{"id":"https://openalex.org/W4324091394","doi":"https://doi.org/10.3390/rs15061531","title":"High-Resolution Quantitative Retrieval of Soil Moisture Based on Multisource Data Fusion with Random Forests: A Case Study in the Zoige Region of the Tibetan Plateau","display_name":"High-Resolution Quantitative Retrieval of Soil Moisture Based on Multisource Data Fusion with Random Forests: A Case Study in the Zoige Region of the Tibetan Plateau","publication_year":2023,"publication_date":"2023-03-10","ids":{"openalex":"https://openalex.org/W4324091394","doi":"https://doi.org/10.3390/rs15061531"},"language":"en","primary_location":{"id":"doi:10.3390/rs15061531","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15061531","pdf_url":"https://www.mdpi.com/2072-4292/15/6/1531/pdf?version=1678445745","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/6/1531/pdf?version=1678445745","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042819322","display_name":"Yutiao Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158498","display_name":"Satellite Application Center for Ecology and Environment","ror":"https://ror.org/04x9p9g72","country_code":"CN","type":"government","lineage":["https://openalex.org/I204710742","https://openalex.org/I4210158498"]},{"id":"https://openalex.org/I204710742","display_name":"Ministry of Ecology and Environment","ror":"https://ror.org/04gwbew76","country_code":"CN","type":"government","lineage":["https://openalex.org/I204710742"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutiao Ma","raw_affiliation_strings":["Satellite Environment Application Center, Ministry of Ecology and Environment, Beijing 100094, China","School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China"],"affiliations":[{"raw_affiliation_string":"Satellite Environment Application Center, Ministry of Ecology and Environment, Beijing 100094, China","institution_ids":["https://openalex.org/I4210158498","https://openalex.org/I204710742"]},{"raw_affiliation_string":"School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100673947","display_name":"Peng Hou","orcid":"https://orcid.org/0000-0002-7440-9699"},"institutions":[{"id":"https://openalex.org/I4210158498","display_name":"Satellite Application Center for Ecology and Environment","ror":"https://ror.org/04x9p9g72","country_code":"CN","type":"government","lineage":["https://openalex.org/I204710742","https://openalex.org/I4210158498"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]},{"id":"https://openalex.org/I204710742","display_name":"Ministry of Ecology and Environment","ror":"https://ror.org/04gwbew76","country_code":"CN","type":"government","lineage":["https://openalex.org/I204710742"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peng Hou","raw_affiliation_strings":["Satellite Environment Application Center, Ministry of Ecology and Environment, Beijing 100094, China","School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China"],"affiliations":[{"raw_affiliation_string":"Satellite Environment Application Center, Ministry of Ecology and Environment, Beijing 100094, China","institution_ids":["https://openalex.org/I4210158498","https://openalex.org/I204710742"]},{"raw_affiliation_string":"School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011626690","display_name":"Linjing Zhang","orcid":"https://orcid.org/0009-0002-0485-7602"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linjing Zhang","raw_affiliation_strings":["School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China"],"affiliations":[{"raw_affiliation_string":"School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101672152","display_name":"Guangzhen Cao","orcid":"https://orcid.org/0000-0001-6974-1972"},"institutions":[{"id":"https://openalex.org/I141301092","display_name":"China Meteorological Administration","ror":"https://ror.org/00bx3rb98","country_code":"CN","type":"government","lineage":["https://openalex.org/I141301092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangzhen Cao","raw_affiliation_strings":["Key Laboratory of Radiometric Calibration and Validation for Environmental Satellites of China Meteorological Administration, National Satellite Meteorological Center, Beijing 100081, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Radiometric Calibration and Validation for Environmental Satellites of China Meteorological Administration, National Satellite Meteorological Center, Beijing 100081, China","institution_ids":["https://openalex.org/I141301092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021696313","display_name":"Lin Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Sun","raw_affiliation_strings":["School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China"],"affiliations":[{"raw_affiliation_string":"School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088354695","display_name":"Shulin Pang","orcid":"https://orcid.org/0000-0001-6696-453X"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shulin Pang","raw_affiliation_strings":["School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China"],"affiliations":[{"raw_affiliation_string":"School of Geomatics and Spatial Information, Shandong University of Science and Technology, Qingdao 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015364518","display_name":"Junjun Bai","orcid":"https://orcid.org/0000-0002-0072-0935"},"institutions":[{"id":"https://openalex.org/I4210158498","display_name":"Satellite Application Center for Ecology and Environment","ror":"https://ror.org/04x9p9g72","country_code":"CN","type":"government","lineage":["https://openalex.org/I204710742","https://openalex.org/I4210158498"]},{"id":"https://openalex.org/I4210156332","display_name":"Chinese Research Academy of Environmental