{"id":"https://openalex.org/W4292552889","doi":"https://doi.org/10.3390/rs14164050","title":"Assessment Analysis of Flood Susceptibility in Tropical Desert Area: A Case Study of Yemen","display_name":"Assessment Analysis of Flood Susceptibility in Tropical Desert Area: A Case Study of Yemen","publication_year":2022,"publication_date":"2022-08-19","ids":{"openalex":"https://openalex.org/W4292552889","doi":"https://doi.org/10.3390/rs14164050"},"language":"en","primary_location":{"id":"doi:10.3390/rs14164050","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14164050","pdf_url":"https://www.mdpi.com/2072-4292/14/16/4050/pdf?version=1660906234","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/2072-4292/14/16/4050/pdf?version=1660906234","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023055903","display_name":"Ali R. Al-Aizari","orcid":"https://orcid.org/0000-0003-4190-771X"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ali R. Al-Aizari","raw_affiliation_strings":["Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024259223","display_name":"Yousef A. Al-Masnay","orcid":null},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yousef A. Al-Masnay","raw_affiliation_strings":["Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004225501","display_name":"Ali Aydda","orcid":"https://orcid.org/0000-0003-1754-615X"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ali Aydda","raw_affiliation_strings":["Department of Geology, Faculty of Sciences, Ibn Zohr University, BP 8106, Agadir 80000, Morocco"],"affiliations":[{"raw_affiliation_string":"Department of Geology, Faculty of Sciences, Ibn Zohr University, BP 8106, Agadir 80000, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108053390","display_name":"Jiquan Zhang","orcid":"https://orcid.org/0000-0003-1092-6061"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiquan Zhang","raw_affiliation_strings":["Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China","School of Environment, Northeast Normal University, Changchun 130024, China","State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070014434","display_name":"Kashif Ullah","orcid":"https://orcid.org/0000-0003-2880-0977"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kashif Ullah","raw_affiliation_strings":["Institute of Geophysics and Geomatics, China University of Geosciences, Wuhan 430074, China"],"affiliations":[{"raw_affiliation_string":"Institute of Geophysics and Geomatics, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038855458","display_name":"Abu Reza Md. Towfiqul Islam","orcid":"https://orcid.org/0000-0001-5779-1382"},"institutions":[{"id":"https://openalex.org/I168889406","display_name":"Begum Rokeya University","ror":"https://ror.org/00hhr3x36","country_code":"BD","type":"education","lineage":["https://openalex.org/I168889406"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Abu Reza Md. Towfiqul Islam","raw_affiliation_strings":["Department of Disaster Management, Begum Rokeya University, Rangpur 5400, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Department of Disaster Management, Begum Rokeya University, Rangpur 5400, Bangladesh","institution_ids":["https://openalex.org/I168889406"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049057030","display_name":"Tayyiba Habib","orcid":null},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tayyiba Habib","raw_affiliation_strings":["School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dawuda Usman Kaku","orcid":null},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dawuda Usman Kaku","raw_affiliation_strings":["School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029300878","display_name":"Jean Claude Nizeyimana","orcid":null},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jean Claude Nizeyimana","raw_affiliation_strings":["School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026323097","display_name":"Bazel Al-Shaibah","orcid":"https://orcid.org/0000-0002-6267-2879"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bazel Al-Shaibah","raw_affiliation_strings":["Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039477770","display_name":"Yasser M. Khalil","orcid":null},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yasser