{"id":"https://openalex.org/W4383376351","doi":"https://doi.org/10.3390/rs15133410","title":"Hybrid Deep Learning and S2S Model for Improved Sub-Seasonal Surface and Root-Zone Soil Moisture Forecasting","display_name":"Hybrid Deep Learning and S2S Model for Improved Sub-Seasonal Surface and Root-Zone Soil Moisture Forecasting","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4383376351","doi":"https://doi.org/10.3390/rs15133410"},"language":"en","primary_location":{"id":"doi:10.3390/rs15133410","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15133410","pdf_url":"https://www.mdpi.com/2072-4292/15/13/3410/pdf?version=1688555394","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/2072-4292/15/13/3410/pdf?version=1688555394","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020790434","display_name":"Lei Xu","orcid":"https://orcid.org/0000-0002-6454-2963"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Xu","raw_affiliation_strings":["National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061544279","display_name":"Hongchu Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongchu Yu","raw_affiliation_strings":["School of Navigation, Wuhan University of Technology, Wuhan 430063, China"],"affiliations":[{"raw_affiliation_string":"School of Navigation, Wuhan University of Technology, Wuhan 430063, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086235539","display_name":"Zeqiang Chen","orcid":"https://orcid.org/0000-0001-6624-6693"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeqiang Chen","raw_affiliation_strings":["National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088176505","display_name":"Wenying Du","orcid":"https://orcid.org/0000-0002-3202-5128"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenying Du","raw_affiliation_strings":["National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084901503","display_name":"Nengcheng Chen","orcid":"https://orcid.org/0000-0002-3521-9972"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nengcheng Chen","raw_affiliation_strings":["National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Geographic Information System, China University of Geosciences (Wuhan), Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064140321","display_name":"Min Huang","orcid":"https://orcid.org/0000-0002-2107-9227"},"institutions":[{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Huang","raw_affiliation_strings":["School of Geography and Environment, Jiangxi Normal University, Nanchang 330022, China"],"affiliations":[{"raw_affiliation_string":"School of Geography and Environment, Jiangxi Normal University, Nanchang 330022, China","institution_ids":["https://openalex.org/I53592917"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020790434"],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.4442,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.7923882,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"15","issue":"13","first_page":"3410","last_page":"3410"},"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":0.9976999759674072,"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9958000183105469,"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":0.7020038366317749},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6532502770423889},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.5714085698127747},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3609884977340698},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1734829843044281},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16480544209480286},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10821288824081421}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7020038366317749},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6532502770423889},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.5714085698127747},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3609884977340698},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1734829843044281},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16480544209480286},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10821288824081421},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15133410","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15133410","pdf_url":"https://www.mdpi.com/2072-4292/15/13/3410/pdf?version=1688555394","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:15242f5ca27d4255b17d4f62552d6254","is_oa":true,"landing_page_url":"https://doaj.org/article/15242f5ca27d4255b17d4f62552d6254","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 13, p 3410 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/13/3410/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15133410","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 13; Pages: 