{"id":"https://openalex.org/W7117998640","doi":"https://doi.org/10.1007/978-3-031-86777-4_5","title":"Weather Data Analysis with Predictive Modeling for Floods in Muvumba Catchment of Rwanda","display_name":"Weather Data Analysis with Predictive Modeling for Floods in Muvumba Catchment of Rwanda","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7117998640","doi":"https://doi.org/10.1007/978-3-031-86777-4_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-86777-4_5","doi":"https://doi.org/10.1007/978-3-031-86777-4_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-86777-4_5","pdf_url":null,"source":{"id":"https://openalex.org/S4210206751","display_name":"Advances in Science, Technology & Innovation/Advances in science, technology & innovation","issn_l":"2522-8714","issn":["2522-8714","2522-8722"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Science, Technology &amp; Innovation","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W7117986465","display_name":"Dynamic Evolution of Atmospheric, Ecological, and Hydrological Systems in Circum-Mediterranean Regions"},"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020486475","display_name":"Martin Kuradusenge","orcid":"https://orcid.org/0000-0001-7741-8905","observed_orcids":["https://orcid.org/0000-0001-7741-8905"]},"institutions":[{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW"],"is_corresponding":true,"raw_author_name":"Martin Kuradusenge","raw_affiliation_strings":["College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003829071","display_name":"Eric Hitimana","orcid":"https://orcid.org/0000-0001-5667-2082","observed_orcids":["https://orcid.org/0000-0001-5667-2082"]},"institutions":[{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Eric Hitimana","raw_affiliation_strings":["College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070040259","display_name":"Zubeda Ukundimana","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2752562790","display_name":"Kampala International University","ror":"https://ror.org/017g82c94","country_code":"UG","type":"education","lineage":["https://openalex.org/I2752562790"]},{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW","UG"],"is_corresponding":false,"raw_author_name":"Zubeda Ukundimana","raw_affiliation_strings":["Civil Engineering Department, Kampala International University, Bushenyi, Uganda","College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering Department, Kampala International University, Bushenyi, Uganda","institution_ids":["https://openalex.org/I2752562790"]},{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030153376","display_name":"Hussein Bizimana","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Hussein Bizimana","raw_affiliation_strings":["College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024088338","display_name":"Florence Mukamanzi","orcid":"https://orcid.org/0000-0002-9020-9347","observed_orcids":["https://orcid.org/0000-0002-9020-9347"]},"institutions":[{"id":"https://openalex.org/I4210087849","display_name":"University of Rwanda","ror":"https://ror.org/00286hs46","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Florence Mukamanzi","raw_affiliation_strings":["College of Business and Economics, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Business and Economics, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4210087849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092026995","display_name":"Omar Janvier Sinayobye","orcid":"https://orcid.org/0000-0002-6716-7089","observed_orcids":["https://orcid.org/0000-0002-6716-7089"]},"institutions":[{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Janvier Omar Sinayobye","raw_affiliation_strings":["College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108341321","display_name":"Nadege Gaju","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Nadege Gaju","raw_affiliation_strings":["College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108341320","display_name":"Aime Thierry Nizeyimana","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405266314","display_name":"College of Science and Technology - University of Rwanda","ror":"https://ror.org/023czzp12","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849","https://openalex.org/I4405266314"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Thierry Aime Nizeyimana","raw_affiliation_strings":["College of Science and Technology, University of Rwanda, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Technology, University of Rwanda, Kigali, Rwanda","institution_ids":["https://openalex.org/I4405266314"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020486475"],"corresponding_institution_ids":["https://openalex.org/I4405266314"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.59498715,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"25","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.8413000106811523,"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":0.8413000106811523,"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":0.15389999747276306,"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":0.0017000000225380063,"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-forecasting","display_name":"flood