{"id":"https://openalex.org/W2899026392","doi":"https://doi.org/10.3390/s18113704","title":"A Novel Hybrid Swarm Optimized Multilayer Neural Network for Spatial Prediction of Flash Floods in Tropical Areas Using Sentinel-1 SAR Imagery and Geospatial Data","display_name":"A Novel Hybrid Swarm Optimized Multilayer Neural Network for Spatial Prediction of Flash Floods in Tropical Areas Using Sentinel-1 SAR Imagery and Geospatial Data","publication_year":2018,"publication_date":"2018-10-31","ids":{"openalex":"https://openalex.org/W2899026392","doi":"https://doi.org/10.3390/s18113704","mag":"2899026392","pmid":"https://pubmed.ncbi.nlm.nih.gov/30384451"},"language":"en","primary_location":{"id":"doi:10.3390/s18113704","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s18113704","pdf_url":"https://www.mdpi.com/1424-8220/18/11/3704/pdf?version=1540980176","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/18/11/3704/pdf?version=1540980176","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","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":["Faculty of Information Technology, Hanoi University of Mining and Geology, No. 18 Pho Vien, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-6574-5762","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, 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/A5038919661","display_name":"Nhat\u2010Duc Hoang","orcid":"https://orcid.org/0000-0001-9450-4637"},"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":"Nhat-Duc Hoang","raw_affiliation_strings":["Faculty of Civil Engineering, Institute of Research and Development, Duy Tan University, Da Nang 550000 Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Civil Engineering, 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/A5059040421","display_name":"Biswajeet Pradhan","orcid":"https://orcid.org/0000-0001-9863-2054"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["AU","KR"],"is_corresponding":false,"raw_author_name":"Biswajeet Pradhan","raw_affiliation_strings":["Centre for Advanced Modelling and Geospatial Information Systems (CAMGIS), Faculty of Engineering and IT, University of Technology Sydney, Sydney, NSW 2007, Australia","Department of Energy and Mineral Resources Engineering, Choongmu-gwan, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, Korea"],"raw_orcid":"https://orcid.org/0000-0001-9863-2054","affiliations":[{"raw_affiliation_string":"Centre for Advanced Modelling and Geospatial Information Systems (CAMGIS), Faculty of Engineering and IT, University of Technology Sydney, Sydney, NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Department of Energy and Mineral Resources Engineering, Choongmu-gwan, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069588992","display_name":"Quang-Khanh Nguyen","orcid":"https://orcid.org/0000-0001-8214-9236"},"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":"Quang Khanh 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","Faculty of Information Technology, Hanoi University of Mining and Geology, No. 18 Pho Vien, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-8214-9236","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"]},{"raw_affiliation_string":"Faculty of Information Technology, 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":null,"display_name":"Xuan Truong Tran","orcid":null},"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":"Xuan Truong Tran","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":null,"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/A5100691795","display_name":"Quang Minh Nguyen","orcid":"https://orcid.org/0000-0003-2951-8332"},"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":"Quang Minh 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","Faculty of Information Technology, Hanoi University of Mining and Geology, No. 18 Pho Vien, Duc Thang, Bac Tu Liem, Hanoi 10000, Vietnam"],"raw_orcid":null,"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"]},{"raw_affiliation_string":"Faculty of Information Technology, 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/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/A5004350213","display_name":"Pijush Samui","orcid":null},"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":"Pijush Samui","raw_affiliation_strings":["Faculty of Environment and Labour Safety, Ton Duc Thang University, Ho Chi Minh City 700000, Vietnam","Geographic Information Science Research Group, Ton Duc Thang University, Ho Chi Minh City 700000, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Environment and Labour Safety, Ton Duc Thang University, Ho Chi Minh City 700000, Vietnam","institution_ids":["https://openalex.org/I141445968"]},{"raw_affiliation_string":"Geographic Information Science Research Group, Ton Duc Thang University, Ho Chi Minh City 700000, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]},{"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":["Geographic Information System Group, Department of Business and IT, University of South-Eastern Norway, N-3800 B\u00f8 i Telemark, Norway"],"raw_orcid":"https://orcid.org/0000-0001-5161-6479","affiliations":[{"raw_affiliation_string":"Geographic Information System Group, Department of Business and IT, University of South-Eastern Norway, N-3800 