3410","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15133410","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15133410","pdf_url":"https://www.mdpi.com/2072-4292/15/13/3410/pdf?version=1688555394","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":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G1023083465","display_name":null,"funder_award_id":"42201509","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1900860793","display_name":null,"funder_award_id":"42101429","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G1962431854","display_name":null,"funder_award_id":"42022009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2082826544","display_name":null,"funder_award_id":"Postdoctoral","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2116797441","display_name":null,"funder_award_id":"2022M722930","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2260354472","display_name":null,"funder_award_id":"42101429","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G23311693","display_name":null,"funder_award_id":"2022009","funder_id":"https://openalex.org/F4320328899","funder_display_name":"China University of Geosciences"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2459799247","display_name":null,"funder_award_id":"162301212687","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2665720166","display_name":null,"funder_award_id":"42201509","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2765774518","display_name":null,"funder_award_id":"201438","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2802911279","display_name":null,"funder_award_id":"Young","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2870525900","display_name":null,"funder_award_id":"Wuhan","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3190881106","display_name":null,"funder_award_id":"62301212","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G351215582","display_name":null,"funder_award_id":"162301212687","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3786745975","display_name":null,"funder_award_id":"Wuhan","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4198833206","display_name":null,"funder_award_id":"42201438","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4288132589","display_name":null,"funder_award_id":"2642022009","funder_id":"https://openalex.org/F4320328899","funder_display_name":"China University of Geosciences"},{"id":"https://openalex.org/G4669285290","display_name":null,"funder_award_id":"2021YFF0704400","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4727055188","display_name":null,"funder_award_id":"2022M722930","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5289191160","display_name":null,"funder_award_id":"704400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5399121702","display_name":null,"funder_award_id":"2022009","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5619007908","display_name":null,"funder_award_id":"201438","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5699152315","display_name":null,"funder_award_id":"162301212687","funder_id":"https://openalex.org/F4320328899","funder_display_name":"China University of Geosciences"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6192609413","display_name":null,"funder_award_id":"2022009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6252451395","display_name":null,"funder_award_id":"2021YFF0704400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6973285308","display_name":null,"funder_award_id":"42201509, 42101429","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7946776552","display_name":null,"funder_award_id":"2642022009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8054553748","display_name":null,"funder_award_id":"2642022009","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8264467799","display_name":null,"funder_award_id":"Wuhan","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G830045682","display_name":null,"funder_award_id":"2021YFF0704400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8623119958","display_name":null,"funder_award_id":"42201438","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320328899","display_name":"China University of Geosciences","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4383376351.pdf"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W1485009520","https://openalex.org/W1964264187","https://openalex.org/W1999546800","https://openalex.org/W2013173853","https://openalex.org/W2039348932","https://openalex.org/W2076196252","https://openalex.org/W2084279619","https://openalex.org/W2116196493","https://openalex.org/W2118142170","https://openalex.org/W2119132330","https://openalex.org/W2121745948","https://openalex.org/W2141219203","https://openalex.org/W2147241431","https://openalex.org/W2157980636","https://openalex.org/W2162255540","https://openalex.org/W2211830236","https://openalex.org/W2471266319","https://openalex.org/W2472100207","https://openalex.org/W2485611980","https://openalex.org/W2575270753","https://openalex.org/W2611772571","https://openalex.org/W2737609272","https://openalex.org/W2763117712","https