forecasting","score":0.8740000128746033},{"id":"https://openalex.org/keywords/rainfall-runoff","display_name":"rainfall-runoff","score":0.6600000262260437},{"id":"https://openalex.org/keywords/river-water-level","display_name":"river levels","score":0.8500000238418579},{"id":"https://openalex.org/keywords/meteorological-observations","display_name":"meteorological observations","score":0.6269999742507935},{"id":"https://openalex.org/keywords/early-warning-systems","display_name":"early warning systems","score":0.640999972820282},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6269999742507935},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.6539999842643738},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9990000128746033},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.8949999809265137},{"id":"https://openalex.org/keywords/flood-control","display_name":"flood control","score":0.5849999785423279},{"id":"https://openalex.org/keywords/rwanda","display_name":"Rwanda","score":0.7409999966621399}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7373999953269958},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.7276999950408936},{"id":"https://openalex.org/C183195422","wikidata":"https://www.wikidata.org/wiki/Q3409303","display_name":"Flood forecasting","level":3,"score":0.51910001039505},{"id":"https://openalex.org/C171878848","wikidata":"https://www.wikidata.org/wiki/Q336797","display_name":"100-year flood","level":3,"score":0.45350000262260437},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.44780001044273376},{"id":"https://openalex.org/C126645576","wikidata":"https://www.wikidata.org/wiki/Q166620","display_name":"Drainage basin","level":2,"score":0.43149998784065247},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.4311999976634979},{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.39820000529289246},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.39719998836517334},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.3912000060081482},{"id":"https://openalex.org/C2983363897","wikidata":"https://www.wikidata.org/wiki/Q845339","display_name":"Air temperature","level":2,"score":0.36329999566078186},{"id":"https://openalex.org/C2777570903","wikidata":"https://www.wikidata.org/wiki/Q4698151","display_name":"Air Pollution Index","level":3,"score":0.3012999892234802},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C125403950","wikidata":"https://www.wikidata.org/wiki/Q2111082","display_name":"Seasonality","level":2,"score":0.29179999232292175},{"id":"https://openalex.org/C151420433","wikidata":"https://www.wikidata.org/wiki/Q180600","display_name":"Humidity","level":2,"score":0.28349998593330383},{"id":"https://openalex.org/C524765639","wikidata":"https://www.wikidata.org/wiki/Q1501619","display_name":"Water resource management","level":1,"score":0.2791000008583069},{"id":"https://openalex.org/C158960510","wikidata":"https://www.wikidata.org/wiki/Q180600","display_name":"Relative humidity","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C2779395273","wikidata":"https://www.wikidata.org/wiki/Q846837","display_name":"Automatic weather station","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C1284942","wikidata":"https://www.wikidata.org/wiki/Q1929501","display_name":"Water level","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-86777-4_5","doi":"https://doi.org/10.1007/978-3-031-86777-4_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-86777-4_5","pdf_url":null,"source":{"id":"https://openalex.org/S4210206751","display_name":"Advances in Science, Technology & Innovation/Advances in science, technology & innovation","issn_l":"2522-8714","issn":["2522-8714","2522-8722"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Science, Technology &amp; Innovation","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.685699999332428,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"},{"score":0.6618000268936157,"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6"},{"score":0.4000000059604645,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W5726923","https://openalex.org/W1973249074","https://openalex.org/W1989158271","https://openalex.org/W2119717791","https://openalex.org/W2489814317","https://openalex.org/W2603439836","https://openalex.org/W2769147562","https://openalex.org/W2911964244","https://openalex.org/W3040915496","https://openalex.org/W3098424670","https://openalex.org/W3121718537","https://openalex.org/W3195613625","https://openalex.org/W3203308601","https://openalex.org/W4205671027"],"related_works":["https://openalex.org/W4399389488","https://openalex.org/W3084423830","https://openalex.org/W7171645524","https://openalex.org/W4388694529","https://openalex.org/W4382752416","https://openalex.org/W4376613913","https://openalex.org/W2518631470","https://openalex.org/W4405162178","https://openalex.org/W4247045825","https://openalex.org/W6893326510"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-01-02T00:00:00"}
