{"id":"https://openalex.org/W4415366637","doi":"https://doi.org/10.1109/access.2025.3623933","title":"Enhanced Hazard Mapping for Flood and Landslide Risks Using Memetic Programming and Machine Learning Techniques to Support Sustainable Development Goals","display_name":"Enhanced Hazard Mapping for Flood and Landslide Risks Using Memetic Programming and Machine Learning Techniques to Support Sustainable Development Goals","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415366637","doi":"https://doi.org/10.1109/access.2025.3623933"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3623933","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3623933","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3623933","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036035951","display_name":"Mohamed Wahba","orcid":"https://orcid.org/0000-0002-5569-3727"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mohamed Wahba","raw_affiliation_strings":["Civil Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-5569-3727","affiliations":[{"raw_affiliation_string":"Civil Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064350210","display_name":"Emad Mabrouk","orcid":"https://orcid.org/0000-0002-8039-0728"},"institutions":[{"id":"https://openalex.org/I2803079837","display_name":"American University of the Middle East","ror":"https://ror.org/02gqgne03","country_code":"KW","type":"education","lineage":["https://openalex.org/I2803079837"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Emad Mabrouk","raw_affiliation_strings":["College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait","College of Engineering and Technology, American University of the Middle East, Kuwait"],"raw_orcid":"https://orcid.org/0000-0002-8039-0728","affiliations":[{"raw_affiliation_string":"College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait","institution_ids":["https://openalex.org/I2803079837"]},{"raw_affiliation_string":"College of Engineering and Technology, American University of the Middle East, Kuwait","institution_ids":["https://openalex.org/I2803079837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045136121","display_name":"Youssef M. Youssef","orcid":"https://orcid.org/0000-0001-5939-732X"},"institutions":[{"id":"https://openalex.org/I130009713","display_name":"Suez University","ror":"https://ror.org/00ndhrx30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130009713"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Youssef M. Youssef","raw_affiliation_strings":["Geological and Geophysical Engineering Department, Faculty of Petroleum and Mining Engineering, Suez University, Suez, Egypt"],"raw_orcid":"https://orcid.org/0000-0001-5939-732X","affiliations":[{"raw_affiliation_string":"Geological and Geophysical Engineering Department, Faculty of Petroleum and Mining Engineering, Suez University, Suez, Egypt","institution_ids":["https://openalex.org/I130009713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077448709","display_name":"Mohamed Saber","orcid":"https://orcid.org/0000-0003-2420-8132"},"institutions":[{"id":"https://openalex.org/I22299242","display_name":"Kyoto University","ror":"https://ror.org/02kpeqv85","country_code":"JP","type":"education","lineage":["https://openalex.org/I22299242"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Mohamed Saber","raw_affiliation_strings":["Disaster Prevention Research Institute (DPRI), Kyoto University, Kyoto, Japan"],"raw_orcid":"https://orcid.org/0000-0003-2420-8132","affiliations":[{"raw_affiliation_string":"Disaster Prevention Research Institute (DPRI), Kyoto University, Kyoto, Japan","institution_ids":["https://openalex.org/I22299242"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010619554","display_name":"Nassir Al\u2010Arifi","orcid":"https://orcid.org/0000-0001-7802-5070"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nassir Alarifi","raw_affiliation_strings":["Department of Geology and Geophysics, College of Science, Chair of Natural Hazards and Mineral Resources, King Saud University, Riyadh, Saudi Arabia","Chair of Natural Hazards and Mineral Resources, Department of Geology &#x0026; Geophysics, College of Science, King Saud University, PO Box 2455, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geology and Geophysics, College of Science, Chair of Natural Hazards and Mineral Resources, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]},{"raw_affiliation_string":"Chair of Natural Hazards and Mineral Resources, Department of Geology &#x0026; Geophysics, College of Science, King Saud University, PO Box 2455, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023991206","display_name":"Nazih Y. Rebouh","orcid":"https://orcid.org/0000-0002-8621-6595"},"institutions":[{"id":"https://openalex.org/I126527374","display_name":"Peoples' Friendship University of Russia","ror":"https://ror.org/02dn9h927","country_code":"RU","type":"education","lineage":["https://openalex.org/I126527374"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nazih Y. Rebouh","raw_affiliation_strings":["Department of Environmental Management, Institute of Environmental Engineering, RUDN University, Moscow, Russia","Department of Environmental Management, Institute of Environmental Engineering, RUDN University, Miklukho-Maklaya St, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0002-8621-6595","affiliations":[{"raw_affiliation_string":"Department of Environmental Management, Institute of Environmental Engineering, RUDN University, Moscow, Russia","institution_ids":["https://openalex.org/I126527374"]},{"raw_affiliation_string":"Department of Environmental Management, Institute of Environmental Engineering, RUDN University, Miklukho-Maklaya St, Moscow, Russia","institution_ids":["https://openalex.org/I126527374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066523827","display_name":"Mahmoud M. Mansour","orcid":"https://orcid.org/0000-0002-9301-8802"},"institutions":[{"id":"https://openalex.org/I63601056","display_name":"Menoufia University","ror":"https://ror.org/05sjrb944","country_code":"EG","type":"education","lineage":["https://openalex.org/I63601056"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mahmoud M. Mansour","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Engineering, Menoufia University, Shebeen El-Kom, Egypt","Department of Civil Engineering, Faculty of Engineering, Menoufia University, Menoufia, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-9301-8802","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering, Menoufia University, Shebeen El-Kom, Egypt","institution_ids":["https://openalex.org/I63601056"]},{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering, Menoufia