{"id":"https://openalex.org/W4200621851","doi":"https://doi.org/10.3390/rs13245023","title":"Flood Discharge Prediction Based on Remote-Sensed Spatiotemporal Features Fusion and Graph Attention","display_name":"Flood Discharge Prediction Based on Remote-Sensed Spatiotemporal Features Fusion and Graph Attention","publication_year":2021,"publication_date":"2021-12-10","ids":{"openalex":"https://openalex.org/W4200621851","doi":"https://doi.org/10.3390/rs13245023"},"language":"en","primary_location":{"id":"doi:10.3390/rs13245023","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245023","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5023/pdf?version=1639163194","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/2072-4292/13/24/5023/pdf?version=1639163194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111598130","display_name":"Chen Chen","orcid":"https://orcid.org/0000-0002-4971-5029"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chen Chen","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108638239","display_name":"Di Luan","orcid":"https://orcid.org/0009-0003-4020-864X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dingbin Luan","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112111629","display_name":"Song Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Song Zhao","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063217507","display_name":"Zhan Liao","orcid":"https://orcid.org/0000-0001-8749-846X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Liao","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033154908","display_name":"Yang Zhou","orcid":"https://orcid.org/0000-0001-5474-9605"},"institutions":[{"id":"https://openalex.org/I4210155611","display_name":"Ministry of Water Resources of the People's Republic of China","ror":"https://ror.org/04e698d63","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210155611"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zhou","raw_affiliation_strings":["Ministry of Water Resources of China, Beijing 100083, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Water Resources of China, Beijing 100083, China","institution_ids":["https://openalex.org/I4210155611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044763897","display_name":"Jiange Jiang","orcid":"https://orcid.org/0000-0003-2644-3224"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiange Jiang","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065373445","display_name":"Qingqi Pei","orcid":"https://orcid.org/0000-0001-7601-5434"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingqi Pei","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5111598130"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.1275,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.77452303,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"13","issue":"24","first_page":"5023","last_page":"5023"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9984999895095825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.7231364846229553},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6602872610092163},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.531575083732605},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4821774363517761},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4682416021823883},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.4572652280330658},{"id":"https://openalex.org/keywords/flood-forecasting","display_name":"Flood forecasting","score":0.4291922152042389},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3472817540168762},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33822375535964966},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09162092208862305},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0911305844783783},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0845184326171875}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.7231364846229553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6602872610092163},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.531575083732605},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4821774363517761},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4682416021823883},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4572652280330658},{"id":"https://openalex.org/C183195422","wikidata":"https://www.wikidata.org/wiki/Q3409303","display_name":"Flood forecasting","level":3,"score":0.4291922152042389},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3472817540168762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33822375535964966},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09162092208862305},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0911305844783783},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0845184326171875},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13245023","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245023","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5023/pdf?version=1639163194","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:b54bb7dea4aa4686bfb9ace78fb0b64b","is_oa":true,"landing_page_url":"https://doaj.org/article/b54bb7dea4aa4686bfb9ace78fb0b64b","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 24, p 5023 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/24/5023/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13245023","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 13; Issue 24; Pages: 5023","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13245023","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245023","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5023/pdf?version=1639163194","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":[{"score":0.5400000214576721,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G1013565655","display_name":null,"funder_award_id":"2018YFE0126000","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/G1769398006","display_name":null,"funder_award_id":"62072360","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1995261545","display_name":null,"funder_award_id":"62001357","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2071443865","display_name":null,"funder_award_id":"201805","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/G3041710908","display_name":null,"funder_award_id":"ESSCKF2019-05","funder_id":"https://openalex.org/F4320322449","funder_display_name":"Tongji