{"id":"https://openalex.org/W4412580524","doi":"https://doi.org/10.1080/17538947.2025.2536074","title":"Short-term prediction of storm surges in estuarine and coastal waters via a multipoint deep learning neural network with limited training samples","display_name":"Short-term prediction of storm surges in estuarine and coastal waters via a multipoint deep learning neural network with limited training samples","publication_year":2025,"publication_date":"2025-07-22","ids":{"openalex":"https://openalex.org/W4412580524","doi":"https://doi.org/10.1080/17538947.2025.2536074"},"language":"en","primary_location":{"id":"doi:10.1080/17538947.2025.2536074","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2536074","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2536074?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2536074?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079283543","display_name":"Zhuo Zhang","orcid":"https://orcid.org/0000-0001-5366-2508"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210141657","display_name":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","ror":"https://ror.org/045yewh40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I152031979","https://openalex.org/I4210141657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Zhang","raw_affiliation_strings":["(Nanjing Normal University), Ministry of Education","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","Nanjing Normal University","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(Nanjing Normal University), Ministry of Education","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Nanjing Normal University","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015374495","display_name":"Lu Zhang","orcid":"https://orcid.org/0000-0002-5110-5238"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Zhang","raw_affiliation_strings":["(Nanjing Normal University), Ministry of Education","Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(Nanjing Normal University), Ministry of Education","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070538924","display_name":"Songshan Yue","orcid":"https://orcid.org/0000-0002-3191-3457"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210141657","display_name":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","ror":"https://ror.org/045yewh40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I152031979","https://openalex.org/I4210141657"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Songshan Yue","raw_affiliation_strings":["(Nanjing Normal University), Ministry of Education","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","Nanjing Normal University","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(Nanjing Normal University), Ministry of Education","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Nanjing Normal University","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dong Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Zhang","raw_affiliation_strings":["Nanjing Normal University","School of Marine Science and Engineering, Nanjing Normal University, Nanjing, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing Normal University","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"School of Marine Science and Engineering, Nanjing Normal University, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059684983","display_name":"Zhaoyuan Yu","orcid":"https://orcid.org/0000-0003-4225-9435"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210141657","display_name":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","ror":"https://ror.org/045yewh40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I152031979","https://openalex.org/I4210141657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyuan Yu","raw_affiliation_strings":["(Nanjing Normal University), Ministry of Education","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","Nanjing Normal University","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(Nanjing Normal University), Ministry of Education","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Nanjing Normal University","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100670610","display_name":"Di Hu","orcid":"https://orcid.org/0000-0001-8232-7207"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210141657","display_name":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","ror":"https://ror.org/045yewh40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I152031979","https://openalex.org/I4210141657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Hu","raw_affiliation_strings":["(Nanjing Normal University), Ministry of Education","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","Nanjing Normal University","Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(Nanjing Normal University), Ministry of Education","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Nanjing Normal University","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I4210141657"]},{"raw_affiliation_string":"Key Laboratory of Virtual Geographic Environment, (Nanjing Normal University), Ministry of Education, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101821309","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0002-2558-3973"},"institutions":[{"id":"https://openalex.org/I4210121948","display_name":"Scientific Institute of Pearl River Water Resources Protection","ror":"https://ror.org/02w1tnr53","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210121948"]},{"id":"https://openalex.org/I4210121989","display_name":"Pearl River Hydraulic Research Institute","ror":"https://ror.org/036g8gs02","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210121989"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["Pearl River Hydrology and Water Resources Survey Center","Pearl River Hydrology and Water Resources Survey Center, Guangzhou, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pearl River Hydrology and Water Resources Survey Center","institution_ids":["https://openalex.org/I4210121948","https://openalex.org/I4210121989"]},{"raw_affiliation_string":"Pearl River Hydrology and Water Resources Survey Center, Guangzhou, People's Republic of China","institution_ids":["https://openalex.org/I4210121989"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5070538924"],"corresponding_institution_ids":["https://openalex.org/I152031979","https://openalex.org/I4210141657"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":1.8589,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.84150598,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"18","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9972000122070312,"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"}},"topics":[{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9972000122070312,"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"}},{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9896000027656555,"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9783999919891357,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.8279662132263184},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.70210200548172},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.670985221862793},{"id":"https://openalex.org/keywords/estuary","display_name":"Estuary","score":0.6389800310134888},{"id":"https://openalex.org/keywords/storm-surge","display_name":"Storm