{"id":"https://openalex.org/W3076639098","doi":"https://doi.org/10.17977/um018v3i12020p1-10","title":"Flood Prediction using Artificial Neural Networks: Empirical Evidence from Mauritius as a Case Study","display_name":"Flood Prediction using Artificial Neural Networks: Empirical Evidence from Mauritius as a Case Study","publication_year":2020,"publication_date":"2020-08-17","ids":{"openalex":"https://openalex.org/W3076639098","doi":"https://doi.org/10.17977/um018v3i12020p1-10","mag":"3076639098"},"language":"en","primary_location":{"id":"doi:10.17977/um018v3i12020p1-10","is_oa":true,"landing_page_url":"https://doi.org/10.17977/um018v3i12020p1-10","pdf_url":"http://journal2.um.ac.id/index.php/keds/article/download/15279/6240","source":{"id":"https://openalex.org/S4210237352","display_name":"Knowledge Engineering and Data Science","issn_l":"2597-4602","issn":["2597-4602","2597-4637"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310314921","host_organization_name":"State University of Malang","host_organization_lineage":["https://openalex.org/P4310314921"],"host_organization_lineage_names":["State University of Malang"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge Engineering and Data Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://journal2.um.ac.id/index.php/keds/article/download/15279/6240","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078313371","display_name":"A.Z. Dhunny","orcid":"https://orcid.org/0000-0003-1627-9395"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"A. Zaynah Dhunny","raw_affiliation_strings":["Cyberange Global Holdings PTE, Singapore 68 Circular Road, #02-01, 049422 Singapore"],"affiliations":[{"raw_affiliation_string":"Cyberange Global Holdings PTE, Singapore 68 Circular Road, #02-01, 049422 Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001559951","display_name":"Reena Hansa Seebocus","orcid":null},"institutions":[{"id":"https://openalex.org/I69072986","display_name":"University of Mauritius","ror":"https://ror.org/05cyprz33","country_code":"MU","type":"education","lineage":["https://openalex.org/I69072986"]}],"countries":["MU"],"is_corresponding":false,"raw_author_name":"Reena Hansa Seebocus","raw_affiliation_strings":["Department of Physics, Faculty of Science, University of Mauritius"],"affiliations":[{"raw_affiliation_string":"Department of Physics, Faculty of Science, University of Mauritius","institution_ids":["https://openalex.org/I69072986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023575906","display_name":"Zaheer Allam","orcid":"https://orcid.org/0000-0001-7682-5912"},"institutions":[{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zaheer Allam","raw_affiliation_strings":["Curtin University Sustainability Policy Institute, Curtin University Building 209, Level 1, Room 133, Kent St, Bentley WA 6102 Perth, Australia"],"affiliations":[{"raw_affiliation_string":"Curtin University Sustainability Policy Institute, Curtin University Building 209, Level 1, Room 133, Kent St, Bentley WA 6102 Perth, Australia","institution_ids":["https://openalex.org/I205640436"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110705580","display_name":"Mohammad Yasser Chuttur","orcid":null},"institutions":[{"id":"https://openalex.org/I69072986","display_name":"University of Mauritius","ror":"https://ror.org/05cyprz33","country_code":"MU","type":"education","lineage":["https://openalex.org/I69072986"]}],"countries":["MU"],"is_corresponding":false,"raw_author_name":"Mohammad Yasser Chuttur","raw_affiliation_strings":["University of Mauritius"],"affiliations":[{"raw_affiliation_string":"University of Mauritius","institution_ids":["https://openalex.org/I69072986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065200031","display_name":"Muhammed Eltahan","orcid":"https://orcid.org/0000-0003-2322-8123"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Muhammed Eltahan","raw_affiliation_strings":["Aerospace Department, Faculty of Engineering, Cairo University 1 Gamaa Street, Giza, EgyptGiza12613 Egypt"],"affiliations":[{"raw_affiliation_string":"Aerospace Department, Faculty of Engineering, Cairo University 1 Gamaa Street, Giza, EgyptGiza12613 Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053378034","display_name":"Harsh Mehta","orcid":"https://orcid.org/0000-0003-2810-3573"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Harsh Mehta","raw_affiliation_strings":["Cyberange Global Holdings PTE, Singapore 68 Circular Road, #02-01, 049422 Singapore"],"affiliations":[{"raw_affiliation_string":"Cyberange Global Holdings PTE, Singapore 68 Circular Road, #02-01, 049422 Singapore","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5078313371"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5836,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.64679961,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"3","issue":"1","first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9940000176429749,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.8192694783210754},{"id":"https://openalex.org/keywords/flooding","display_name":"Flooding (psychology)","score":0.6599937081336975},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6550300717353821},{"id":"https://openalex.org/keywords/microclimate","display_name":"Microclimate","score":0.6334735751152039},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5349024534225464},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.48417502641677856},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.4296030104160309},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.4188842475414276},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.36100608110427856},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3290863335132599},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16961327195167542},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.10881111025810242},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10475099086761475}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.8192694783210754},{"id":"https://openalex.org/C186594467","wikidata":"https://www.wikidata.org/wiki/Q1429176","display_name":"Flooding (psychology)","level":2,"score":0.6599937081336975},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6550300717353821},{"id":"https://openalex.org/C32957820","wikidata":"https://www.wikidata.org/wiki/Q215108","display_name":"Microclimate","level":2,"score":0.6334735751152039},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5349024534225464},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.48417502641677856},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.4296030104160309},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.4188842475414276},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.36100608110427856},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3290863335132599},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16961327195167542},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.10881111025810242},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10475099086761475},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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":2,"locations":[{"id":"doi:10.17977/um018v3i12020p1-10","is_oa":true,"landing_page_url":"https://doi.org/10.17977/um018v3i12020p1-10","pdf_url":"http://journal2.um.ac.id/index.php/keds/article/download/15279/6240","source":{"id":"https://openalex.org/S4210237352","display_name":"Knowledge Engineering and Data Science","issn_l":"2597-4602","issn":["2597-4602","2597-4637"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310314921","host_organization_name":"State University of Malang","host_organization_lineage":["https://openalex.org/P4310314921"],"host_organization_lineage_names":["State University of Malang"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge Engineering and Data Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:467c789be15c46939c49b045881b3cfc","is_oa":true,"landing_page_url":"https://doaj.org/article/467c789be15c46939c49b045881b3cfc","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Knowledge Engineering and Data Science, Vol 3, Iss 1, Pp 1-10 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.17977/um018v3i12020p1-10","is_oa":true,"landing_page_url":"https://doi.org/10.17977/um018v3i12020p1-10","pdf_url":"http://journal2.um.ac.id/index.php/keds/article/download/15279/6240","source":{"id":"https://openalex.org/S4210237352","display_name":"Knowledge Engineering and Data Science","issn_l":"2597-4602","issn":["2597-4602","2597-4637"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310314921","host_organization_name":"State University of Malang","host_organization_lineage":["https://openalex.org/P4310314921"],"host_organization_lineage_names":["State University of Malang"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge Engineering and Data Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.8100000023841858,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3076639098.pdf","grobid_xml":"https://content.openalex.org/works/W3076639098.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1124582155","https://openalex.org/W1490444182","https://openalex.org/W1586335931","https://openalex.org/W1964298122","https://openalex.org/W1992421105","https://openalex.org/W1994319753","https://openalex.org/W2021840821","https://openalex.org/W2028833821","https://openalex.org/W2030452699","https://openalex.org/W2074770406","https://openalex.org/W2093643917","https://openalex.org/W2094978308","https://openalex.org/W2140495487","https://openalex.org/W2164293259","https://openalex.org/W2185030363","https://openalex.org/W2291811783","https://openalex.org/W2517740895","https://openalex.org/W2728073923","https://openalex.org/W2736117224","https://openalex.org/W2803003999","https://openalex.org/W2887236605","https://openalex.org/W2898030472","https://openalex.org/W2899023746","https://openalex.org/W2907956315","https://openalex.org/W2986218094","https://openalex.org/W2992928513","https://openalex.org/W3001826481","https://openalex.org/W3022106856","https://openalex.org/W3099487920","https://openalex.org/W3122582876","https://openalex.org/W6641403805","https://openalex.org/W6686772503","https://openalex.org/W6740423221","https://openalex.org/W6981857433","https://openalex.org/W7062645660"],"related_works":["https://openalex.org/W2384400739","https://openalex.org/W2387114639","https://openalex.org/W2124461910","https://openalex.org/W2593808546","https://openalex.org/W145205889","https://openalex.org/W2352287415","https://openalex.org/W4384134200","https://openalex.org/W1989506148","https://openalex.org/W2923835640","https://openalex.org/W2031888665"],"abstract_inverted_index":{"Artificial":[0],"Neural":[1],"Networks":[2],"(ANN)":[3],"has":[4],"been":[5],"well":[6],"studied":[7],"for":[8,44,73,94,125,139,143],"flood":[9,74,126,140],"prediction.":[10],"However,":[11],"there":[12],"is":[13,80,112,134],"not":[14],"enough":[15],"empirical":[16],"evidence":[17],"to":[18,22,48,55],"generalize":[19],"ANN":[20,54,71,133],"applicability":[21],"small":[23,30],"countries":[24],"with":[25,145],"microclimates":[26],"prevailing":[27],"in":[28,77],"a":[29,89,136],"geographical":[31],"space.":[32],"In":[33],"this":[34,78],"paper,":[35],"we":[36,46,119,130],"focus":[37],"on":[38],"the":[39,50,68],"climatic":[40],"conditions":[41],"of":[42,52,91,123],"Mauritius":[43],"which":[45],"seek":[47],"investigate":[49],"accuracy":[51,122],"using":[53,58,82],"predict":[56],"flooding":[57],"locally":[59],"collected":[60,87],"data":[61,85],"from":[62],"11":[63],"meteorological":[64],"stations":[65],"spread":[66],"across":[67],"country.":[69],"The":[70],"model":[72],"prediction":[75,127],"presented":[76],"work":[79],"trained":[81],"20,000":[83],"climate":[84,98],"records,":[86],"over":[88],"period":[90],"two":[92],"years":[93],"Mauritius.":[95],"Our":[96],"input":[97],"features":[99],"are":[100],"minimum":[101],"temperature,":[102,104],"maximum":[103],"rainfall":[105],"and":[106,108,128],"humidity":[107],"our":[109],"output":[110],"decision":[111],"\u201eflood\u201f":[113],"or":[114],"\u201eno":[115],"flood\u201f.":[116],"Using":[117],"ANN,":[118],"achieved":[120],"an":[121],"98%":[124],"hence,":[129],"conclude":[131],"that":[132],"indeed":[135],"good":[137],"predictor":[138],"occurrence":[141],"even":[142],"regions":[144],"predominantly":[146],"microclimatic":[147],"conditions.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}