{"id":"https://openalex.org/W4308488186","doi":"https://doi.org/10.1016/j.jhydrol.2022.128577","title":"Generalization of an Encoder-Decoder LSTM model for flood prediction in ungauged catchments","display_name":"Generalization of an Encoder-Decoder LSTM model for flood prediction in ungauged catchments","publication_year":2022,"publication_date":"2022-10-29","ids":{"openalex":"https://openalex.org/W4308488186","doi":"https://doi.org/10.1016/j.jhydrol.2022.128577"},"language":"en","primary_location":{"id":"doi:10.1016/j.jhydrol.2022.128577","doi":"https://doi.org/10.1016/j.jhydrol.2022.128577","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jhydrol.2022.128577","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0022169422011477/pdf","source":{"id":"https://openalex.org/S55737203","display_name":"Journal of Hydrology","issn_l":"0022-1694","issn":["0022-1694","1879-2707"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-3","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Hydrology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.sciencedirect.com/science/article/pii/S0022169422011477/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101595471","display_name":"Yikui Zhang","orcid":"https://orcid.org/0000-0002-1998-1529","observed_orcids":["https://orcid.org/0000-0002-1998-1529"]},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405253839","display_name":"Institute of Environmental Engineering","ror":"https://ror.org/014vhw898","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405253839"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Yikui Zhang","raw_affiliation_strings":["Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081919559","display_name":"Silvan Ragettli","orcid":"https://orcid.org/0000-0001-9817-8541","observed_orcids":["https://orcid.org/0000-0001-9817-8541"]},"institutions":[{"id":"https://openalex.org/I4210105908","display_name":"Hydrosolutions (Switzerland)","ror":"https://ror.org/01jbagx41","country_code":"CH","type":"company","lineage":["https://openalex.org/I4210105908"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Silvan Ragettli","raw_affiliation_strings":["Hydrosolutions Ltd., Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydrosolutions Ltd., Zurich, Switzerland","institution_ids":["https://openalex.org/I4210105908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023988759","display_name":"P\u00e9ter Moln\u00e1r","orcid":"https://orcid.org/0000-0001-6437-4931","observed_orcids":["https://orcid.org/0000-0001-6437-4931"]},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405253839","display_name":"Institute of Environmental Engineering","ror":"https://ror.org/014vhw898","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405253839"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Peter Molnar","raw_affiliation_strings":["Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079637160","display_name":"Olga Fink","orcid":"https://orcid.org/0000-0002-9546-1488","observed_orcids":["https://orcid.org/0000-0002-9546-1488"]},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Olga Fink","raw_affiliation_strings":["Laboratory of Intelligent Maintenance and Operations Systems, EPFL, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Intelligent Maintenance and Operations Systems, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054767566","display_name":"Nadav Peleg","orcid":"https://orcid.org/0000-0001-6863-2934","observed_orcids":["https://orcid.org/0000-0001-6863-2934"]},"institutions":[{"id":"https://openalex.org/I97565354","display_name":"University of Lausanne","ror":"https://ror.org/019whta54","country_code":"CH","type":"education","lineage":["https://openalex.org/I97565354"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Nadav Peleg","raw_affiliation_strings":["Institute of Earth Surface Dynamics, University of Lausanne, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Earth Surface Dynamics, University of Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I97565354"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101595471"],"corresponding_institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"],"apc_list":{"value":3300,"currency":"USD","value_usd":3300},"apc_paid":{"value":3300,"currency":"USD","value_usd":3300},"fwci":4.8739,"has_fulltext":true,"cited_by_count":95,"citation_normalized_percentile":{"value":0.97110297,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"614","issue":null,"first_page":"128577","last_page":"128577"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9994999766349792,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9994999766349792,"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.00019999999494757503,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/flood-forecasting","display_name":"flood forecasting","score":0.9380000233650208},{"id":"https://openalex.org/keywords/ungauged-basins","display_name":"ungauged basins","score":0.9980000257492065},{"id":"https://openalex.org/keywords/lstm-encoder-decoder","display_name":"LSTM