M. Khalil","raw_affiliation_strings":["Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085345102","display_name":"Wafaa Majeed Mutashar Al-Hameedi","orcid":"https://orcid.org/0000-0002-9743-1549"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wafaa M. M. AL-Hameedi","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077947499","display_name":"Xingpeng Liu","orcid":"https://orcid.org/0000-0003-4309-3457"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingpeng Liu","raw_affiliation_strings":["Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China","School of Environment, Northeast Normal University, Changchun 130024, China","State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"],"affiliations":[{"raw_affiliation_string":"Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Environment, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China","institution_ids":["https://openalex.org/I184983240"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5077947499"],"corresponding_institution_ids":["https://openalex.org/I1327237609","https://openalex.org/I184983240"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":7.2558,"has_fulltext":false,"cited_by_count":73,"citation_normalized_percentile":{"value":0.98076331,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"14","issue":"16","first_page":"4050","last_page":"4050"},"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/T11186","display_name":"Hydrology and Drought Analysis","score":0.9972000122070312,"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":0.992900013923645,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.7202779650688171},{"id":"https://openalex.org/keywords/flash-flood","display_name":"Flash flood","score":0.6768915057182312},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4675176441669464},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.45909199118614197},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.45547249913215637},{"id":"https://openalex.org/keywords/flooding","display_name":"Flooding (psychology)","score":0.41739600896835327},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.3839755654335022},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.27251625061035156},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2182719111442566},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15180248022079468}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.7202779650688171},{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.6768915057182312},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4675176441669464},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.45909199118614197},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.45547249913215637},{"id":"https://openalex.org/C186594467","wikidata":"https://www.wikidata.org/wiki/Q1429176","display_name":"Flooding (psychology)","level":2,"score":0.41739600896835327},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.3839755654335022},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.27251625061035156},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2182719111442566},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15180248022079468},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14164050","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14164050","pdf_url":"https://www.mdpi.com/2072-4292/14/16/4050/pdf?version=1660906234","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:c92cc5a5d440470e88ac58c69f35c77a","is_oa":true,"landing_page_url":"https://doaj.org/article/c92cc5a5d440470e88ac58c69f35c77a","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 14, Iss 16, p 4050 