{"id":"https://openalex.org/W2523901739","doi":"https://doi.org/10.1504/ijhst.2016.079344","title":"Single neural network and neuro-updating conceptual model for forecasting runoff","display_name":"Single neural network and neuro-updating conceptual model for forecasting runoff","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2523901739","doi":"https://doi.org/10.1504/ijhst.2016.079344","mag":"2523901739"},"language":"en","primary_location":{"id":"doi:10.1504/ijhst.2016.079344","doi":"https://doi.org/10.1504/ijhst.2016.079344","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijhst.2016.079344","pdf_url":null,"source":{"id":"https://openalex.org/S2764836028","display_name":"International Journal of Hydrology Science and Technology","issn_l":"2042-7808","issn":["2042-7808","2042-7816"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-100","russia-white-list-2"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hydrology Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","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/A5088717626","display_name":"Tayeb Boulmaiz","orcid":"https://orcid.org/0000-0003-0002-0696","observed_orcids":["https://orcid.org/0000-0003-0002-0696"]},"institutions":[{"id":"https://openalex.org/I108754898","display_name":"Badji Mokhtar-Annaba University","ror":"https://ror.org/03sf55932","country_code":"DZ","type":"education","lineage":["https://openalex.org/I108754898"]},{"id":"https://openalex.org/I114564095","display_name":"University of Ouargla","ror":"https://ror.org/05amrd548","country_code":"DZ","type":"education","lineage":["https://openalex.org/I114564095"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Tayeb Boulmaiz","raw_affiliation_strings":["Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria; Laboratory of Operating and Valorization of Natural Resources in Arid Areas (LVRENZA), Kasdi Merbah University, BP No. 102 El Khefdji, rue de Gharda\u00efa, Ouargla, Algeria","Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria","Laboratory of Operating and Valorization of Natural Resources in Arid Areas (LVRENZA), Kasdi Merbah University, BP No. 102 El Khefdji, rue de Gharda\u00efa, Ouargla, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria; Laboratory of Operating and Valorization of Natural Resources in Arid Areas (LVRENZA), Kasdi Merbah University, BP No. 102 El Khefdji, rue de Gharda\u00efa, Ouargla, Algeria","institution_ids":["https://openalex.org/I108754898","https://openalex.org/I114564095"]},{"raw_affiliation_string":"Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria","institution_ids":["https://openalex.org/I108754898"]},{"raw_affiliation_string":"Laboratory of Operating and Valorization of Natural Resources in Arid Areas (LVRENZA), Kasdi Merbah University, BP No. 102 El Khefdji, rue de Gharda\u00efa, Ouargla, Algeria","institution_ids":["https://openalex.org/I114564095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075305848","display_name":"Lahbassi Ouerdachi","orcid":"https://orcid.org/0000-0002-0264-7719","observed_orcids":["https://orcid.org/0000-0002-0264-7719"]},"institutions":[{"id":"https://openalex.org/I108754898","display_name":"Badji Mokhtar-Annaba University","ror":"https://ror.org/03sf55932","country_code":"DZ","type":"education","lineage":["https://openalex.org/I108754898"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Lahbassi Ouerdachi","raw_affiliation_strings":["Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria","institution_ids":["https://openalex.org/I108754898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075847344","display_name":"Djamel Boutoutaou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I114564095","display_name":"University of Ouargla","ror":"https://ror.org/05amrd548","country_code":"DZ","type":"education","lineage":["https://openalex.org/I114564095"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Djamel Boutoutaou","raw_affiliation_strings":["Laboratory of Operating and Valorization of Natural Resources in Arid Areas (LVRENZA), Kasdi Merbah University, BP No. 102 El Khefdji, rue de Gharda\u00efa, Ouargla, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Operating and Valorization of Natural Resources in Arid Areas (LVRENZA), Kasdi Merbah University, BP No. 102 El Khefdji, rue de Gharda\u00efa, Ouargla, Algeria","institution_ids":["https://openalex.org/I114564095"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058157475","display_name":"Hamouda Boutaghane","orcid":"https://orcid.org/0000-0002-8260-0397","observed_orcids":["https://orcid.org/0000-0002-8260-0397"]},"institutions":[{"id":"https://openalex.org/I108754898","display_name":"Badji Mokhtar-Annaba University","ror":"https://ror.org/03sf55932","country_code":"DZ","type":"education","lineage":["https://openalex.org/I108754898"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Hamouda Boutaghane","raw_affiliation_strings":["Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydraulic and Hydraulic Constructions Laboratory, Badji Mokhtar University, P.O. Box 12, Annaba 