encoder-decoder","score":0.9729999899864197},{"id":"https://openalex.org/keywords/model-generalization","display_name":"model generalization","score":0.7689999938011169},{"id":"https://openalex.org/keywords/catchment-characteristics","display_name":"catchment characteristics","score":0.6330000162124634},{"id":"https://openalex.org/keywords/mountain-catchments","display_name":"mountain catchments","score":0.8379999995231628},{"id":"https://openalex.org/keywords/rainfall-runoff-modeling","display_name":"rainfall-runoff modeling","score":0.6259999871253967},{"id":"https://openalex.org/keywords/aridity","display_name":"aridity","score":0.6060000061988831}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6388319730758667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6020060777664185},{"id":"https://openalex.org/C53739315","wikidata":"https://www.wikidata.org/wiki/Q29425295","display_name":"Streamflow","level":3,"score":0.5871511101722717},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.564723789691925},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.5332856774330139},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.507084846496582},{"id":"https://openalex.org/C50477045","wikidata":"https://www.wikidata.org/wiki/Q1444790","display_name":"Surface runoff","level":2,"score":0.5053184628486633},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.46819835901260376},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.39921772480010986},{"id":"https://openalex.org/C126645576","wikidata":"https://www.wikidata.org/wiki/Q166620","display_name":"Drainage basin","level":2,"score":0.3917276859283447},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.11592915654182434},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09472498297691345},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08736878633499146},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1016/j.jhydrol.2022.128577","doi":"https://doi.org/10.1016/j.jhydrol.2022.128577","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jhydrol.2022.128577","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0022169422011477/pdf","source":{"id":"https://openalex.org/S55737203","display_name":"Journal of Hydrology","issn_l":"0022-1694","issn":["0022-1694","1879-2707"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-3","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Hydrology","raw_type":"journal-article"},{"id":"pmh:oai:serval.unil.ch:BIB_7AEFE33E23A3","doi":null,"is_oa":true,"landing_page_url":"https://serval.unil.ch/notice/serval:BIB_7AEFE33E23A3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401797","display_name":"SERVAL (Universit\u00e9 de Lausanne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210093590","host_organization_name":"Swiss School of Archaeology in Greece","host_organization_lineage":["https://openalex.org/I4210093590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Hydrology, vol. 614, pp. 128577","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:iris.unil.ch:iris/175306","doi":null,"is_oa":true,"landing_page_url":"https://iris.unil.ch/handle/iris/175306","pdf_url":"https://iris.unil.ch/bitstreams/f57a542f-1bc4-448d-9c7a-3912ad2bc470/download","source":{"id":"https://openalex.org/S7407055444","display_name":"IRIS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":null,"raw_type":"journal article"},{"id":"pmh:oai:infoscience.epfl.ch:299335","doi":null,"is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/299335","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I5124864","host_organization_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","host_organization_lineage":["https://openalex.org/I5124864"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"research article"},{"id":"pmh:oai:www.research-collection.ethz.ch:20.500.11850/588255","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.11850/588255","pdf_url":null,"source":{"id":"https://openalex.org/S4306402302","display_name":"Repository for Publications and Research Data (ETH Zurich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I35440088","host_organization_name":"ETH Zurich","host_organization_lineage":["https://openalex.org/I35440088"],"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":"Journal of Hydrology, 614","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.3929/ethz-b-000588255","doi":"https://doi.org/10.3929/ethz-b-000588255","is_oa":true,"landing_page_url":"https://doi.org/10.3929/ethz-b-000588255","pdf_url":null,"source":{"id":"https://openalex.org/S7407051236","display_name":"ETH Z\u00fcrich Research Collection","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Other"}],"best_oa_location":{"id":"doi:10.1016/j.jhydrol.2022.128577","doi":"https://doi.org/10.1016/j.jhydrol.2022.128577","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jhydrol.2022.128577","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0022169422011477/pdf","source":{"id":"https://openalex.org/S55737203","display_name":"Journal of Hydrology","issn_l":"0022-1694","issn":["0022-1694","1879-2707"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-3","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Hydrology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.6618000268936157},{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5351999998092651}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1555374139","display_name":"Rainfall and floods in future cities","funder_award_id":"194649","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308488186.pdf","grobid_xml":"https://content.openalex.org/works/W4308488186.