{"id":"https://openalex.org/W4400386625","doi":"https://doi.org/10.1007/s12145-024-01285-8","title":"One-dimensional deep learning driven geospatial analysis for flash flood susceptibility mapping: a case study in North Central Vietnam","display_name":"One-dimensional deep learning driven geospatial analysis for flash flood susceptibility mapping: a case study in North Central Vietnam","publication_year":2024,"publication_date":"2024-07-06","ids":{"openalex":"https://openalex.org/W4400386625","doi":"https://doi.org/10.1007/s12145-024-01285-8"},"language":"en","primary_location":{"id":"doi:10.1007/s12145-024-01285-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-024-01285-8","pdf_url":null,"source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s12145-024-01285-8","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011172970","display_name":"Pham Viet Hoa","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"funder","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Pham Viet Hoa","raw_affiliation_strings":["Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006537752","display_name":"Nguy\u1ec5n An B\u00ecnh","orcid":"https://orcid.org/0000-0001-8362-5257"},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"funder","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen An Binh","raw_affiliation_strings":["Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042473181","display_name":"Pham Viet Hong","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"funder","lineage":["https://openalex.org/I70349855"]},{"id":"https://openalex.org/I4210163248","display_name":"Institute of Marine Geology and Geophysics","ror":"https://ror.org/057as5086","country_code":"VN","type":"facility","lineage":["https://openalex.org/I4210163248","https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Pham Viet Hong","raw_affiliation_strings":["Institute of Marine Geology and Geophysics, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay District, Hanoi, 10000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Institute of Marine Geology and Geophysics, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay District, Hanoi, 10000, Vietnam","institution_ids":["https://openalex.org/I70349855","https://openalex.org/I4210163248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050149481","display_name":"Nguyen Ngoc An","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"funder","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Ngoc An","raw_affiliation_strings":["Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081599706","display_name":"Giang Th\u1ecb Ph\u01b0\u01a1ng Th\u1ea3o","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"funder","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Giang Thi Phuong Thao","raw_affiliation_strings":["Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010294327","display_name":"Nguyen Cao Hanh","orcid":null},"institutions":[{"id":"https://openalex.org/I70349855","display_name":"Vietnam Academy of Science and Technology","ror":"https://ror.org/02wsd5p50","country_code":"VN","type":"funder","lineage":["https://openalex.org/I70349855"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Cao Hanh","raw_affiliation_strings":["Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City Institute of Resources Geography, Vietnam Academy of Science and Technology, Mac Dinh Chi 1, Ben Nghe, 1 District, Ho Chi Minh City, 700000, Vietnam","institution_ids":["https://openalex.org/I70349855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043053868","display_name":"Phuong Thao Thi Ngo","orcid":"https://orcid.org/0000-0002-6574-5762"},"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":"Phuong Thao Thi Ngo","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, B\u00f8 i Telemark, N-3800, Norway"],"affiliations":[{"raw_affiliation_string":"GIS Group, Department of Business and IT, University of South-Eastern Norway, Gullbringvegen 36, B\u00f8 i Telemark, N-3800, Norway","institution_ids":["https://openalex.org/I2801380234"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5076352077"],"corresponding_institution_ids":["https://openalex.org/I2801380234"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3390},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3390},"fwci":4.7202,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.95457508,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":"5","first_page":"4419","last_page":"4440"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9998000264167786,"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":0.9998000264167786,"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":0.984499990940094,"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":0.9794999957084656,"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/geospatial-analysis","display_name":"Geospatial