23000, Algeria","institution_ids":["https://openalex.org/I108754898"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3476,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.61383807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"6","issue":"4","first_page":"344","last_page":"344"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":1.0,"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":1.0,"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.0,"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/T10320","display_name":"Neural Networks and Applications","score":0.0,"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/runoff-forecasting","display_name":"runoff prediction","score":0.9909999966621399},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9670000076293945},{"id":"https://openalex.org/keywords/narx","display_name":"NARX network","score":0.8579999804496765},{"id":"https://openalex.org/keywords/feedforward-neural-networks","display_name":"feedforward neural networks","score":0.9070000052452087},{"id":"https://openalex.org/keywords/rainfall-runoff-modeling","display_name":"rainfall-runoff modeling","score":0.7829999923706055},{"id":"https://openalex.org/keywords/daily-streamflow","display_name":"daily streamflow","score":0.8880000114440918},{"id":"https://openalex.org/keywords/water-resources-management","display_name":"water resources management","score":0.753000020980835},{"id":"https://openalex.org/keywords/flood-control","display_name":"flood control","score":0.9359999895095825}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7608519792556763},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.7211308479309082},{"id":"https://openalex.org/C47702885","wikidata":"https://www.wikidata.org/wiki/Q5441227","display_name":"Feedforward neural network","level":3,"score":0.54093998670578},{"id":"https://openalex.org/C38858127","wikidata":"https://www.wikidata.org/wiki/Q5441228","display_name":"Feed forward","level":2,"score":0.5374882817268372},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5221753120422363},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5116451382637024},{"id":"https://openalex.org/C50477045","wikidata":"https://www.wikidata.org/wiki/Q1444790","display_name":"Surface runoff","level":2,"score":0.4976527988910675},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.46491628885269165},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4262348413467407},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.31570756435394287},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3129061460494995},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.26534807682037354},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.242593914270401},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18688806891441345},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08169493079185486},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.07505905628204346},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijhst.2016.079344","doi":"https://doi.org/10.1504/ijhst.2016.079344","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijhst.2016.079344","pdf_url":null,"source":{"id":"https://openalex.org/S2764836028","display_name":"International Journal of Hydrology Science and Technology","issn_l":"2042-7808","issn":["2042-7808","2042-7816"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-100","russia-white-list-2"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hydrology Science and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2265027520","https://openalex.org/W2362700573","https://openalex.org/W2081997761","https://openalex.org/W2041021326","https://openalex.org/W2063756720","https://openalex.org/W2383043878","https://openalex.org/W2583406110","https://openalex.org/W4311838393","https://openalex.org/W2915346856","https://openalex.org/W2171930452"],"abstract_inverted_index":{"Application":[0],"of":[1,29,74,127,136],"artificial":[2],"neural":[3],"network":[4,47],"(ANN)":[5],"becomes":[6],"an":[7,17,131],"alternative":[8],"or":[9,23],"complementary":[10],"technique":[11],"for":[12,20,87,109],"forecasting":[13,110],"runoff,":[14,60],"which":[15],"is":[16,38,64,122],"important":[18],"operation":[19],"water":[21,128],"management":[22],"flood":[24],"protection.":[25],"Two":[26],"using":[27],"approaches":[28],"ANN":[30,69],"are":[31],"applied":[32],"in":[33,90,116,125],"this":[34],"study.":[35],"The":[36,100],"first":[37],"to":[39,58,65,70,92,140],"use":[40,66],"a":[41,50,67,75],"nonlinear":[42],"autoregressive":[43],"with":[44,53,130],"exogenous":[45],"inputs":[46,57],"(NARXN)":[48],"as":[49,56],"single":[51],"model":[52,78,142],"rainfall":[54],"data":[55],"forecast":[59],"while":[61],"the":[62,72,97,104],"second":[63,105],"feedforward":[68],"update":[71],"outputs":[73],"global":[76],"conceptual":[77],"(GR4J).":[79],"Trial":[80],"and":[81,121],"error":[82,115,135],"procedure":[83],"has":[84],"been":[85],"used":[86],"both":[88],"ANNs":[89],"order":[91],"search":[93],"combinations":[94],"that":[95,103],"give":[96],"best":[98],"accuracy.":[99],"results":[101],"show":[102],"approach":[106],"performs":[107],"better":[108],"daily":[111],"flow":[112],"(mean":[113],"square":[114],"test":[117],"period":[118],"=":[119],"0.19)":[120],"more":[123],"efficient":[124],"terms":[126],"resources":[129],"annual":[132],"mean":[133],"supply":[134],"0.56":[137],"Hm3":[138],"compared":[139],"NARXN":[141],"(5.29":[143],"Hm3).":[144]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2016-10-07T00:00:00"}