{"id":"https://openalex.org/W3022568498","doi":"https://doi.org/10.3390/rs12091373","title":"A New Modeling Approach for Spatial Prediction of Flash Flood with Biogeography Optimized CHAID Tree Ensemble and Remote Sensing Data","display_name":"A New Modeling Approach for Spatial Prediction of Flash Flood with Biogeography Optimized CHAID Tree Ensemble and Remote Sensing Data","publication_year":2020,"publication_date":"2020-04-26","ids":{"openalex":"https://openalex.org/W3022568498","doi":"https://doi.org/10.3390/rs12091373","mag":"3022568498"},"language":"en","primary_location":{"id":"doi:10.3390/rs12091373","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12091373","pdf_url":"https://www.mdpi.com/2072-4292/12/9/1373/pdf?version=1588047748","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/2072-4292/12/9/1373/pdf?version=1588047748","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022465518","display_name":"Viet-Nghia Nguyen","orcid":"https://orcid.org/0000-0001-7010-8613"},"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":"Viet-Nghia Nguyen","raw_affiliation_strings":["Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, No. 18 Pho Vien, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-7010-8613","affiliations":[{"raw_affiliation_string":"Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, No. 18 Pho Vien, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam","institution_ids":["https://openalex.org/I29199639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085115937","display_name":"Peyman Yariyan","orcid":"https://orcid.org/0000-0001-9969-752X"},"institutions":[{"id":"https://openalex.org/I110525433","display_name":"Islamic Azad University, Tehran","ror":"https://ror.org/01kzn7k21","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Peyman Yariyan","raw_affiliation_strings":["Department of Surveying Engineering, Saghez Branch, Islamic Azad University, Saghez 66819-73477, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surveying Engineering, Saghez Branch, Islamic Azad University, Saghez 66819-73477, Iran","institution_ids":["https://openalex.org/I110525433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048764248","display_name":"Mahdis Amiri","orcid":"https://orcid.org/0000-0003-0579-4770"},"institutions":[{"id":"https://openalex.org/I67388046","display_name":"Gorgan University of Agricultural Sciences and Natural Resources","ror":"https://ror.org/01w6vdf77","country_code":"IR","type":"education","lineage":["https://openalex.org/I67388046"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mahdis Amiri","raw_affiliation_strings":["Department of Watershed &amp; Arid Zone Management, Gorgan University of Agricultural Sciences &amp; Natural Resources, Gorgan 4918943464, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Watershed &amp; Arid Zone Management, Gorgan University of Agricultural Sciences &amp; Natural Resources, Gorgan 4918943464, Iran","institution_ids":["https://openalex.org/I67388046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037416134","display_name":"Dang An Tran","orcid":"https://orcid.org/0000-0002-6835-0416"},"institutions":[{"id":"https://openalex.org/I182526193","display_name":"Thuyloi University","ror":"https://ror.org/04afshy24","country_code":"VN","type":"education","lineage":["https://openalex.org/I182526193"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"An Dang Tran","raw_affiliation_strings":["Faculty of Water Resources Engineering, Thuyloi University, 175 Tay Son, Dong Da, Ha Noi 100000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-6835-0416","affiliations":[{"raw_affiliation_string":"Faculty of Water Resources Engineering, Thuyloi University, 175 Tay Son, Dong Da, Ha Noi 100000, Vietnam","institution_ids":["https://openalex.org/I182526193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035614978","display_name":"Tien Dat Pham","orcid":"https://orcid.org/0000-0002-6422-2847"},"institutions":[{"id":"https://openalex.org/I4210102522","display_name":"Vietnam National University of Agriculture","ror":"https://ror.org/01abaah21","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210102522"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tien Dat Pham","raw_affiliation_strings":["Center for Agricultural Research and Ecological Studies (CARES), Vietnam National University of Agriculture (VNUA), Trau Quy, Gia Lam, Hanoi 100000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-6422-2847","affiliations":[{"raw_affiliation_string":"Center for Agricultural Research and Ecological Studies (CARES), Vietnam National University of Agriculture (VNUA), Trau Quy, Gia Lam, Hanoi 100000, Vietnam","institution_ids":["https://openalex.org/I4210102522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070320066","display_name":"M. Nguyen Phuong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151045","display_name":"Ministry of Agriculture and Rural Development","ror":"https://ror.org/05ep65r25","country_code":"VN","type":"government","lineage":["https://openalex.org/I4210151045"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Minh Phuong