://openalex.org/W2773050709","https://openalex.org/W2790457119","https://openalex.org/W2801479337","https://openalex.org/W2807694716","https://openalex.org/W2886436801","https://openalex.org/W2887280559","https://openalex.org/W2900819975","https://openalex.org/W2904109594","https://openalex.org/W2911964244","https://openalex.org/W2912742550","https://openalex.org/W2913267705","https://openalex.org/W2913323966","https://openalex.org/W2917765645","https://openalex.org/W2927513003","https://openalex.org/W2939471774","https://openalex.org/W2971807528","https://openalex.org/W2972828012","https://openalex.org/W2985677292","https://openalex.org/W3006414212","https://openalex.org/W3008648992","https://openalex.org/W3023439803","https://openalex.org/W3025949386","https://openalex.org/W3047833863","https://openalex.org/W3081479206","https://openalex.org/W3110149873","https://openalex.org/W3110932100","https://openalex.org/W3111530821","https://openalex.org/W3127771660","https://openalex.org/W3134201117","https://openalex.org/W3136470333","https://openalex.org/W3161870544","https://openalex.org/W3184991396","https://openalex.org/W3194456427","https://openalex.org/W3203696868","https://openalex.org/W3204828025","https://openalex.org/W3217323675","https://openalex.org/W4200513151","https://openalex.org/W4213423354","https://openalex.org/W4220695003","https://openalex.org/W4220873691","https://openalex.org/W4230674625","https://openalex.org/W4281785073","https://openalex.org/W4289525311","https://openalex.org/W4293773504","https://openalex.org/W4296482870","https://openalex.org/W4297121128","https://openalex.org/W4307111613","https://openalex.org/W4312121724","https://openalex.org/W4322625640","https://openalex.org/W6610017368","https://openalex.org/W6628877408","https://openalex.org/W6638261729","https://openalex.org/W6804601806","https://openalex.org/W6963532135"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2102148524","https://openalex.org/W2314720829","https://openalex.org/W4385074335","https://openalex.org/W2626189183","https://openalex.org/W2626268514","https://openalex.org/W324331621","https://openalex.org/W2621951291","https://openalex.org/W1885452192"],"abstract_inverted_index":{"Surface":[0],"soil":[1,6,41,83,93,215],"moisture":[2,7,42,94,216],"(SSM)":[3],"and":[4,18,23,36,54,73,113,128,138,159,195,209,241,246],"root-zone":[5],"(RZSM)":[8],"are":[9,44],"key":[10],"hydrological":[11],"variables":[12],"for":[13,32,224,237],"the":[14,59,77,82,91,124,146,160,170,178,186,203,211,225,231],"agricultural":[15,33],"water":[16,34,84],"cycle":[17],"vegetation":[19],"growth.":[20],"Accurate":[21],"SSM":[22,72,112,240],"RZSM":[24,74,114,242],"forecasting":[25,115,119,199,243],"at":[26,219],"sub-seasonal":[27,239],"scales":[28],"would":[29],"be":[30],"valuable":[31],"management":[35],"preparations.":[37],"Currently,":[38],"weather":[39],"model-based":[40,92],"predictions":[43,95],"subject":[45],"to":[46,50,108,134,174],"large":[47],"uncertainties":[48],"due":[49],"inaccurate":[51],"initial":[52],"conditions":[53],"empirical":[55],"parameterization":[56],"schemes,":[57],"while":[58],"data-driven":[60,103,214],"machine":[61],"learning":[62,106],"methods":[63],"have":[64],"limitations":[65],"in":[66,81,169,183],"modeling":[67,218],"long-term":[68],"temporal":[69],"dependences":[70],"of":[71,76,79,130,185,213,227],"because":[75],"lack":[78],"considerations":[80],"process.":[85],"Thus,":[86],"here,":[87],"we":[88],"innovatively":[89],"integrate":[90],"from":[96,132,202,207],"a":[97,102,110],"sub-seasonal-to-seasonal":[98],"(S2S)":[99],"model":[100,107,120,172,200,234],"into":[101],"stacked":[104],"deep":[105],"construct":[109],"hybrid":[111,118,171,198,228,233],"framework.":[116],"The":[117,163,197],"is":[121,139,235],"evaluated":[122],"over":[123,177,244],"Yangtze":[125],"River":[126],"Basin":[127],"parts":[129],"Europe":[131],"1-":[133],"46-day":[135],"lead":[136],"times":[137],"compared":[140],"with":[141],"four":[142],"baseline":[143,175],"methods,":[144],"including":[145],"support":[147],"vector":[148],"regression":[149],"(SVR),":[150],"random":[151],"forest":[152],"(RF),":[153],"convolutional":[154],"long":[155],"short-term":[156],"memory":[157,217],"(ConvLSTM)":[158],"S2S":[161,208],"model.":[162],"results":[164],"indicate":[165],"substantial":[166],"skill":[167,206],"improvements":[168],"relative":[173],"models":[176],"two":[179],"study":[180],"areas":[181],"spatiotemporally,":[182],"terms":[184],"correlation":[187],"coefficient,":[188],"unbiased":[189],"root":[190],"mean":[191],"square":[192],"error":[193],"(ubRMSE)":[194],"RMSE.":[196],"benefits":[201],"long-lead":[204],"predictive":[205],"retains":[210],"advantages":[212],"short-lead":[220],"scales,":[221],"which":[222],"account":[223],"superiority":[226],"forecasting.":[229],"Overall,":[230],"developed":[232],"promising":[236],"improved":[238],"global":[245],"local":[247],"areas.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