Sciences","ror":"https://ror.org/05t8xvx87","country_code":"CN","type":"nonprofit","lineage":["https://openalex.org/I4210156332"]},{"id":"https://openalex.org/I204710742","display_name":"Ministry of Ecology and Environment","ror":"https://ror.org/04gwbew76","country_code":"CN","type":"government","lineage":["https://openalex.org/I204710742"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjun Bai","raw_affiliation_strings":["Chinese Research Academy of Environmental Sciences, Beijing 100012, China","Satellite Environment Application Center, Ministry of Ecology and Environment, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"Chinese Research Academy of Environmental Sciences, Beijing 100012, China","institution_ids":["https://openalex.org/I4210156332"]},{"raw_affiliation_string":"Satellite Environment Application Center, Ministry of Ecology and Environment, Beijing 100094, China","institution_ids":["https://openalex.org/I4210158498","https://openalex.org/I204710742"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100673947"],"corresponding_institution_ids":["https://openalex.org/I204710742","https://openalex.org/I4210158498","https://openalex.org/I80143920"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.6344,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.80964544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"15","issue":"6","first_page":"1531","last_page":"1531"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11312","display_name":"Soil Moisture and Remote Sensing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11312","display_name":"Soil Moisture and Remote Sensing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10716","display_name":"Soil and Unsaturated Flow","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11333","display_name":"Climate change and permafrost","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.7883284091949463},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.714475154876709},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5627280473709106},{"id":"https://openalex.org/keywords/data-assimilation","display_name":"Data assimilation","score":0.4577147364616394},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.45219242572784424},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.4287439286708832},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.4234696626663208},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2451847493648529},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17794722318649292},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.12254276871681213},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09175381064414978}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7883284091949463},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.714475154876709},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5627280473709106},{"id":"https://openalex.org/C24552861","wikidata":"https://www.wikidata.org/wiki/Q2670177","display_name":"Data assimilation","level":2,"score":0.4577147364616394},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.45219242572784424},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.4287439286708832},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4234696626663208},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2451847493648529},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17794722318649292},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.12254276871681213},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09175381064414978},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15061531","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15061531","pdf_url":"https://www.mdpi.com/2072-4292/15/6/1531/pdf?version=1678445745","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6f1ad4b9f0f440d6b185b995d014c4bd","is_oa":true,"landing_page_url":"https://doaj.org/article/6f1ad4b9f0f440d6b185b995d014c4bd","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 6, p 1531 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/6/1531/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15061531","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 15; Issue 6; Pages: 1531","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15061531","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15061531","pdf_url":"https://www.mdpi.com/2072-4292/15/6/1531/pdf?version=1678445745","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.6700000166893005}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4324091394.pdf"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W1520812622","https://openalex.org/W1578138499","https://openalex.org/W1643664725","https://openalex.org/W1875061881","https://openalex.org/W1901616594","https://openalex.org/W1964332645","https://openalex.org/W1969616272","https://openalex.org/W1977816647","https://openalex.org/W1981817238","https://openalex.org/W1982118872","https://openalex.org/W1985479415","https://openalex.org/W1995598225","https://openalex.org/W2000394269","https://openalex.org/W2007933340","https://openalex.org/W2015066808","https://openalex.org/W2021184758","https://openalex.org/W2036857303","https://openalex.org/W2039348932","https://openalex.org/W2048336910","https://openalex.org/W2058947207","https://openalex.org/W2081340599","https://openalex.org/W2088068290","https://openalex.org/W2097498299","https://openalex.org/W2105782107","https://openalex.org/W2108031818","https://openalex.org/W2130083518","https://openalex.org/W2132549823","https://openalex.org/W2137595065","https://openalex.org/W2168379327","https://openalex.org/W2186294614","https://openalex.org/W2188767531","https://openalex.org/W2261059368","https://openalex.org/W2496225726","https://openalex.org/W2593356872","https://openalex.org/W2599868771","https://openalex.org/W2755547157