B\u00f8 i Telemark, Norway","institution_ids":["https://openalex.org/I2801380234"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5004350213"],"corresponding_institution_ids":["https://openalex.org/I141445968"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":7.4566,"has_fulltext":false,"cited_by_count":145,"citation_normalized_percentile":{"value":0.97848525,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"18","issue":"11","first_page":"3704","last_page":"3704"},"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":0.993399977684021,"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":0.9904000163078308,"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/flash-flood","display_name":"Flash flood","score":0.7133021354675293},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5801973342895508},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5283335447311401},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.5168307423591614},{"id":"https://openalex.org/keywords/spatial-database","display_name":"Spatial database","score":0.48816806077957153},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.47251471877098083},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.451550155878067},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4443697929382324},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4414994716644287},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.40045875310897827},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36319658160209656},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.31540045142173767},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1525648534297943}],"concepts":[{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.7133021354675293},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5801973342895508},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5283335447311401},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.5168307423591614},{"id":"https://openalex.org/C203689450","wikidata":"https://www.wikidata.org/wiki/Q2302053","display_name":"Spatial database","level":3,"score":0.48816806077957153},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.47251471877098083},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.451550155878067},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4443697929382324},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4414994716644287},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.40045875310897827},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36319658160209656},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.31540045142173767},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1525648534297943},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3390/s18113704","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s18113704","pdf_url":"https://www.mdpi.com/1424-8220/18/11/3704/pdf?version=1540980176","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:30384451","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30384451","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:9cfb2e44db4b4484a4c8e53ad9c9e9f2","is_oa":true,"landing_page_url":"https://doaj.org/article/9cfb2e44db4b4484a4c8e53ad9c9e9f2","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":"Sensors, Vol 18, Iss 11, p 3704 (2018)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5257765","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6263740","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:mdpi.com:/1424-8220/18/11/3704/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s18113704","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":"Sensors","raw_type":"Text"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/128979","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/128979","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6263740","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6263740","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s18113704","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s18113704","pdf_url":"https://www.mdpi.com/1424-8220/18/11/3704/pdf?version=1540980176","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":88,"referenced_works":["https://openalex.org/W317762945","https://openalex.org/W1498436455","https://openalex.org/W1523741643","https://openalex.org/W1576278180","https://openalex.org/W1652332515","https://openalex.org/W1899605158","https://openalex.org/W1974281059","https://openalex.org/W1975914988","https://openalex.org/W1979486410","https://openalex.org/W1993912260","https://openalex.org/W1998439728","https://openalex.org/W2012118327","https://openalex.org/W2013934677","https://openalex.org/W2028070629","https://openalex.org/W2036535026","https://openalex.org/W2042315239","https://openalex.org/W2044587647","https://openalex.org/W2053525904","https://openalex.org/W2066291726","https://openalex.org/W2069703366","https://openalex.org/W2074416932","https://openalex.org/W2077292227","https://openalex.org/W2099712561","https://openalex.org/W2104763670","https://openalex.org/W2121934633","https://openalex.org/W2154943049","https://openalex.org/W2155482699","https://openalex.org/W2172006581","https://openalex.org/W2180882138","https://openalex.org/W2197420211","https://openalex.org/W2221487567","https://openalex.org/W2275605338","https://openalex.org/W2322078666","https://openalex.org/W2342759052","https://openalex.org/W2408377373","https://openalex.org/W2423094380","https://openalex.org/W2462089918","https://openalex.org/W2475748584","https://openalex.org/W2506178836","https://openalex.org/W2513946688","https://openalex.org/W2521441182","https://openalex.org/W2532696878","https://openalex.org/W2543440123","https://openalex.org/W2567326027","https://openalex.org/W2571217044","https://openalex.org/W2571487773","https://openalex.org/W2587345921","https://openalex.org/W2587847980","https://openalex.org/W2596420026","https://openalex.org/W2604199742","https://openalex.org/W2604912589","https://openalex.org/W2606804832","https://openalex.org/W2640557513","https://openalex.org/W2734693534","https://openalex.org/W2735447725","https://openalex.org/W2755533000","https://openalex.org/W2761698665","https://openalex.org/W2762695789","https://openalex.org/W2763309034","https://openalex.org/W2765100072","https://openalex.org/W2765742909","https://openalex.org/W2765832510","https://openalex.org/W2767883755","https://openalex.org/W2771984056","https://openalex.org/W2773213923","https://openalex.org/W2783350994","https://openalex.org/W2790399144","https://openalex.org/W2791328889","https://openalex.org/W2792205089","https://openalex.org/W2794079986","https://openalex.org/W2796299618","https://openalex.org/W2799444970","https://openalex.org/W2800522401","https://openalex.org/W2800522465","https://openalex.org/W2801509680","https://openalex.org/W2802523594","https://openalex.org/W2805135065","https://openalex.org/W2805257321","https://openalex.org/W2806275392","https://openalex.org/W2808860853","https://openalex.org/W2808945524","https://openalex.org/W2810386433","https://openalex.org/W2810701562","https://openalex.org/W3104313545","https://openalex.org/W6745921684","https://openalex.org/W6750035150","https://openalex.org/W6752130569","https://openalex.org/W6752753342"],"related_works":["https://openalex.org/W4281688633","https://openalex.org/W3027702097","https://openalex.org/W1985100943","https://openalex.org/W4251016002","https://openalex.org/W2122098189","https://openalex.org/W2092656406","https://openalex.org/W2358133679","https://openalex.org/W2019468830","https://openalex.org/W186585275","https://openalex.org/W2359471660"],"abstract_inverted_index":{"Flash":[0],"floods":[1,41],"are":[2],"widely":[3],"recognized":[4],"as":[5,89,113],"one":[6],"of":[7,18,39,75,109,156,215],"the":[8,14,66,76,95,106,154,163,167,185,189,192,198,204,213,227],"most":[9],"devastating":[10],"natural":[11],"hazards":[12],"in":[13,105],"world,":[15],"therefore":[16],"prediction":[17,38,96],"flash":[19,40,61,168,199,238],"flood-prone":[20],"areas":[21,159],"is":[22,57,72,220,230],"crucial":[23],"for":[24,36,236],"public":[25],"safety":[26],"and":[27,47,83,150,152,165,173,195,217,226,233],"emergency":[28],"management.":[29],"This":[30],"research":[31],"proposes":[32],"a":[33,48,73,114,118,231],"new":[34,49,67,232],"methodology":[35],"spatial":[37],"based":[42],"on":[43],"Sentinel-1":[44],"SAR":[45,55],"imagery":[46,56],"hybrid":[50,74],"machine":[51,68],"learning":[52,69],"technique.":[53],"The":[54,98,175],"used":[58,92,112],"to":[59,93,222],"detect":[60],"flood":[62,157,169,200,239],"inundation":[63,158],"areas,":[64],"whereas":[65],"technique,":[70],"which":[71],"firefly":[77],"algorithm":[78],"(FA),":[79],"Levenberg\u207bMarquardt":[80],"(LM)":[81],"backpropagation,":[82],"an":[84],"artificial":[85],"neural":[86],"network":[87],"(named":[88],"FA-LM-ANN),":[90],"was":[91,111,124,160,171,178,207],"construct":[94],"model.":[97],"Bac":[99],"Ha":[100],"Bao":[101],"Yen":[102],"(BHBY)":[103],"area":[104,190],"northwestern":[107],"region":[108],"Vietnam":[110],"case":[115],"study.":[116],"Accordingly,":[117],"Geographical":[119],"Information":[120],"System":[121],"(GIS)":[122],"database":[123,164],"constructed":[125],"using":[126],"12":[127],"input":[128],"variables":[129],"(elevation,":[130],"slope,":[131],"aspect,":[132],"curvature,":[133],"topographic":[134],"wetness":[135],"index,":[136,139,147],"stream":[137,141],"power":[138],"toposhade,":[140],"density,":[142],"rainfall,":[143],"normalized":[144],"difference":[145],"vegetation":[146],"soil":[148],"type,":[149],"lithology)":[151],"subsequently":[153],"output":[155],"mapped.":[161],"Using":[162],"FA-LM-ANN,":[166],"model":[170,176,201],"trained":[172],"verified.":[174],"performance":[177,182,206],"validated":[179],"via":[180],"various":[181],"metrics":[183],"including":[184],"classification":[186],"accuracy":[187],"rate,":[188],"under":[191],"curve,":[193],"precision,":[194],"recall.":[196],"Then,":[197],"that":[202,212],"produced":[203],"highest":[205],"compared":[208],"with":[209],"benchmarks,":[210],"indicating":[211],"combination":[214],"FA":[216],"LM":[218],"backpropagation":[219],"proven":[221],"be":[223],"very":[224],"effective":[225],"proposed":[228],"FA-LM-ANN":[229],"useful":[234],"tool":[235],"predicting":[237],"susceptibility.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":37},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":17},{"year":2019,"cited_by_count":14}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