analysis","score":0.8457241058349609},{"id":"https://openalex.org/keywords/flash-flood","display_name":"Flash flood","score":0.8389370441436768},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.6443914175033569},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.561983048915863},{"id":"https://openalex.org/keywords/flash","display_name":"Flash (photography)","score":0.45362842082977295},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3784528374671936},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3759928345680237},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.35896575450897217},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35787755250930786},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2900707423686981},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.2066805362701416}],"concepts":[{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.8457241058349609},{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.8389370441436768},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.6443914175033569},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.561983048915863},{"id":"https://openalex.org/C2777526259","wikidata":"https://www.wikidata.org/wiki/Q221836","display_name":"Flash (photography)","level":2,"score":0.45362842082977295},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3784528374671936},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3759928345680237},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.35896575450897217},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35787755250930786},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2900707423686981},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.2066805362701416},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12145-024-01285-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-024-01285-8","pdf_url":null,"source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12145-024-01285-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-024-01285-8","pdf_url":null,"source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":111,"referenced_works":["https://openalex.org/W90049951","https://openalex.org/W785923082","https://openalex.org/W1456897153","https://openalex.org/W1505551852","https://openalex.org/W1556122304","https://openalex.org/W1792626056","https://openalex.org/W1973663667","https://openalex.org/W1983513512","https://openalex.org/W2002668480","https://openalex.org/W2013267726","https://openalex.org/W2014865910","https://openalex.org/W2036272461","https://openalex.org/W2045864325","https://openalex.org/W2066519477","https://openalex.org/W2072708097","https://openalex.org/W2099712561","https://openalex.org/W2101007820","https://openalex.org/W2101678239","https://openalex.org/W2114702286","https://openalex.org/W2121934633","https://openalex.org/W2123847426","https://openalex.org/W2133424657","https://openalex.org/W2136783177","https://openalex.org/W2164330572","https://openalex.org/W2169938632","https://openalex.org/W2223222085","https://openalex.org/W2309165934","https://openalex.org/W2343754209","https://openalex.org/W2442030880","https://openalex.org/W2499179288","https://openalex.org/W2555906146","https://openalex.org/W2606835700","https://openalex.org/W2632918601","https://openalex.org/W2755533000","https://openalex.org/W2790116583","https://openalex.org/W2791045139","https://openalex.org/W2802487675","https://openalex.org/W2807123875","https://openalex.org/W2861041000","https://openalex.org/W2884675507","https://openalex.org/W2899026392","https://openalex.org/W2904232869","https://openalex.org/W2907566391","https://openalex.org/W2910096450","https://openalex.org/W2920967342","https://openalex.org/W2923023800","https://openalex.org/W2924868743","https://openalex.org/W2938393691","https://openalex.org/W2953977289","https://openalex.org/W2957552999","https://openalex.org/W2960506014","https://openalex.org/W2960560113","https://openalex.org/W2973053290","https://openalex.org/W2976268758","https://openalex.org/W2986445670","https://openalex.org/W2991616716","https://openalex.org/W2995498162","https://openalex.org/W2996367417","https://openalex.org/W2998999740