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1576008153","https://openalex.org/W1977563642","https://openalex.org/W2001602455","https://openalex.org/W2004609727","https://openalex.org/W2033904036","https://openalex.org/W2047852351","https://openalex.org/W2048069199","https://openalex.org/W2058998445","https://openalex.org/W2064675550","https://openalex.org/W2079387008","https://openalex.org/W2103274845","https://openalex.org/W2157331557","https://openalex.org/W2338949170","https://openalex.org/W2535324480","https://openalex.org/W2765984599","https://openalex.org/W2772147559","https://openalex.org/W2786469956","https://openalex.org/W2792982104","https://openalex.org/W2800819102","https://openalex.org/W2892194453","https://openalex.org/W2983385682","https://openalex.org/W2989857225","https://openalex.org/W2998081509","https://openalex.org/W2998268303","https://openalex.org/W3003741609","https://openalex.org/W3034385753","https://openalex.org/W3038342057","https://openalex.org/W3067441811","https://openalex.org/W3094518900","https://openalex.org/W3111253766","https://openalex.org/W3119096943","https://openalex.org/W3119555633","https://openalex.org/W3127864265","https://openalex.org/W3128150297","https://openalex.org/W3206795426","https://openalex.org/W4283811973","https://openalex.org/W4309602895","https://openalex.org/W6802115813"],"related_works":["https://openalex.org/W4393203148","https://openalex.org/W4408440186","https://openalex.org/W4389885075","https://openalex.org/W7135222481","https://openalex.org/W4379472877","https://openalex.org/W3099871723","https://openalex.org/W7164931431","https://openalex.org/W4400269401","https://openalex.org/W7135423996","https://openalex.org/W7165381180"],"abstract_inverted_index":{"Flood":[0],"prediction":[1,37,99,210],"in":[2,38,58,100,104,162,211,232],"ungauged":[3,39,212],"catchments":[4,40,103,112,143],"is":[5,185,202,222],"usually":[6],"conducted":[7],"by":[8,85],"hydrological":[9],"models":[10,31],"that":[11,136,181,217],"are":[12,156],"parameterized":[13],"based":[14],"on":[15],"nearby":[16],"and":[17,52,113,123,145,234],"similar":[18],"gauged":[19,50,142],"catchments.":[20,213],"As":[21],"an":[22,87],"alternative":[23],"to":[24,82,167,177,188,203,226],"this":[25],"process-based":[26],"modelling,":[27],"deep":[28],"learning":[29],"(DL)":[30],"have":[32,204],"demonstrated":[33],"their":[34,53],"ability":[35,77,130],"for":[36,63,94,152,158,209,238],"(PUB)":[41],"with":[42,116],"high":[43],"efficiency.":[44],"Catchment":[45],"characteristics,":[46],"the":[47,59,69,75,108,128,148,153,163,175,182,189,193,196,198,218,236],"number":[48,110,140],"of":[49,55,78,111,131,141,147,174],"catchments,":[51],"level":[54],"hydroclimatic":[56],"heterogeneity":[57,146],"training":[60,118,149,242],"dataset":[61,150],"used":[62,151],"model":[64,81,114,155,160,183,207,221],"regionalization":[65],"can":[66],"directly":[67],"affect":[68],"model\u2019s":[70],"performance.":[71],"Here,":[72],"we":[73,126],"study":[74],"generalization":[76,129],"a":[79,95,168,205,223,240],"DL":[80,154],"these":[83],"factors":[84],"applying":[86],"Encoder-Decoder":[88],"Long":[89],"Short-Term":[90],"Memory":[91],"neural":[92],"network":[93],"6-hour":[96],"lead-time":[97],"runoff":[98],"35":[101],"mountainous":[102],"China.":[105],"By":[106],"varying":[107],"available":[109],"settings":[115],"different":[117],"datasets,":[119],"namely":[120],"local,":[121],"regional,":[122],"PUB":[124,164],"models,":[125],"evaluated":[127],"our":[132],"model.":[133],"We":[134],"found":[135],"both":[137],"quantity":[138],"(i.e.":[139],"available)":[144],"important":[157],"improving":[159],"performance":[161,184,208],"context,":[165],"due":[166],"data":[169],"synergy":[170],"effect.":[171],"The":[172,214],"assessment":[173],"sensitivity":[176],"catchment":[178],"characteristics":[179],"showed":[180],"mainly":[186],"correlated":[187],"local":[190],"hydro-climatic":[191],"conditions;":[192],"more":[194,199],"arid":[195],"region,":[197],"likely":[200],"it":[201],"poor":[206],"results":[215],"suggest":[216],"regional":[219],"ED-LSTM":[220],"promising":[224],"method":[225],"predict":[227],"streamflow":[228],"from":[229],"rainfall":[230],"inputs":[231],"PUB,":[233],"outline":[235],"need":[237],"preparing":[239],"representative":[241],"dataset.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":28},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-11-12T00:00:00"}