University, Menoufia, Egypt","institution_ids":["https://openalex.org/I63601056"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5036035951"],"corresponding_institution_ids":["https://openalex.org/I159247623"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.88,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77515117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"182410","last_page":"182429"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.8790000081062317,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.8790000081062317,"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/T10535","display_name":"Landslides and related hazards","score":0.7982000112533569,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7853000164031982,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer 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":0.6577000021934509},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.5827000141143799},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.44269999861717224},{"id":"https://openalex.org/keywords/flooding","display_name":"Flooding (psychology)","score":0.42160001397132874},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.41769999265670776},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4011000096797943},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.397599995136261},{"id":"https://openalex.org/keywords/hazard","display_name":"Hazard","score":0.35929998755455017}],"concepts":[{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.6577000021934509},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.5827000141143799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5170000195503235},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.44269999861717224},{"id":"https://openalex.org/C186594467","wikidata":"https://www.wikidata.org/wiki/Q1429176","display_name":"Flooding (psychology)","level":2,"score":0.42160001397132874},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.41769999265670776},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4011000096797943},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.397599995136261},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36340001225471497},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.35929998755455017},{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.35199999809265137},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.33799999952316284},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.32989999651908875},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.311599999666214},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3003999888896942},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.2978000044822693},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2912999987602234},{"id":"https://openalex.org/C39410599","wikidata":"https://www.wikidata.org/wiki/Q3433179","display_name":"Natural hazard","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.2515000104904175},{"id":"https://openalex.org/C153823671","wikidata":"https://www.wikidata.org/wiki/Q1049799","display_name":"Water resources","level":2,"score":0.250900000333786},{"id":"https://openalex.org/C524765639","wikidata":"https://www.wikidata.org/wiki/Q1501619","display_name":"Water resource management","level":1,"score":0.2502000033855438}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3623933","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3623933","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5136cb5558404826887a79bb082a5fc7","is_oa":true,"landing_page_url":"https://doaj.org/article/5136cb5558404826887a79bb082a5fc7","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":"IEEE Access, Vol 13, Pp 182410-182429 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3623933","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3623933","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4641799445","display_name":null,"funder_award_id":"ORF-RC-2025-4300","funder_id":"https://openalex.org/F4320321145","funder_display_name":"King Saud University"}],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Identifying":[0],"regions":[1],"susceptible":[2],"to":[3,49,136,152,188,206],"co-occurring":[4],"flash":[5],"floods":[6],"and":[7,16,27,44,54,61,80,88,101,117,140,149,162,169,193],"landslides":[8],"is":[9,74],"essential":[10],"for":[11,58,115,126],"devising":[12],"effective":[13],"mitigation":[14,179],"strategies":[15],"minimizing":[17],"future":[18],"impacts,":[19],"particularly":[20],"in":[21,65,77,129,211],"urbanized":[22],"river":[23,213],"basins":[24,64,112,214],"within":[25],"tropical":[26],"subtropical":[28],"climates.":[29],"This":[30],"study":[31,200],"introduces":[32],"Memetic":[33],"Programming":[34],"(MP),":[35],"an":[36],"innovative":[37],"data-driven":[38],"technique,":[39],"alongside":[40],"Ridge":[41],"Regression":[42,47],"(RR)":[43],"Support":[45],"Vector":[46],"(SVR),":[48],"produce":[50],"highly":[51],"accurate":[52],"flood":[53,79],"landslide":[55,81],"susceptibility":[56,82],"maps":[57],"the":[59,66,111,130,202],"Nishikigawa":[60],"Takatsu":[62],"River":[63],"western":[67],"Chugoku":[68],"region":[69],"of":[70,99,110,145,204],"Japan.":[71],"MP,":[72],"which":[73],"rarely":[75],"applied":[76],"combined":[78],"mapping,":[83],"demonstrated":[84],"superior":[85],"predictive":[86],"performance":[87],"greater":[89],"spatial":[90],"consistency":[91],"than":[92],"conventional":[93],"models,":[94],"enabling":[95],"more":[96],"precise":[97],"identification":[98],"high-":[100],"low-risk":[102,114],"zones.":[103],"MP":[104,158,183,205],"performed":[105],"risk":[106,209],"assessments,":[107],"identifying":[108],"75%":[109],"as":[113,120],"flooding":[116],"only":[118],"12%":[119],"high-risk,":[121],"thereby":[122],"providing":[123],"clearer":[124],"guidance":[125],"targeted":[127],"interventions":[128],"future.":[131],"In":[132],"contrast,":[133],"SVR":[134],"tended":[135],"spatially":[137],"overestimate":[138],"moderate-":[139],"high-hazard":[141],"zones,":[142],"likely":[143],"because":[144],"suboptimal":[146],"parameter":[147],"tuning":[148],"its":[150,155],"sensitivity":[151],"outliers.":[153],"Beyond":[154],"technical":[156],"accuracy,":[157],"offers":[159],"a":[160],"robust":[161],"flexible":[163],"approach":[164],"that":[165,177],"enhances":[166],"hazard":[167],"mapping":[168],"supports":[170],"informed":[171],"decision":[172],"making.":[173],"The":[174],"findings":[175],"highlight":[176],"implementing":[178],"measures":[180],"based":[181],"on":[182],"results":[184],"can":[185],"directly":[186],"contribute":[187],"achieving":[189],"four":[190],"primary":[191],"SDGs":[192],"support":[194],"three":[195],"additional":[196],"SDGs.":[197],"Overall,":[198],"this":[199],"underscores":[201],"potential":[203],"advance":[207],"sustainable":[208],"management":[210],"urban":[212],"globally.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-21T00:00:00"}