","https://openalex.org/W2999969809","https://openalex.org/W3013509442","https://openalex.org/W3022568498","https://openalex.org/W3026273317","https://openalex.org/W3032433182","https://openalex.org/W3080371574","https://openalex.org/W3083014107","https://openalex.org/W3086498997","https://openalex.org/W3088094094","https://openalex.org/W3093220932","https://openalex.org/W3096794381","https://openalex.org/W3107738508","https://openalex.org/W3109476332","https://openalex.org/W3112266021","https://openalex.org/W3136807982","https://openalex.org/W3138337663","https://openalex.org/W3160127024","https://openalex.org/W3165242962","https://openalex.org/W3193316368","https://openalex.org/W3210428276","https://openalex.org/W3217295232","https://openalex.org/W4200545473","https://openalex.org/W4220686053","https://openalex.org/W4220865403","https://openalex.org/W4220955126","https://openalex.org/W4223999986","https://openalex.org/W4224991974","https://openalex.org/W4233454717","https://openalex.org/W4255726453","https://openalex.org/W4255729883","https://openalex.org/W4283018661","https://openalex.org/W4283317975","https://openalex.org/W4283801357","https://openalex.org/W4286560701","https://openalex.org/W4289867705","https://openalex.org/W4292512993","https://openalex.org/W4292552889","https://openalex.org/W4294214983","https://openalex.org/W4296674314","https://openalex.org/W4296879327","https://openalex.org/W4300863876","https://openalex.org/W4301003819","https://openalex.org/W4311088269","https://openalex.org/W4320036691","https://openalex.org/W4322724165","https://openalex.org/W4381327802","https://openalex.org/W4382056836","https://openalex.org/W4382998826","https://openalex.org/W4383955369","https://openalex.org/W4386293192","https://openalex.org/W4388834477","https://openalex.org/W4390881691"],"related_works":["https://openalex.org/W4243891849","https://openalex.org/W2906253252","https://openalex.org/W3044343163","https://openalex.org/W3040763774","https://openalex.org/W2148193050","https://openalex.org/W4367313141","https://openalex.org/W2807657982","https://openalex.org/W2004086023","https://openalex.org/W1600342234","https://openalex.org/W4286560687"],"abstract_inverted_index":{"Abstract":[0],"Flash":[1],"floods":[2,56],"rank":[3],"among":[4],"the":[5,32,51,85,123,129,150,155,172],"most":[6],"catastrophic":[7],"natural":[8],"disasters":[9],"worldwide,":[10],"inflicting":[11],"severe":[12],"socio-economic,":[13],"environmental,":[14],"and":[15,79,90,105,121,145,164],"human":[16],"impacts.":[17],"Consequently,":[18],"accurately":[19],"identifying":[20],"areas":[21],"at":[22],"potential":[23],"risk":[24],"is":[25,176],"of":[26,34,143,152],"paramount":[27],"importance.":[28],"This":[29],"study":[30,169],"investigates":[31],"efficacy":[33],"Deep":[35,65,130,173],"1D-Convolutional":[36],"Neural":[37],"Networks":[38],"(Deep":[39],"1D-CNN)":[40],"in":[41,57],"spatially":[42],"predicting":[43],"flash":[44,55,102,183],"floods,":[45],"with":[46,69,139],"a":[47,140,177],"specific":[48],"focus":[49],"on":[50],"frequent":[52],"tropical":[53],"cyclone-induced":[54],"Thanh":[58],"Hoa":[59],"province,":[60],"North":[61],"Central":[62],"Vietnam.":[63],"The":[64,115,125,168],"1D-CNN":[66,131,174],"was":[67,109,117],"structured":[68],"four":[70],"convolutional":[71],"layers,":[72,75,83],"two":[73,80],"pooling":[74],"one":[76],"flattened":[77],"layer,":[78],"fully":[81],"connected":[82],"employing":[84],"ADAM":[86],"algorithm":[87],"for":[88,95,181],"optimization":[89],"Mean":[91],"Squared":[92],"Error":[93],"(MSE)":[94],"loss":[96],"calculation.":[97],"A":[98],"geodatabase":[99],"containing":[100],"2540":[101],"flood":[103],"locations":[104],"12":[106],"influencing":[107],"factors":[108],"compiled":[110],"using":[111],"multi-source":[112],"geospatial":[113],"data.":[114],"database":[116],"used":[118],"to":[119],"train":[120],"check":[122],"model.":[124],"results":[126],"indicate":[127],"that":[128,171],"model":[132,175],"achieved":[133],"high":[134],"predictive":[135],"accuracy":[136],"(90.2%),":[137],"along":[138],"Kappa":[141],"value":[142],"0.804":[144],"an":[146],"AUC":[147],"(Area":[148],"Under":[149],"Curve)":[151],"0.969,":[153],"surpassing":[154],"benchmark":[156],"models":[157],"such":[158],"as":[159],"SVM":[160],"(Support":[161],"Vector":[162],"Machine)":[163],"LR":[165],"(Logistic":[166],"Regression).":[167],"concludes":[170],"highly":[178],"effective":[179],"tool":[180],"modeling":[182],"floods.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}