surge","score":0.5684284567832947},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.5150547027587891},{"id":"https://openalex.org/keywords/storm","display_name":"Storm","score":0.47626420855522156},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4617159366607666},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.4348782002925873},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42850756645202637},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.412134051322937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36797088384628296},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.35722824931144714},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3416741192340851},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.23562365770339966}],"concepts":[{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.8279662132263184},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.70210200548172},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.670985221862793},{"id":"https://openalex.org/C88160329","wikidata":"https://www.wikidata.org/wiki/Q47053","display_name":"Estuary","level":2,"score":0.6389800310134888},{"id":"https://openalex.org/C22818535","wikidata":"https://www.wikidata.org/wiki/Q121742","display_name":"Storm surge","level":3,"score":0.5684284567832947},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.5150547027587891},{"id":"https://openalex.org/C105306849","wikidata":"https://www.wikidata.org/wiki/Q81054","display_name":"Storm","level":2,"score":0.47626420855522156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4617159366607666},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4348782002925873},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42850756645202637},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.412134051322937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36797088384628296},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.35722824931144714},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3416741192340851},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.23562365770339966},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17538947.2025.2536074","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2536074","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2536074?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:cdbb6f1cb39d463fbdeb50132b6006a4","is_oa":true,"landing_page_url":"https://doaj.org/article/cdbb6f1cb39d463fbdeb50132b6006a4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Digital Earth, Vol 18, Iss 1 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/17538947.2025.2536074","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2536074","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2536074?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life below water","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/14"}],"awards":[{"id":"https://openalex.org/G1290896719","display_name":null,"funder_award_id":"42171406","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1330223319","display_name":null,"funder_award_id":"42230406","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G151894688","display_name":null,"funder_award_id":"42171465","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2944577048","display_name":null,"funder_award_id":"42171465, 42171406 and 42230406","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7503836627","display_name":null,"funder_award_id":"JSZRHYKJ202307","funder_id":"https://openalex.org/F4320334925","funder_display_name":"Science and Technology Support Program of Jiangsu Province"},{"id":"https://openalex.org/G7849078852","display_name":null,"funder_award_id":"JSZRHYKJ202307","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/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320334925","display_name":"Science and Technology Support Program of Jiangsu Province","ror":"https://ror.org/02mkqta53"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412580524.pdf","grobid_xml":"https://content.openalex.org/works/W4412580524.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1678356000","https://openalex.org/W1833005471","https://openalex.org/W1967581660","https://openalex.org/W1978137205","https://openalex.org/W1981585006","https://openalex.org/W2037803581","https://openalex.org/W2058674828","https://openalex.org/W2065943004","https://openalex.org/W2077738827","https://openalex.org/W2112442192","https://openalex.org/W2122199123","https://openalex.org/W2136848157","https://openalex.org/W2148907449","https://openalex.org/W2217838285","https://openalex.org/W2264211756","https://openalex.org/W2466389796","https://openalex.org/W2597094645","https://openalex.org/W2802436364","https://openalex.org/W2909918885","https://openalex.org/W2911964244","https://openalex.org/W2932915765","https://openalex.org/W2956845476","https://openalex.org/W2998068843","https://openalex.org/W3008479713","https://openalex.org/W3036408610","https://openalex.org/W3080634036","https://openalex.org/W3147262955","https://openalex.org/W3170749355","https://openalex.org/W3185989530","https://openalex.org/W3191914003","https://openalex.org/W3193510724","https://openalex.org/W3212045343","https://openalex.org/W4206456324","https://openalex.org/W4311794362","https://openalex.org/W4313828205","https://openalex.org/W4320180561","https://openalex.org/W4323318931","https://openalex.org/W4376643869","https://openalex.org/W4377100849","https://openalex.org/W4388590427","https://openalex.org/W4393120172","https://openalex.org/W6978228375"],"related_works":["https://openalex.org/W4308514784","https://openalex.org/W4387879748","https://openalex.org/W2061220994","https://openalex.org/W1982013615","https://openalex.org/W1993477065","https://openalex.org/W2348200030","https://openalex.org/W2060473030","https://openalex.org/W586398602","https://openalex.org/W2374323181","https://openalex.org/W4384567856"],"abstract_inverted_index":{"Accurate":[0],"estimation":[1],"of":[2,35,52,144,168,196],"extreme":[3,197],"sea":[4],"levels":[5,45,93],"caused":[6],"by":[7,107],"storm":[8,27,43,178],"surges":[9],"is":[10,116],"critical":[11],"for":[12,26,159,177],"coastal":[13,50,188],"engineering,":[14],"particularly":[15,117],"during":[16],"typhoon":[17,59],"seasons.":[18],"Data-driven":[19],"approaches":[20],"have":[21],"emerged":[22],"as":[23,174],"efficient":[24],"tools":[25,176],"surge":[28,44,63,179],"prediction.":[29],"This":[30,114],"study":[31,78,140],"presents":[32],"the":[33,47,53,142,156,166,194],"development":[34],"deep":[36],"learning":[37],"neural":[38,68,171],"network":[39,69,172],"models":[40,70,81,102,128,173],"to":[41,87,186],"predict":[42],"in":[46,193],"estuarine":[48],"and":[49,61,82,132,184,191],"waters":[51],"Pearl":[54],"River":[55],"Estuary,":[56],"China,":[57],"using":[58,169],"characteristics":[60],"previous":[62],"data.":[64],"Unlike":[65],"traditional":[66],"single-point":[67,136],"that":[71,100],"focus":[72],"on":[73,149],"individual":[74],"tide":[75,92],"stations,":[76],"this":[77,139],"introduces":[79],"multipoint":[80,101,127,170],"incorporates":[83],"a":[84],"convolutional":[85],"layer":[86],"extract":[88],"spatial":[89],"features":[90],"from":[91,111],"at":[94],"neighboring":[95],"stations.":[96,113],"Comparative":[97],"results":[98],"reveal":[99],"significantly":[103],"increase":[104],"prediction":[105,150],"accuracy":[106,131,183],"integrating":[108],"spatiotemporal":[109],"information":[110],"surrounding":[112],"advantage":[115],"evident":[118],"when":[119],"forecasting":[120],"lead":[121],"times":[122],"exceed":[123],"six":[124],"hours,":[125],"where":[126],"demonstrate":[129],"superior":[130],"stability":[133],"compared":[134],"with":[135],"models.":[137],"Furthermore,":[138],"evaluates":[141],"impact":[143],"limited":[145],"training":[146],"sample":[147],"sizes":[148],"accuracy,":[151],"offering":[152,181],"valuable":[153],"insights":[154],"into":[155],"data":[157],"requirements":[158],"robust":[160],"model":[161],"training.":[162],"The":[163],"findings":[164],"highlight":[165],"potential":[167],"effective":[175],"prediction,":[180],"increased":[182],"contributing":[185],"enhanced":[187],"risk":[189],"management":[190],"decision-making":[192],"face":[195],"weather":[198],"events.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
