{"id":"https://openalex.org/W4388834477","doi":"https://doi.org/10.3390/rs15225429","title":"Spatial Prediction of Fluvial Flood in High-Frequency Tropical Cyclone Area Using TensorFlow 1D-Convolution Neural Networks and Geospatial Data","display_name":"Spatial Prediction of Fluvial Flood in High-Frequency Tropical Cyclone Area Using TensorFlow 1D-Convolution Neural Networks and Geospatial Data","publication_year":2023,"publication_date":"2023-11-20","ids":{"openalex":"https://openalex.org/W4388834477","doi":"https://doi.org/10.3390/rs15225429"},"language":"en","primary_location":{"id":"doi:10.3390/rs15225429","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15225429","pdf_url":"https://www.mdpi.com/2072-4292/15/22/5429/pdf?version=1700468160","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/2072-4292/15/22/5429/pdf?version=1700468160","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020767645","display_name":"Nguy\u1ec5n Gia Tr\u1ecdng","orcid":"https://orcid.org/0009-0006-0765-245X"},"institutions":[{"id":"https://openalex.org/I29199639","display_name":"Hanoi University of Mining and Geology","ror":"https://ror.org/01rw3qm79","country_code":"VN","type":"education","lineage":["https://openalex.org/I29199639"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Gia Trong","raw_affiliation_strings":["Department of Geodesy, Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","Geodesy and Environment Research Group, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Department of Geodesy, Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]},{"raw_affiliation_string":"Geodesy and Environment Research Group, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pham Ngoc Quang","orcid":"https://orcid.org/0009-0003-1616-8625"},"institutions":[{"id":"https://openalex.org/I29199639","display_name":"Hanoi University of Mining and Geology","ror":"https://ror.org/01rw3qm79","country_code":"VN","type":"education","lineage":["https://openalex.org/I29199639"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Pham Ngoc Quang","raw_affiliation_strings":["Department of Geodesy, Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","Geodesy and Environment Research Group, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Department of Geodesy, Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]},{"raw_affiliation_string":"Geodesy and Environment Research Group, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102021952","display_name":"Nguy\u1ec5n V\u0103n C\u01b0\u1eddng","orcid":"https://orcid.org/0009-0003-1965-4944"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nguyen Van Cuong","raw_affiliation_strings":["The Vietnam Agency of Seas and Islands, Nguyen Chi Thanh, Dong Da, Hanoi 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"The Vietnam Agency of Seas and Islands, Nguyen Chi Thanh, Dong Da, Hanoi 10000, Vietnam","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057779733","display_name":"Hong Anh Le","orcid":"https://orcid.org/0000-0002-0483-3195"},"institutions":[{"id":"https://openalex.org/I29199639","display_name":"Hanoi University of Mining and Geology","ror":"https://ror.org/01rw3qm79","country_code":"VN","type":"education","lineage":["https://openalex.org/I29199639"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hong Anh Le","raw_affiliation_strings":["Department of Computer Science, Faculty of Information Technology, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Information Technology, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102860278","display_name":"Hoang Long Nguyen","orcid":"https://orcid.org/0000-0002-6247-6085"},"institutions":[{"id":"https://openalex.org/I29199639","display_name":"Hanoi University of Mining and Geology","ror":"https://ror.org/01rw3qm79","country_code":"VN","type":"education","lineage":["https://openalex.org/I29199639"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hoang Long Nguyen","raw_affiliation_strings":["Department of Geoinformatics, Faculty of Information Technology, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Department of Geoinformatics, Faculty of Information Technology, Hanoi University of Mining and Geology, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076352077","display_name":"Dieu Tien Bui","orcid":"https://orcid.org/0000-0001-5161-6479"},"institutions":[{"id":"https://openalex.org/I2801380234","display_name":"University of South-Eastern Norway","ror":"https://ror.org/05ecg5h20","country_code":"NO","type":"education","lineage":["https://openalex.org/I2801380234"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Dieu Tien Bui","raw_affiliation_strings":["GIS Group, Department of Business and IT, University of South-Eastern Norway, Gullbringvegen 36, N-3800 B\u00f8, Norway"],"affiliations":[{"raw_affiliation_string":"GIS Group, Department of Business and IT, University of South-Eastern Norway, Gullbringvegen 36, N-3800 