","https://openalex.org/W2771533774","https://openalex.org/W2775369092","https://openalex.org/W2789673541","https://openalex.org/W2792192198","https://openalex.org/W2793332814","https://openalex.org/W2804415560","https://openalex.org/W2806999654","https://openalex.org/W2811382599","https://openalex.org/W2904758662","https://openalex.org/W2911724726","https://openalex.org/W2911964244","https://openalex.org/W2920425503","https://openalex.org/W2946111339","https://openalex.org/W2953495101","https://openalex.org/W2967660021","https://openalex.org/W2972262484","https://openalex.org/W2986745564","https://openalex.org/W3093061945","https://openalex.org/W3096184163","https://openalex.org/W3108638155","https://openalex.org/W3111808594","https://openalex.org/W3154419054","https://openalex.org/W3161239242","https://openalex.org/W3166420679","https://openalex.org/W3216678516","https://openalex.org/W4200334776","https://openalex.org/W4206001019","https://openalex.org/W4223487889","https://openalex.org/W4248771187","https://openalex.org/W4256060553","https://openalex.org/W4310396557","https://openalex.org/W4312925567","https://openalex.org/W6676294145","https://openalex.org/W6684963268","https://openalex.org/W6848265679"],"related_works":["https://openalex.org/W2108512031","https://openalex.org/W2063755384","https://openalex.org/W2048409327","https://openalex.org/W2153306223","https://openalex.org/W2997015357","https://openalex.org/W2390117385","https://openalex.org/W2123825282","https://openalex.org/W1977273908","https://openalex.org/W2079990215","https://openalex.org/W2897030841"],"abstract_inverted_index":{"Accurate":[0],"high-resolution":[1,57],"soil":[2,18,61,91,99,111,199,218,223,251,270,281,296,302,312,350,374],"moisture":[3,19,62,100,112,200,219,224,282,303,313,351,375],"mapping":[4],"is":[5,31,317],"critical":[6],"for":[7,38,56,169,299,372],"surface":[8,87,89],"studies":[9],"as":[10,12,107,122,140,265,273],"well":[11],"climate":[13],"change":[14,362],"research.":[15,376],"Currently,":[16],"regional":[17,60,373],"retrieval":[20,54],"primarily":[21],"focuses":[22],"on":[23,65,116,227,254,280],"a":[24,52,179,184,193,245,321,353,358],"spatial":[25,248,327],"resolution":[26],"of":[27,125,153,182,189,195,250,292,308],"1":[28],"km,":[29],"which":[30],"not":[32],"able":[33],"to":[34,164,221],"provide":[35,367],"effective":[36],"information":[37,298],"environmental":[39],"science":[40],"research":[41],"and":[42,71,98,192,212,240,267,269,275,295,329,338,357,370],"agricultural":[43],"water":[44],"resource":[45],"management.":[46],"In":[47],"this":[48,315],"study,":[49],"we":[50,77,259],"developed":[51],"quantitative":[53],"framework":[55],"(250":[58],"m)":[59],"inversion":[63],"based":[64,115,226],"machine":[66],"learning,":[67],"multisource":[68],"data":[69,80,105,124,134],"fusion,":[70],"in":[72,127,149,283,314],"situ":[73,128],"measurement":[74],"data.":[75,304],"Specifically,":[76],"used":[78,121],"various":[79],"sources,":[81],"including":[82],"the":[83,126,132,136,141,150,154,158,205,216,222,255,284,290,306,311,330,346],"normalized":[84],"vegetation":[85],"index,":[86],"temperature,":[88],"albedo,":[90],"properties":[92,271],"data,":[93,95,97],"precipitation":[94],"topographic":[96,262,294],"products":[101,113,225],"from":[102,135,162],"passive":[103],"microwave":[104],"assimilation":[106],"input":[108],"parameters.":[109],"The":[110,145,171,197,341],"simulated":[114],"ground":[117,228],"model":[118,174,229],"simulation":[119],"were":[120,236],"supplementary":[123],"measurements,":[129],"together":[130],"with":[131,178,215,241,325],"measured":[133],"Maqu":[137],"Observation":[138],"Network":[139],"training":[142],"target":[143],"value.":[144],"study":[146],"was":[147,209],"conducted":[148],"Zoige":[151],"region":[152],"Tibetan":[155,286],"Plateau":[156],"during":[157],"nonfreezing":[159],"period":[160],"(May\u2013October)":[161],"2009":[163],"2018,":[165],"using":[166],"random":[167,172,206],"forests":[168],"training.":[170],"forest":[173,207],"had":[175],"good":[176],"accuracy,":[177],"correlation":[180],"coefficient":[181],"0.885,":[183],"root":[185],"mean":[186,348],"square":[187],"error":[188],"0.024":[190],"m\u00b3/m\u00b3,":[191],"bias":[194],"\u22120.004.":[196],"ground-measured":[198],"exhibited":[201],"significant":[202,278],"fluctuations,":[203],"while":[204],"prediction":[208],"more":[210,238,246],"accurate":[211],"closely":[213],"aligned":[214],"field":[217],"compared":[220],"simulation.":[230],"Our":[231],"method":[232],"generated":[233],"results":[234],"that":[235,261,345],"smoother,":[237],"stable,":[239],"less":[242],"noise,":[243],"providing":[244],"detailed":[247],"pattern":[249],"moisture.":[252],"Based":[253],"permutation":[256],"importance":[257,291],"method,":[258],"found":[260],"factors":[263],"such":[264,272],"slope":[266],"aspect,":[268],"silt":[274],"sand":[276],"have":[277],"impacts":[279],"southeastern":[285],"Plateau.":[287],"This":[288],"highlights":[289],"fine-scale":[293],"property":[297],"generating":[300],"high-precision":[301],"From":[305],"perspective":[307],"inter-annual":[309],"variation,":[310],"area":[316],"generally":[318],"high,":[319],"showing":[320],"slow":[322],"upward":[323],"trend,":[324],"small":[326,359],"differences,":[328],"annual":[331],"average":[332,349],"value":[333],"fluctuates":[334],"between":[335],"0.3741":[336],"m3/m3":[337],"0.3943":[339],"m3/m3.":[340],"intra-annual":[342],"evolution":[343],"indicates":[344],"monthly":[347],"has":[352],"large":[354],"geographical":[355],"variation":[356],"multi-year":[360],"linear":[361],"rate.":[363],"These":[364],"findings":[365],"can":[366],"valuable":[368],"insights":[369],"references":[371]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-01-26T23:06:41.788003","created_date":"2023-03-14T00:00:00"}