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/16/4050/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14164050","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"}],"best_oa_location":{"id":"doi:10.3390/rs14164050","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14164050","pdf_url":"https://www.mdpi.com/2072-4292/14/16/4050/pdf?version=1660906234","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":[{"id":"https://metadata.un.org/sdg/13","score":0.6899999976158142,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4292552889.pdf","grobid_xml":"https://content.openalex.org/works/W4292552889.grobid-xml"},"referenced_works_count":113,"referenced_works":["https://openalex.org/W3822628","https://openalex.org/W302880868","https://openalex.org/W1483933478","https://openalex.org/W1556122304","https://openalex.org/W1569174380","https://openalex.org/W1964425467","https://openalex.org/W1971720236","https://openalex.org/W1975914988","https://openalex.org/W1981646498","https://openalex.org/W1990240845","https://openalex.org/W1993934953","https://openalex.org/W2006790792","https://openalex.org/W2016708575","https://openalex.org/W2027386095","https://openalex.org/W2027464004","https://openalex.org/W2042315239","https://openalex.org/W2044301919","https://openalex.org/W2051784080","https://openalex.org/W2053154970","https://openalex.org/W2060834220","https://openalex.org/W2065642067","https://openalex.org/W2076861335","https://openalex.org/W2082507487","https://openalex.org/W2114828048","https://openalex.org/W2130072952","https://openalex.org/W2131305883","https://openalex.org/W2140679062","https://openalex.org/W2143296882","https://openalex.org/W2146510283","https://openalex.org/W2261645655","https://openalex.org/W2295598076","https://openalex.org/W2302845239","https://openalex.org/W2328713979","https://openalex.org/W2407346711","https://openalex.org/W2408377373","https://openalex.org/W2462089918","https://openalex.org/W2549184242","https://openalex.org/W2582954851","https://openalex.org/W2610291153","https://openalex.org/W2738027542","https://openalex.org/W2752126216","https://openalex.org/W2760043787","https://openalex.org/W2761698665","https://openalex.org/W2765742909","https://openalex.org/W2766228856","https://openalex.org/W2790009353","https://openalex.org/W2791328889","https://openalex.org/W2796299618","https://openalex.org/W2809099638","https://openalex.org/W2895196240","https://openalex.org/W2896389649","https://openalex.org/W2904904697","https://openalex.org/W2905163807","https://openalex.org/W2906318472","https://openalex.org/W2907566391","https://openalex.org/W2911964244","https://openalex.org/W2914109598","https://openalex.org/W2925546685","https://openalex.org/W2927539500","https://openalex.org/W2941057055","https://openalex.org/W2950188285","https://openalex.org/W2952411786","https://openalex.org/W2955858817","https://openalex.org/W2958711105","https://openalex.org/W2963380059","https://openalex.org/W2971797472","https://openalex.org/W2975358916","https://openalex.org/W2979804492","https://openalex.org/W2980053271","https://openalex.org/W2985126820","https://openalex.org/W2985766090","https://openalex.org/W2996701347","https://openalex.org/W2998917588","https://openalex.org/W2998999740","https://openalex.org/W2999969809","https://openalex.org/W3003923526","https://openalex.org/W3005376489","https://openalex.org/W3013509442","https://openalex.org/W3019758389","https://openalex.org/W3032433182","https://openalex.org/W3032913569","https://openalex.org/W3037121381","https://openalex.org/W3041778588","https://openalex.org/W3047180133","https://openalex.org/W3047345030","https://openalex.org/W3049660401","https://openalex.org/W3087236291","https://openalex.org/W3091948139","https://openalex.org/W3093442198","https://openalex.org/W3093835305","https://openalex.org/W3096638284","https://openalex.org/W3102571016","https://openalex.org/W3103278630","https://openalex.org/W3109476332","https://openalex.org/W3119067073","https://openalex.org/W3125062307","https://openalex.org/W3128063649","https://openalex.org/W3130233783","https://openalex.org/W3136882007","https://openalex.org/W3138337663","https://openalex.org/W3140276143","https://openalex.org/W3141421476","https://openalex.org/W3141488650","https://openalex.org/W3156415921","https://openalex.org/W3158849532","https://openalex.org/W3159897038","https://openalex.org/W3165242962","https://openalex.org/W3177290406","https://openalex.org/W3197863106","https://openalex.org/W3213396606","https://openalex.org/W4205506975","https://openalex.org/W4283018661","https://openalex.org/W6697565008"],"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/W2181997527","https://openalex.org/W2807657982","https://openalex.org/W4286560687","https://openalex.org/W2031888665","https://openalex.org/W2923835640"],"abstract_inverted_index":{