B\u00f8, Norway","institution_ids":["https://openalex.org/I2801380234"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5076352077"],"corresponding_institution_ids":["https://openalex.org/I2801380234"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.3991,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.88793242,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"15","issue":"22","first_page":"5429","last_page":"5429"},"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":0.9958000183105469,"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/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9918000102043152,"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/flood-myth","display_name":"Flood myth","score":0.7484880685806274},{"id":"https://openalex.org/keywords/fluvial","display_name":"Fluvial","score":0.6886305809020996},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.6809548735618591},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6638392210006714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44614923000335693},{"id":"https://openalex.org/keywords/flood-forecasting","display_name":"Flood forecasting","score":0.41759246587753296},{"id":"https://openalex.org/keywords/tropical-cyclone","display_name":"Tropical cyclone","score":0.41099706292152405},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3730316758155823},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37141090631484985},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33972474932670593},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.33589333295822144},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.33200961351394653},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32048019766807556},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.24627619981765747},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2338133156299591},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1985689103603363},{"id":"https://openalex.org/keywords/geomorphology","display_name":"Geomorphology","score":0.0988842248916626}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.7484880685806274},{"id":"https://openalex.org/C112959462","wikidata":"https://www.wikidata.org/wiki/Q1434465","display_name":"Fluvial","level":3,"score":0.6886305809020996},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.6809548735618591},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6638392210006714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44614923000335693},{"id":"https://openalex.org/C183195422","wikidata":"https://www.wikidata.org/wiki/Q3409303","display_name":"Flood forecasting","level":3,"score":0.41759246587753296},{"id":"https://openalex.org/C29141058","wikidata":"https://www.wikidata.org/wiki/Q8092","display_name":"Tropical cyclone","level":2,"score":0.41099706292152405},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3730316758155823},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37141090631484985},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33972474932670593},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.33589333295822144},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.33200961351394653},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32048019766807556},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24627619981765747},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2338133156299591},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1985689103603363},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0988842248916626},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C109007969","wikidata":"https://www.wikidata.org/wiki/Q749565","display_name":"Structural basin","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs15225429","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15225429","pdf_url":"https://www.mdpi.com/2072-4292/15/22/5429/pdf?version=1700468160","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:626ca2d2e14844dd96edb5496ee1b4b8","is_oa":true,"landing_page_url":"https://doaj.org/article/626ca2d2e14844dd96edb5496ee1b4b8","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 22, p 5429 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/22/5429/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15225429","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","raw_type":"Text"},{"id":"pmh:oai:openarchive.usn.no:11250/3123610","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3123610","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"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":"15","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"doi:10.3390/rs15225429","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15225429","pdf_url":"https://www.mdpi.com/2072-4292/15/22/5429/pdf?version=1700468160","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388834477.pdf"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W588320544","https://openalex.org/W1550471160","https://openalex.org/W1974041118","https://openalex.org/W1975914988","https://openalex.org/W2001158730","https://openalex.org/W2020343319","https://openalex.org/W2026498535","https://openalex