University"},{"id":"https://openalex.org/G3272447550","display_name":null,"funder_award_id":"62072355","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/G3408994836","display_name":null,"funder_award_id":"2020JQ-844","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5081675800","display_name":null,"funder_award_id":"62072359","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"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/G6548069789","display_name":null,"funder_award_id":"201805052-ZD3CG36","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G663101066","display_name":null,"funder_award_id":"62072360, 61902292, 62001357, 62072359, 62072355","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7407643660","display_name":null,"funder_award_id":"61902292","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7838805107","display_name":null,"funder_award_id":"2019ZDLGY13-07","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8190979695","display_name":null,"funder_award_id":"2018YFE0126000","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8635493100","display_name":null,"funder_award_id":"2019ZDLGY13-04","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8929821524","display_name":null,"funder_award_id":"ESSCKF2019-05","funder_id":"https://openalex.org/F4320330479","funder_display_name":"Key Laboratory of Embedded System and Service Computing Ministry of Education (Tonji University)"},{"id":"https://openalex.org/G8985703308","display_name":null,"funder_award_id":"62072359","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/F4320322449","display_name":"Tongji University","ror":"https://ror.org/03rc6as71"},{"id":"https://openalex.org/F4320330479","display_name":"Key Laboratory of Embedded System and Service Computing Ministry of Education (Tonji University)","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200621851.pdf","grobid_xml":"https://content.openalex.org/works/W4200621851.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1689711448","https://openalex.org/W1982032281","https://openalex.org/W1994234742","https://openalex.org/W2046567883","https://openalex.org/W2063226707","https://openalex.org/W2064675550","https://openalex.org/W2070536400","https://openalex.org/W2093572647","https://openalex.org/W2099566964","https://openalex.org/W2124037634","https://openalex.org/W2339118134","https://openalex.org/W2346877152","https://openalex.org/W2380166721","https://openalex.org/W2388016146","https://openalex.org/W2557997894","https://openalex.org/W2606983391","https://openalex.org/W2612221315","https://openalex.org/W2616620432","https://openalex.org/W2639416113","https://openalex.org/W2685595144","https://openalex.org/W2894660140","https://openalex.org/W2907492528","https://openalex.org/W3021538729","https://openalex.org/W3024872450","https://openalex.org/W3042024008","https://openalex.org/W3047453277","https://openalex.org/W3103627349","https://openalex.org/W3110674267","https://openalex.org/W3125247167","https://openalex.org/W3178914588","https://openalex.org/W3203112436","https://openalex.org/W4240944995","https://openalex.org/W6822402393"],"related_works":["https://openalex.org/W2354322770","https://openalex.org/W3000097931","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W2186700429","https://openalex.org/W2807005244","https://openalex.org/W2783138654","https://openalex.org/W2362178353","https://openalex.org/W4288712567","https://openalex.org/W2261973629"],"abstract_inverted_index":{"Floods":[0],"have":[1,33,204],"brought":[2],"a":[3,64,69,237],"great":[4],"threat":[5],"to":[6,42,63,111,121,136,226],"the":[7,15,25,43,46,53,79,84,99,103,113,117,123,138,149,165,175,188,201,213,219,222,227,231],"life":[8],"and":[9,23,50,128,131,140,156,168,195],"property":[10],"of":[11,17,28,45,60,68,83,126,152,177,198,200,221],"human":[12],"beings.":[13],"Under":[14],"premise":[16],"strengthening":[18],"flood":[19,37,144,153,157,240],"control":[20],"engineering":[21],"measures":[22],"following":[24],"strategic":[26],"thinking":[27],"sustainable":[29],"development,":[30],"many":[31],"achievements":[32],"been":[34,205],"made":[35],"in":[36,218],"forecasting":[38,150,241],"recently.":[39],"However,":[40],"due":[41],"complexity":[44],"traditional":[47],"lumped":[48],"model":[49,167,170,203,232],"distributed":[51],"model,":[52],"hydrologic":[54,71],"parameter":[55],"calibration":[56],"process":[57],"is":[58,160,186],"full":[59],"difficulties,":[61],"leading":[62],"long":[65],"development":[66],"cycle":[67],"reasonable":[70],"prediction":[72,229],"model.":[73,242],"Even":[74],"for":[75,143],"modern":[76],"data-driven":[77],"models,":[78],"spatial":[80,124,139,172],"distribution":[81],"characteristics":[82,125,142],"rainfall":[85,100,216],"data":[86,101],"are":[87,181],"also":[88],"not":[89],"fully":[90],"mined.":[91],"Based":[92],"on":[93,212],"this":[94,96],"situation,":[95],"paper":[97],"abstracts":[98],"into":[102],"graph":[104,118],"structure":[105],"data,":[106],"uses":[107],"remote":[108],"sensing":[109],"images":[110],"extract":[112,122],"elevation":[114],"information,":[115],"introduces":[116],"attention":[119],"mechanism":[120],"rainfall,":[127],"employs":[129],"long-term":[130],"short-term":[132],"memory":[133],"(LSTM)":[134],"network":[135],"fuse":[137],"temporal":[141],"prediction.":[145],"Through":[146],"well-designed":[147],"experiments,":[148],"effect":[151],"peak":[154],"value":[155],"arrival":[158],"time":[159],"verified.":[161],"Furthermore,":[162],"compared":[163],"with":[164],"LSTM":[166],"BIGRU":[169],"without":[171],"feature":[173,179],"extraction,":[174],"advantages":[176],"spatiotemporal":[178],"fusion":[180],"highlighted.":[182],"The":[183],"specific":[184],"performance":[185],"that":[187],"RMSE":[189],"(the":[190],"root":[191],"means":[192],"square":[193],"error)":[194],"R2":[196],"(coefficient":[197],"determination)":[199],"GA-RNN":[202],"significantly":[206],"improved.":[207],"Finally,":[208],"we":[209],"conduct":[210],"experiments":[211],"observed":[214],"ten":[215],"events":[217],"history":[220],"target":[223],"watershed.":[224],"According":[225],"hydrological":[228],"specifications,":[230],"can":[233],"be":[234],"evaluated":[235],"as":[236],"Class":[238],"B":[239]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2021-12-31T00:00:00"}