"Flooding":[0],"is":[1],"one":[2],"of":[3,44,55,151,210,270,309,361],"the":[4,106,112,127,155,234,237,247,272,283,305,310,314,317,324,354,359],"catastrophic":[5],"natural":[6,31,362],"hazards":[7],"worldwide":[8,355],"that":[9,254,316],"can":[10,334],"easily":[11],"cause":[12],"devastating":[13],"effects":[14],"on":[15],"human":[16],"life":[17],"and":[18,29,34,65,77,81,122,134,142,182,196,214,221,227,233,344],"property.":[19],"Remote":[20],"sensing":[21,72],"devices":[22],"are":[23,320],"becoming":[24],"increasingly":[25],"important":[26],"in":[27,47,105,126,154,169,194,268,313,327,365],"monitoring":[28],"assessing":[30,293],"disaster":[32],"susceptibility":[33,46,167,248],"hazards.":[35],"The":[36,57,230,250,307],"proposed":[37,318],"research":[38,62,311],"work":[39,349],"pursues":[40],"an":[41],"assessment":[42],"analysis":[43,121],"flood":[45,124,148,166,188,199,213,331],"a":[48,52,147,258,298],"tropical":[49],"desert":[50],"environment:":[51],"case":[53],"study":[54,107,128,156],"Yemen.":[56,366],"base":[58],"data":[59,79,85,96],"for":[60,118,292,323,340],"this":[61,93,348],"were":[63,99,132,161,191,217,223,243],"collected":[64],"organized":[66],"from":[67],"meteorological,":[68],"satellite":[69],"images,":[70,139,141],"remote":[71],"data,":[73,76],"essential":[74],"geographic":[75],"various":[78],"sources":[80,144],"used":[82,100,111,162,197,224,244,337],"as":[83,201,225],"input":[84,202],"into":[86],"four":[87],"machine":[88],"learning":[89],"(ML)":[90],"algorithms.":[91],"In":[92],"study,":[94],"RS":[95],"(Sentinel-1":[97],"images)":[98],"to":[101,145,163,204,245,261,303,329,338,353,357,371],"detect":[102],"flooded":[103,152],"areas":[104,153,295],"area.":[108,157],"We":[109],"also":[110,335],"Sentinel":[113],"application":[114],"platform":[115],"(SNAP":[116],"7.0)":[117],"Sentinel-1":[119],"image":[120],"detecting":[123],"zones":[125],"locations.":[129],"Flood":[130],"spots":[131],"discovered":[133],"verified":[135],"using":[136],"Google":[137],"Earth":[138],"Landsat":[140],"press":[143],"create":[146],"inventory":[149],"map":[150,164],"Four":[158],"ML":[159,280],"algorithms":[160,275],"flash":[165],"(FFS)":[168],"Tarim":[170],"city":[171],"(Yemen):":[172],"K-nearest":[173],"neighbor":[174],"(KNN),":[175],"Na\u00efve":[176],"Bayes":[177],"(NB),":[178],"random":[179,212],"forests":[180],"(RF),":[181],"eXtreme":[183],"gradient":[184],"boosting":[185],"(XGBoost).":[186],"Twelve":[187],"conditioning":[189],"factors":[190],"prepared,":[192],"assessed":[193],"multicollinearity,":[195],"with":[198,296],"inventories":[200],"parameters":[203],"run":[205],"each":[206],"model.":[207,306],"A":[208],"total":[209],"600":[211],"non-flood":[215],"points":[216],"chosen,":[218],"where":[219,282],"75%":[220],"25%":[222],"training":[226,304],"validation":[228],"datasets.":[229],"confusion":[231],"matrix":[232],"area":[235],"under":[236],"receiver":[238],"operating":[239],"characteristic":[240],"curve":[241],"(AUROC)":[242],"validate":[246],"maps.":[249],"results":[251],"obtained":[252],"reveal":[253],"all":[255],"models":[256,319],"had":[257],"high":[259],"capacity":[260],"predict":[262],"floods":[263],"(AUC":[264,289],"&gt;":[265],"0.90).":[266],"Further,":[267],"terms":[269],"performance,":[271],"tree-based":[273],"ensemble":[274],"(RF,":[276],"XGBoost)":[277],"outperform":[278],"other":[279,345],"algorithms,":[281],"RF":[284],"algorithm":[285],"provides":[286],"robust":[287],"performance":[288],"=":[290],"0.982)":[291],"flood-prone":[294],"only":[297],"few":[299],"adjustments":[300],"required":[301],"prior":[302],"value":[308],"lies":[312],"fact":[315],"being":[321],"tested":[322],"first":[325],"time":[326],"Yemen":[328],"assess":[330],"susceptibility,":[332],"which":[333],"be":[336],"assess,":[339],"example,":[341],"earthquakes,":[342],"landslides,":[343],"disasters.":[346],"Furthermore,":[347],"makes":[350],"significant":[351],"contributions":[352],"effort":[356],"reduce":[358],"risk":[360],"disasters,":[363],"particularly":[364],"This":[367],"will,":[368],"therefore,":[369],"help":[370],"enhance":[372],"environmental":[373],"sustainability.":[374]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":28},{"year":2023,"cited_by_count":13}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}