.org/W2033757943","https://openalex.org/W2042315239","https://openalex.org/W2045864325","https://openalex.org/W2051784080","https://openalex.org/W2054226696","https://openalex.org/W2101678239","https://openalex.org/W2115962880","https://openalex.org/W2116750876","https://openalex.org/W2122172506","https://openalex.org/W2136783177","https://openalex.org/W2146773183","https://openalex.org/W2152406745","https://openalex.org/W2156386141","https://openalex.org/W2169938632","https://openalex.org/W2423094380","https://openalex.org/W2604199742","https://openalex.org/W2640557513","https://openalex.org/W2755533000","https://openalex.org/W2765742909","https://openalex.org/W2766400859","https://openalex.org/W2790399144","https://openalex.org/W2791111383","https://openalex.org/W2791328889","https://openalex.org/W2794077583","https://openalex.org/W2895196240","https://openalex.org/W2899026392","https://openalex.org/W2904232869","https://openalex.org/W2904904697","https://openalex.org/W2938393691","https://openalex.org/W2946020082","https://openalex.org/W2973053290","https://openalex.org/W2980376317","https://openalex.org/W2995498162","https://openalex.org/W2996701347","https://openalex.org/W2997786303","https://openalex.org/W2997965939","https://openalex.org/W3009867475","https://openalex.org/W3010567262","https://openalex.org/W3032885889","https://openalex.org/W3076896779","https://openalex.org/W3080371574","https://openalex.org/W3082254623","https://openalex.org/W3096794381","https://openalex.org/W3100777112","https://openalex.org/W3103865021","https://openalex.org/W3109983083","https://openalex.org/W3117810745","https://openalex.org/W3123198447","https://openalex.org/W3124203304","https://openalex.org/W3125401559","https://openalex.org/W3165242962","https://openalex.org/W3180938808","https://openalex.org/W3198066336","https://openalex.org/W4210735691","https://openalex.org/W4249645422","https://openalex.org/W4283593236","https://openalex.org/W4283658303","https://openalex.org/W4288467303","https://openalex.org/W4294214983","https://openalex.org/W4301396506","https://openalex.org/W4307183635","https://openalex.org/W4307918875","https://openalex.org/W4310382699","https://openalex.org/W4310644241","https://openalex.org/W4361806022","https://openalex.org/W4367298578","https://openalex.org/W4376871838","https://openalex.org/W4382809718","https://openalex.org/W4382998826","https://openalex.org/W4383955369","https://openalex.org/W4385242831","https://openalex.org/W4386697042","https://openalex.org/W4386715388","https://openalex.org/W6631190155"],"related_works":["https://openalex.org/W2004086023","https://openalex.org/W4367313141","https://openalex.org/W2733999579","https://openalex.org/W2910751785","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":{"Fluvial":[0],"floods":[1],"endure":[2],"as":[3,119,147],"one":[4],"of":[5,31,58,66,184],"the":[6,24,27,55,70,103,111,129,137,159,174,182],"most":[7],"catastrophic":[8],"weather-induced":[9],"disasters":[10],"worldwide,":[11],"leading":[12],"to":[13,109,127],"numerous":[14],"fatalities":[15],"each":[16],"year":[17],"and":[18,23,29,34,42,53,93,102,123,154,169,176],"significantly":[19],"impacting":[20],"socio-economic":[21],"development":[22,30],"environment.":[25],"Hence,":[26],"research":[28],"new":[32],"methods":[33],"algorithms":[35],"focused":[36],"on":[37],"improving":[38],"fluvial":[39,67,90,188],"flood":[40,45,68,91,95],"prediction":[41,65,142],"devising":[43],"robust":[44],"management":[46],"strategies":[47],"are":[48],"essential.":[49],"This":[50,171],"study":[51],"explores":[52],"assesses":[54],"potential":[56],"application":[57],"1D-Convolution":[59],"Neural":[60],"Networks":[61],"(1D-CNN)":[62],"for":[63,187],"spatial":[64],"in":[69,79,181],"Quang":[71],"Nam":[72],"province,":[73],"a":[74,85],"high-frequency":[75],"tropical":[76],"cyclone":[77],"area":[78],"central":[80],"Vietnam.":[81],"To":[82],"this":[83],"end,":[84],"geospatial":[86],"database":[87],"with":[88,144],"4156":[89],"locations":[92],"12":[94],"indicators":[96],"was":[97],"considered.":[98],"The":[99,131],"ADAM":[100],"algorithm":[101],"MSE":[104],"loss":[105],"function":[106],"were":[107,125],"used":[108,126],"train":[110],"1D-CNN":[112,138,161,180],"model,":[113,139],"whereas":[114],"popular":[115],"performance":[116,135],"metrics,":[117],"such":[118,146],"Accuracy":[120],"(Acc),":[121],"Kappa,":[122],"AUC,":[124],"measure":[128],"performance.":[130],"results":[132],"indicated":[133],"remarkable":[134],"by":[136,179],"achieving":[140],"high":[141],"accuracy":[143],"metrics":[145],"Acc":[148],"=":[149,152,156],"90.7%,":[150],"Kappa":[151],"0.814,":[153],"AUC":[155],"0.963.":[157],"Notably,":[158],"proposed":[160],"model":[162],"outperformed":[163],"benchmark":[164],"models,":[165],"including":[166],"DeepNN,":[167],"SVM,":[168],"LR.":[170],"achievement":[172],"underscores":[173],"promise":[175],"innovation":[177],"brought":[178],"realm":[183],"susceptibility":[185],"mapping":[186],"floods.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
