic carbon in Thailand\u2019s cash crops using multispectral and SAR data fusion combined with environmental variables"],"prefix":"10.1080","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-8690-7050","authenticated-orcid":false,"given":"Ousaha","family":"Sunantha","sequence":"first","affiliation":[{"name":"Wuhan University","place":["Wuhan, China"]},{"name":"Burapha University","place":["Chonburi, Thailand"]},{"name":"Ministry of Agriculture and Cooperatives","place":["Bangkok, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4587-6826","authenticated-orcid":false,"given":"Zhenfeng","family":"Shao","sequence":"additional","affiliation":[{"name":"Wuhan University","place":["Wuhan, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Phodee","family":"Pattama","sequence":"additional","affiliation":[{"name":"Burapha University","place":["Chonburi, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ariyasakul","family":"Potchara","sequence":"additional","affiliation":[{"name":"Ministry of Agriculture and Cooperatives","place":["Bangkok, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4323-382X","authenticated-orcid":false,"given":"Xiao","family":"Huang","sequence":"additional","affiliation":[{"name":"Emory University","place":["Atlanta, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Afzal","family":"Zeeshan","sequence":"additional","affiliation":[{"name":"Wuhan University","place":["Wuhan, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2025,4,4]]},"reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rsase.2023.100969"},{"key":"e_1_3_4_3_1","doi-asserted-by":"publisher","DOI":"10.3390\/agronomy10081061"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.5194\/isprs-annals-V-3-2020-9-2020"},{"key":"e_1_3_4_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2022.e09570"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs14122846"},{"key":"e_1_3_4_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geoderma.2004.03.005"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2018.11.026"},{"key":"e_1_3_4_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/1961189.1961199"},{"key":"e_1_3_4_10_1","doi-asserted-by":"publisher","DOI":"10.1117\/1.JRS.9.096072"},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jafr.2021.100139"},{"key":"e_1_3_4_12_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2019.03.151"},{"key":"e_1_3_4_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2022.160602"},{"key":"e_1_3_4_14_1","doi-asserted-by":"publisher","DOI":"10.7717\/peerj.17836"},{"key":"e_1_3_4_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"e_1_3_4_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.landusepol.2019.04.033"},{"key":"e_1_3_4_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.saa.2021.120652"},{"key":"e_1_3_4_18_1","doi-asserted-by":"publisher","DOI":"10.5194\/egusphere-egu22-3873"},{"key":"e_1_3_4_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2012.01.001"},{"key":"e_1_3_4_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2022.109632"},{"key":"e_1_3_4_21_1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45014-9_1"},{"key":"e_1_3_4_22_1","doi-asserted-by":"publisher","DOI":"10.1080\/22797254.2022.2045226"},{"key":"e_1_3_4_23_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs12142234"},{"key":"e_1_3_4_24_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-50731-y"},{"key":"e_1_3_4_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eja.2020.126070"},{"key":"e_1_3_4_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2011.07.012"},{"key":"e_1_3_4_27_1","volume-title":"Standard Operating Procedure for Soil Organic Carbon: Walkley-Black Method","author":"FAO","year":"2019","unstructured":"FAO. 2019. Standard Operating Procedure for Soil Organic Carbon: Walkley-Black Method. Rome, Italy: Food and Agriculture Organization of the United Nations."},{"key":"e_1_3_4_28_1","doi-asserted-by":"publisher","DOI":"10.3390\/land11122180"},{"key":"e_1_3_4_29_1","doi-asserted-by":"publisher","DOI":"10.1590\/1983-40632022v5271219"},{"key":"e_1_3_4_30_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1011481832064"},{"key":"e_1_3_4_31_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0170478"},{"key":"e_1_3_4_32_1","doi-asserted-by":"publisher","DOI":"10.3177\/jnsv.65.S2"},{"key":"e_1_3_4_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2023.113665"},{"key":"e_1_3_4_34_1","doi-asserted-by":"publisher","DOI":"10.3390\/soilsystems6020033"},{"key":"e_1_3_4_35_1","doi-asserted-by":"publisher","DOI":"10.5012\/bkcs.2012.33.5.1527"},{"key":"e_1_3_4_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2018.09.015"},{"key":"e_1_3_4_37_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11104-023-06135-y"},{"key":"e_1_3_4_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2017.06.031"},{"key":"e_1_3_4_39_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geoderma.2018.09.003"},{"key":"e_1_3_4_40_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2019.104141"},{"key":"e_1_3_4_41_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2020.138961"},{"key":"e_1_3_4_42_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2018.04.013"},{"key":"e_1_3_4_43_1","doi-asserted-by":"publisher","DOI":"10.1016\/0378-4290(91)90053-X"},{"key":"e_1_3_4_44_1","doi-asserted-by":"publisher","DOI":"10.3390\/land7040139"},{"key":"e_1_3_4_45_1","doi-asserted-by":"publisher","DOI":"10.1088\/1748-9326\/aca41e"},{"key":"e_1_3_4_46_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-021-05946-3"},{"key":"e_1_3_4_47_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11104-022-05506-1"},{"key":"e_1_3_4_48_1","doi-asserted-by":"publisher","DOI":"10.3390\/land9120487"},{"key":"e_1_3_4_49_1","doi-asserted-by":"publisher","DOI":"10.1088\/1748-9326\/abe492"},{"key":"e_1_3_4_50_1","doi-asserted-by":"publisher","DOI":"10.1002\/saj2.20018"},{"key":"e_1_3_4_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672"},{"key":"e_1_3_4_52_1","doi-asserted-by":"publisher","DOI":"10.22232\/stj.2017.05.02.10"},{"key":"e_1_3_4_53_1","first-page":"91","volume-title":"Dans Natural Resources Conservation and Advances for Sustainability, Sous la Direction de Manoj Kumar Jhariya, Ram Swaroop Meena, Arnab Banerjee Et Surya Nandan Meena","author":"Kumar S.","year":"2022","unstructured":"Kumar, S., R. Swaroop Meena, S. Sheoran, C. Kumar Jangir, M. Kumar Jhariya, A. Banerjee, and R. Abhishek. 2022. \u201cChapter 5: Remote Sensing for Agriculture and Resource Management.\u201d In Dans Natural Resources Conservation and Advances for Sustainability, Sous la Direction de Manoj Kumar Jhariya, Ram Swaroop Meena, Arnab Banerjee Et Surya Nandan Meena, edited by Manoj Kumar Jhariya, Ram Swaroop Meena, Arnab Banerjee, and Surya Nandan Meena, 91\u2013135. Amsterdam, Netherlands: Elsevier."},{"key":"e_1_3_4_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.152690"},{"key":"e_1_3_4_55_1","volume-title":"The Manual of Soil, Water, Fertilizer, and Plant Analysis for LDD Staff","author":"LDD","year":"2004","unstructured":"LDD. 2004. The Manual of Soil, Water, Fertilizer, and Plant Analysis for LDD Staff. Bangkok: Land Development Department."},{"key":"e_1_3_4_56_1","volume-title":"Soil Organic Carbon: The Hidden Potential","author":"Lef\u00e8vre C.","year":"2017","unstructured":"Lef\u00e8vre, C., F. Rekik, V. Alcantara, and L. Wiese. 2017. Soil Organic Carbon: The Hidden Potential. Rome, Italy: Food and Agriculture Organization of the United Nations."},{"key":"e_1_3_4_57_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13717-019-0184-6"},{"key":"e_1_3_4_58_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs13040769"},{"key":"e_1_3_4_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.foreco.2020.118479"},{"key":"e_1_3_4_60_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs15071847"},{"key":"e_1_3_4_61_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13021-022-00203-z"},{"key":"e_1_3_4_62_1","doi-asserted-by":"publisher","DOI":"10.1038\/s43247-021-00229-0"},{"key":"e_1_3_4_63_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2023.107121"},{"key":"e_1_3_4_64_1","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-444-52936-7.50016-1"},{"key":"e_1_3_4_65_1","doi-asserted-by":"publisher","DOI":"10.1023\/B:PRAG.0000022358.24102.1b"},{"key":"e_1_3_4_66_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.soilbio.2016.10.004"},{"key":"e_1_3_4_67_1","doi-asserted-by":"publisher","DOI":"10.32473\/edis-ag441-2020"},{"key":"e_1_3_4_68_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2016.05.023"},{"key":"e_1_3_4_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.still.2010.02.005"},{"key":"e_1_3_4_70_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geoderma.2017.12.024"},{"key":"e_1_3_4_71_1","doi-asserted-by":"publisher","DOI":"10.3390\/agronomy11030597"},{"key":"e_1_3_4_72_1","doi-asserted-by":"publisher","DOI":"10.1080\/17583004.2018.1553434"},{"key":"e_1_3_4_73_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.150187"},{"key":"e_1_3_4_74_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.agee.2021.107639"},{"key":"e_1_3_4_75_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geodrs.2020.e00307"},{"key":"e_1_3_4_76_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10533-004-0360-2"},{"key":"e_1_3_4_77_1","doi-asserted-by":"publisher","DOI":"10.3389\/fsufs.2020.00031"},{"key":"e_1_3_4_78_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.agee.2017.06.018"},{"key":"e_1_3_4_79_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2018.06.015"},{"key":"e_1_3_4_80_1","doi-asserted-by":"publisher","DOI":"10.1002\/fee.1758"},{"key":"e_1_3_4_81_1","doi-asserted-by":"publisher","DOI":"10.1080\/00380768.2019.1705182"},{"key":"e_1_3_4_82_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geosus.2020.03.001"},{"key":"e_1_3_4_83_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geoderma.2016.02.026"},{"key":"e_1_3_4_84_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0065-2113(03)81004-0"},{"key":"e_1_3_4_85_1","doi-asserted-by":"publisher","DOI":"10.5902\/1980509812362"},{"key":"e_1_3_4_86_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs15235464"},{"key":"e_1_3_4_87_1","first-page":"2","volume-title":"Dans Field Book for Describing and Sampling Soils, Dans SOIL SAMPLING","author":"Schoeneberger P. J.","year":"2012","unstructured":"Schoeneberger, P. J., D. A. Wysocki, E. C. Benham, and Soil Survey Staff. 