Do","raw_affiliation_strings":["Center for Informatics and Statistics (CIS), Ministry of Agriculture and Rural Development, Ba Dinh District, Ha Noi 100000, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Informatics and Statistics (CIS), Ministry of Agriculture and Rural Development, Ba Dinh District, Ha Noi 100000, Vietnam","institution_ids":["https://openalex.org/I4210151045"]}]},{"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/I170238339","display_name":"Duy Tan University","ror":"https://ror.org/05ezss144","country_code":"VN","type":"education","lineage":["https://openalex.org/I170238339"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phuong Thao Thi Ngo","raw_affiliation_strings":["Institute of Research and Development, Duy Tan University, Da Nang 550000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-6574-5762","affiliations":[{"raw_affiliation_string":"Institute of Research and Development, Duy Tan University, Da Nang 550000, Vietnam","institution_ids":["https://openalex.org/I170238339"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000315193","display_name":"Viet\u2010Ha Nhu","orcid":"https://orcid.org/0000-0003-1812-950X"},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Viet-Ha Nhu","raw_affiliation_strings":["Faculty of Environment and Labour Safety, Ton Duc Thang University, Ho Chi Minh City 70000, Vietnam","Geographic Information Science Research Group, Ton Duc Thang University, Ho Chi Minh City 70000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0003-1812-950X","affiliations":[{"raw_affiliation_string":"Faculty of Environment and Labour Safety, Ton Duc Thang University, Ho Chi Minh City 70000, Vietnam","institution_ids":["https://openalex.org/I141445968"]},{"raw_affiliation_string":"Geographic Information Science Research Group, Ton Duc Thang University, Ho Chi Minh City 70000, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022376721","display_name":"Nguy\u1ec5n Qu\u1ed1c Long","orcid":"https://orcid.org/0000-0002-4792-3684"},"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 Quoc Long","raw_affiliation_strings":["Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, No. 18 Pho Vien, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-4792-3684","affiliations":[{"raw_affiliation_string":"Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, No. 18 Pho Vien, 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":false,"raw_author_name":"Dieu Tien Bui","raw_affiliation_strings":["GIS Group, Department of Business and IT, University of Southeast Norway, Gullbringvegen 36, N-3800 B\u00f8 i Telemark, Norway"],"raw_orcid":"https://orcid.org/0000-0001-5161-6479","affiliations":[{"raw_affiliation_string":"GIS Group, Department of Business and IT, University of Southeast Norway, Gullbringvegen 36, N-3800 B\u00f8 i Telemark, Norway","institution_ids":["https://openalex.org/I2801380234"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5000315193"],"corresponding_institution_ids":["https://openalex.org/I141445968"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":3.6977,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.93946899,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"12","issue":"9","first_page":"1373","last_page":"1373"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":1.0,"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":1.0,"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":0.9976000189781189,"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/T11186","display_name":"Hydrology and Drought Analysis","score":0.9957000017166138,"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/chaid","display_name":"CHAID","score":0.7976410388946533},{"id":"https://openalex.org/keywords/flash-flood","display_name":"Flash flood","score":0.615175187587738},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6076393127441406},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5580955743789673},{"id":"https://openalex.org/keywords/elevation","display_name":"Elevation (ballistics)","score":0.5473026633262634},{"id":"https://openalex.org/keywords/topographic-wetness-index","display_name":"Topographic Wetness Index","score":0.508655846118927},{"id":"https://openalex.org/keywords/digital-elevation-model","display_name":"Digital elevation model","score":0.48787593841552734},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41967490315437317},{"id":"https://openalex.org/keywords/spatial-database","display_name":"Spatial database","score":0.41794341802597046},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4136379063129425},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.352151095867157},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.3516543507575989},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.32467877864837646},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.28755462169647217},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.26113200187683105},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20596811175346375},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.18789708614349365},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1287952959537506}],"concepts":[{"id":"https://openalex.org/C16023879","wikidata":"https://www.wikidata.org/wiki/Q1023599","display_name":"CHAID","level":3,"score":0.7976410388946533},{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.615175187587738},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6076393127441406},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5580955743789673},{"id":"https://openalex.org/C37054046","wikidata":"https://www.wikidata.org/wiki/Q641888","display_name":"Elevation (ballistics)","level":2,"score":0.5473026633262634},{"id":"https://openalex.org/C2776898743","wikidata":"https://www.wikidata.org/wiki/Q18353408","display_name":"Topographic Wetness Index","level":3,"score":0.508655846118927},{"id":"https://openalex.org/C181843262","wikidata":"https://www.wikidata.org/wiki/Q640492","display_name":"Digital elevation model","level":2,"score":0.48787593841552734},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41967490315437317},{"id":"https://openalex.org/C203689450","wikidata":"https://www.wikidata.org/wiki/Q2302053","display_name":"Spatial database","level":3,"score":0.41794341802597046},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4136379063129425},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.352151095867157},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.3516543507575989},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.32467877864837646},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.28755462169647217},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.26113200187683105},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20596811175346375},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.18789708614349365},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1287952959537506},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs12091373","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12091373","pdf_url":"https://www.mdpi.com/2072-4292/12/9/1373/pdf?version=1588047748","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:99badee4f0694e6a954f8d4638f60804","is_oa":true,"landing_page_url":"https://doaj.org/article/99badee4f0694e6a954f8d4638f60804","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":"Remote Sensing, Vol 12, Iss 9, p 1373 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/12/9/1373/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs12091373","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 12; Issue 9; Pages: 1373","raw_type":"Text"},{"id":"pmh:oai:openarchive.usn.no:11250/2736631","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/2736631","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":"12","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"doi:10.3390/rs12091373","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12091373","pdf_url":"https://www.mdpi.com/2072-4292/12/9/1373/pdf?version=1588047748","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309475","display_name":"Northwestern University","ror":"https://ror.org/000e0be47"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3022568498.pdf","grobid_xml":"https://content.openalex.org/works/W3022568498.grobid-xml"},"referenced_works_count":98,"referenced_works":["https://openalex.org/W1806127893","https://openalex.org/W1899605158","https://openalex.org/W1969189921","https://openalex.org/W1974611589","https://openalex.org/W1981300076","https://openalex.org/W1984335916","https://openalex.org/W1987226764","https://openalex.org/W1992727560","https://openalex.org/W1994954836","https://openalex.org/W1998025025","https://openalex.org/W2005862557","https://openalex.org/W2033731173","https://openalex.org/W2033776621","https://openalex.org/W2034448073","https://openalex.org/W2042315239","https://openalex.org/W2051899879","https://openalex.org/W2053749106","https://openalex.org/W2065642067","https://openalex.org/W2072049243","https://openalex.org/W2074766847","https://openalex.org/W2076475918","https://openalex.org/W2077483615","https://openalex.org/W2094202273","https://openalex.org/W2101007820","https://openalex.org/W2113242816","https://openalex.org/W2121677712","https://openalex.org/W2126789801","https://openalex.org/W2128089648","https://openalex.org/W2128106770","https://openalex.org/W2131510171","https://openalex.org/W2151514073","https://openalex.org/W2163751440","https://openalex.org/W2168081761","https://openalex.org/W2194630860","https://openalex.org/W2230662771","https://openalex.org/W2237531068","https://openalex.org/W2267928058","https://openalex.org/W2309165934","https://openalex.org/W2423094380","https://openalex.org/W2462089918","https://openalex.org/W2465306788","https://openalex.org/W2471325479","https://openalex.org/W2475748584","https://openalex.org/W2484487986","https://openalex.org/W2519746072","https://openalex.org/W2549738792","https://openalex.org/W2594352094","https://openalex.org/W2596245284","https://openalex.org/W2755533000","https://openalex.org/W2768195077","https://openalex.org/W2774595919","https://openalex.org/W2775069442","https://openalex.org/W2777659332","https://openalex.org/W2790785337","https://openalex.org/W