2012. \u201cField Book for Describing and Sampling Soils, Version 3.0.\u201d In Dans Field Book for Describing and Sampling Soils, Dans SOIL SAMPLING, 2\u20132. Lincoln, NE: Natural Resources Conservation Service."},{"key":"e_1_3_4_88_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2022.106077"},{"issue":"4","key":"e_1_3_4_89_1","first-page":"574","article-title":"Estimation of Soil Organic Carbon Content in a Typical Karst Region Using Remote Sensing and Machine Learning Algorithms","volume":"10","author":"Shi X.","year":"2018","unstructured":"Shi, X., T. Hu, Y. Wu, D. Xiong, and Z. Zhang. 2018. \u201cEstimation of Soil Organic Carbon Content in a Typical Karst Region Using Remote Sensing and Machine Learning Algorithms.\u201d Remote Sensing, MDPI 10 (4): 574.","journal-title":"Remote Sensing, MDPI"},{"key":"e_1_3_4_90_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.catena.2017.04.003"},{"key":"e_1_3_4_91_1","doi-asserted-by":"publisher","DOI":"10.32115\/ijerd.10.2_67"},{"key":"e_1_3_4_92_1","doi-asserted-by":"publisher","DOI":"10.1038\/s43247-023-00915-1"},{"key":"e_1_3_4_93_1","doi-asserted-by":"publisher","DOI":"10.1088\/1755-1315\/116\/1\/012009"},{"key":"e_1_3_4_94_1","doi-asserted-by":"publisher","DOI":"10.15201\/hungeobull.70.1.4"},{"key":"e_1_3_4_95_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2019.03.025"},{"key":"e_1_3_4_96_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.agee.2021.107490"},{"key":"e_1_3_4_97_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chemosphere.2022.133596"},{"key":"e_1_3_4_98_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs13245115"},{"key":"e_1_3_4_99_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.145384"},{"key":"e_1_3_4_100_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs13071229"},{"key":"e_1_3_4_101_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11368-018-2097-2"},{"key":"e_1_3_4_102_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs15082118"},{"key":"e_1_3_4_103_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10509-019-3602-4"},{"key":"e_1_3_4_104_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2014.12.028"},{"key":"e_1_3_4_105_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.gsf.2016.06.003"},{"key":"e_1_3_4_106_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2019.111383"},{"key":"e_1_3_4_107_1","doi-asserted-by":"publisher","DOI":"10.3390\/s22072685"},{"key":"e_1_3_4_108_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jand.2023.08.002"},{"key":"e_1_3_4_109_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.buildenv.2022.109081"},{"key":"e_1_3_4_110_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs15225294"},{"key":"e_1_3_4_111_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.still.2019.104465"},{"key":"e_1_3_4_112_1","doi-asserted-by":"publisher","DOI":"10.1080\/13658816.2012.658053"},{"key":"e_1_3_4_113_1","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/8042961"},{"key":"e_1_3_4_114_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geoderma.2018.09.006"},{"key":"e_1_3_4_115_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11769-010-0139-4"},{"key":"e_1_3_4_116_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.geoderma.2018.11.026"},{"key":"e_1_3_4_117_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2022.109420"},{"key":"e_1_3_4_118_1","doi-asserted-by":"publisher","DOI":"10.3390\/agriculture13091830"},{"key":"e_1_3_4_119_1","doi-asserted-by":"publisher","DOI":"10.1016\/S2095-3119(17)61797-0"},{"key":"e_1_3_4_120_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)CF.1943-5509.0001292"},{"key":"e_1_3_4_121_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2020.106288"},{"key":"e_1_3_4_122_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2020.142661"},{"key":"e_1_3_4_123_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2023.107928"},{"key":"e_1_3_4_124_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2021.107770"},{"key":"e_1_3_4_125_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2023.163074"}],"container-title":["Geo-spatial Information Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/10095020.2024.2440608","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,28]],"date-time":"2026-01-28T16:39:28Z","timestamp":1769618368000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/10095020.2024.2440608"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,4]]},"references-count":124,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2025,11,2]]}},"alternative-id":["10.1080\/10095020.2024.2440608"],"URL":"https:\/\/doi.org\/10.1080\/10095020.2024.2440608","relation":{},"ISSN":["1009-5020","1993-5153"],"issn-type":[{"value":"1009-5020","type":"print"},{"value":"1993-5153","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,4]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tgsi20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tgsi20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2023-11-22","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-12-05","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-04-04","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}