2791328889","https://openalex.org/W2793898073","https://openalex.org/W2800186416","https://openalex.org/W2800469141","https://openalex.org/W2890946365","https://openalex.org/W2891320574","https://openalex.org/W2891877367","https://openalex.org/W2892199264","https://openalex.org/W2892725352","https://openalex.org/W2898595828","https://openalex.org/W2899026392","https://openalex.org/W2907706804","https://openalex.org/W2909188960","https://openalex.org/W2912474402","https://openalex.org/W2912893284","https://openalex.org/W2914812700","https://openalex.org/W2922011562","https://openalex.org/W2938393691","https://openalex.org/W2941114027","https://openalex.org/W2943445299","https://openalex.org/W2946020082","https://openalex.org/W2947721686","https://openalex.org/W2950209853","https://openalex.org/W2953468274","https://openalex.org/W2954228073","https://openalex.org/W2958711105","https://openalex.org/W2969608668","https://openalex.org/W2973053290","https://openalex.org/W2980053271","https://openalex.org/W2982365055","https://openalex.org/W2982952422","https://openalex.org/W2985724334","https://openalex.org/W2986339765","https://openalex.org/W2987422477","https://openalex.org/W2988621251","https://openalex.org/W2998999740","https://openalex.org/W3003585967","https://openalex.org/W3011949985","https://openalex.org/W4230374870","https://openalex.org/W6640104798","https://openalex.org/W6674120290","https://openalex.org/W6686977465","https://openalex.org/W6734904126","https://openalex.org/W6770108744"],"related_works":["https://openalex.org/W3165242962","https://openalex.org/W4210600745","https://openalex.org/W4211117413","https://openalex.org/W2000407383","https://openalex.org/W3161755501","https://openalex.org/W2023339048","https://openalex.org/W2519812196","https://openalex.org/W4382401213","https://openalex.org/W2084918444","https://openalex.org/W2746250280"],"abstract_inverted_index":{"Flash":[0],"floods":[1,44,258],"induced":[2],"by":[3,57],"torrential":[4],"rainfalls":[5],"are":[6],"considered":[7],"one":[8],"of":[9,42,75,108,198,219,256],"the":[10,47,81,87,96,104,127,173,177,181,195,199,206,211,229,231,233,237,247,253],"most":[11],"dangerous":[12],"natural":[13],"hazards,":[14],"due":[15],"to":[16,28,92,193],"their":[17],"sudden":[18],"occurrence":[19],"and":[20,30,66,94,139,168,176,186,225,236],"high":[21],"magnitudes,":[22],"which":[23],"may":[24],"cause":[25],"huge":[26],"damage":[27],"people":[29],"properties.":[31],"This":[32],"study":[33],"proposed":[34,71,200,207,248],"a":[35,73,113,119,146],"novel":[36],"modeling":[37],"approach":[38],"for":[39,126],"spatial":[40,254],"prediction":[41,196,255],"flash":[43,223,257],"based":[45,131],"on":[46,132],"tree":[48,76],"intelligence-based":[49],"CHAID":[50],"(Chi-square":[51],"Automatic":[52],"Interaction":[53],"Detector)random":[54],"subspace,":[55],"optimized":[56],"biogeography-based":[58],"optimization":[59],"(the":[60],"CHAID-RS-BBO":[61,182,208],"model),":[62],"using":[63],"remote":[64],"sensing":[65],"geospatial":[67,147],"data.":[68],"In":[69],"this":[70,117],"approach,":[72],"forest":[74],"intelligence":[77,89],"was":[78,90,110,129,170,184],"constructed":[79],"through":[80],"random":[82],"subspace":[83],"ensemble,":[84],"and,":[85],"then,":[86],"swarm":[88],"employed":[91],"train":[93],"optimize":[95],"model.":[97,201],"The":[98,202],"Luc":[99],"Yen":[100],"district,":[101],"located":[102],"in":[103,221,259],"northwest":[105],"mountainous":[106],"area":[107],"Vietnam,":[109],"selected":[111],"as":[112],"case":[114],"study.":[115],"For":[116],"circumstance,":[118],"flood":[120],"inventory":[121,174],"map":[122,175],"with":[123,142,149,215],"1866":[124],"polygons":[125],"district":[128],"prepared":[130],"Sentinel-1":[133],"synthetic":[134],"aperture":[135],"radar":[136],"(SAR)":[137],"imagery":[138],"field":[140],"surveys":[141],"handheld":[143],"GPS.":[144],"Then,":[145],"database":[148],"ten":[150,178],"influencing":[151],"variables":[152],"(land":[153],"use/land":[154],"cover,":[155],"soil":[156],"type,":[157],"lithology,":[158],"river":[159],"density,":[160],"rainfall,":[161],"topographic":[162],"wetness":[163],"index,":[164],"elevation,":[165],"slope,":[166],"curvature,":[167],"aspect)":[169],"prepared.":[171],"Using":[172],"explanatory":[179],"variables,":[180],"model":[183,209],"trained":[185],"verified.":[187],"Various":[188],"statistical":[189],"metrics":[190],"were":[191],"used":[192],"assess":[194],"capability":[197],"results":[203],"show":[204],"that":[205,246],"yielded":[210],"highest":[212],"predictive":[213],"performance,":[214],"an":[216],"overall":[217],"accuracy":[218],"90%":[220],"predicting":[222],"floods,":[224],"outperformed":[226],"benchmarks":[227],"(i.e.,":[228],"CHAID,":[230],"J48-DT,":[232],"logistic":[234],"regression,":[235],"multilayer":[238],"perception":[239],"neural":[240],"network":[241],"(MLP-NN)":[242],"models).":[243],"We":[244],"conclude":[245],"method":[249],"can":[250],"accurately":[251],"estimate":[252],"tropical":[260],"storm":[261],"areas.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":5}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}
