{"id":"https://openalex.org/W3041887751","doi":"https://doi.org/10.2166/wcc.2020.015","title":"Locally tuned hybridized particle swarm optimization for the calibration of the nonlinear Muskingum flood routing model","display_name":"Locally tuned hybridized particle swarm optimization for the calibration of the nonlinear Muskingum flood routing model","publication_year":2020,"publication_date":"2020-07-08","ids":{"openalex":"https://openalex.org/W3041887751","doi":"https://doi.org/10.2166/wcc.2020.015","mag":"3041887751"},"language":"en","primary_location":{"id":"doi:10.2166/wcc.2020.015","doi":"https://doi.org/10.2166/wcc.2020.015","is_oa":true,"landing_page_url":"https://doi.org/10.2166/wcc.2020.015","pdf_url":"https://iwaponline.com/jwcc/article-pdf/11/S1/343/816942/jwc0110343.pdf","source":{"id":"https://openalex.org/S32042501","display_name":"Journal of Water and Climate Change","issn_l":"2040-2244","issn":["2040-2244","2408-9354"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320298","host_organization_name":"IWA Publishing","host_organization_lineage":["https://openalex.org/P4310320298"],"host_organization_lineage_names":["IWA Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Water and Climate Change","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://iwaponline.com/jwcc/article-pdf/11/S1/343/816942/jwc0110343.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008515077","display_name":"Umut Okkan","orcid":"https://orcid.org/0000-0003-1284-3825","observed_orcids":["https://orcid.org/0000-0003-1284-3825"]},"institutions":[{"id":"https://openalex.org/I115600380","display_name":"Bal\u0131kesir University","ror":"https://ror.org/02tv7db43","country_code":"TR","type":"education","lineage":["https://openalex.org/I115600380"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Umut Okkan","raw_affiliation_strings":["Department of Civil Engineering, Balikesir University, Balikesir, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Balikesir University, Balikesir, Turkey","institution_ids":["https://openalex.org/I115600380"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038227851","display_name":"Umut K\u0131rdemir","orcid":"https://orcid.org/0000-0001-5336-4842","observed_orcids":["https://orcid.org/0000-0001-5336-4842"]},"institutions":[{"id":"https://openalex.org/I115600380","display_name":"Bal\u0131kesir University","ror":"https://ror.org/02tv7db43","country_code":"TR","type":"education","lineage":["https://openalex.org/I115600380"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Umut Kirdemir","raw_affiliation_strings":["Department of Civil Engineering, Balikesir University, Balikesir, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Balikesir University, Balikesir, Turkey","institution_ids":["https://openalex.org/I115600380"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5008515077"],"corresponding_institution_ids":["https://openalex.org/I115600380"],"apc_list":null,"apc_paid":null,"fwci":0.8554,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.69230945,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"11","issue":"S1","first_page":"343","last_page":"358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.6269999742507935,"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"}},"topics":[{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.6269999742507935,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.30570000410079956,"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"}},{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.023099999874830246,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/nonlinear-muskingum-model","display_name":"nonlinear Muskingum model","score":0.9459999799728394},{"id":"https://openalex.org/keywords/flood-routing","display_name":"flood routing","score":0.9649999737739563},{"id":"https://openalex.org/keywords/parameter-estimation","display_name":"parameter estimation","score":0.8700000047683716},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"particle swarm optimization","score":0.9309999942779541},{"id":"https://openalex.org/keywords/levenberg-marquardt-algorithm","display_name":"Levenberg-Marquardt algorithm","score":0.9769999980926514},{"id":"https://openalex.org/keywords/hybrid-metaheuristic-algorithm","display_name":"hybrid metaheuristic","score":0.8840000033378601},{"id":"https://openalex.org/keywords/local-search","display_name":"local search","score":0.9269999861717224},{"id":"https://openalex.org/keywords/model-calibration","display_name":"model calibration","score":0.5690000057220459},{"id":"https://openalex.org/keywords/convergence-stability","display_name":"convergence stability","score":0.3400000035762787}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8251714706420898},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.7877156734466553},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6641526222229004},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5849161744117737},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5430206656455994},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.525507926940918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4948045611381531},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.432081401348114},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.41938552260398865},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3597627580165863},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35697823762893677},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06677672266960144},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2166/wcc.2020.015","doi":"https://doi.org/10.2166/wcc.2020.015","is_oa":true,"landing_page_url":"https://doi.org/10.2166/wcc.2020.015","pdf_url":"https://iwaponline.com/jwcc/article-pdf/11/S1/343/816942/jwc0110343.pdf","source":{"id":"https://openalex.org/S32042501","display_name":"Journal of Water and Climate Change","issn_l":"2040-2244","issn":["2040-2244","2408-9354"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320298","host_organization_name":"IWA Publishing","host_organization_lineage":["https://openalex.org/P4310320298"],"host_organization_lineage_names":["IWA Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Water and Climate Change","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2166/wcc.2020.015","doi":"https://doi.org/10.2166/wcc.2020.015","is_oa":true,"landing_page_url":"https://doi.org/10.2166/wcc.2020.015","pdf_url":"https://iwaponline.com/jwcc/article-pdf/11/S1/343/816942/jwc0110343.pdf","source":{"id":"https://openalex.org/S32042501","display_name":"Journal of Water and Climate Change","issn_l":"2040-2244","issn":["2040-2244","2408-9354"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320298","host_organization_name":"IWA Publishing","host_organization_lineage":["https://openalex.org/P4310320298"],"host_organization_lineage_names":["IWA Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Water and Climate Change","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.53329998254776,"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G824747723","display_name":null,"funder_award_id":"BAP2017/134","funder_id":"https://openalex.org/F4320322677","funder_display_name":"Balikesir \u00dcniversitesi"}],"funders":[{"id":"https://openalex.org/F4320322677","display_name":"Balikesir \u00dcniversitesi","ror":"https://ror.org/02tv7db43"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3041887751.pdf","grobid_xml":"https://content.openalex.org/works/W3041887751.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W138770399","https://openalex.org/W1516277321","https://openalex.org/W1528808825","https://openalex.org/W1558736074","https://openalex.org/W1577668191","https://openalex.org/W1606402766","https://openalex.org/W1965152048","https://openalex.org/W1974118835","https://openalex.org/W1977829308","https://openalex.org/W1984130668","https://openalex.org/W1996457410","https://openalex.org/W2011038271","https://openalex.org/W2022317397","https://openalex.org/W2027176979","https://openalex.org/W2033904036","https://openalex.org/W2051680981","https://openalex.org/W2058998445","https://openalex.org/W2061853867","https://openalex.org/W2064002865","https://openalex.org/W2068044830","https://openalex.org/W2072626177","https://openalex.org/W2073626746","https://openalex.org/W2073770266","https://openalex.org/W2075988839","https://openalex.org/W2079266504","https://openalex.org/W2081217725","https://openalex.org/W2082739419","https://openalex.org/W2088609193","https://openalex.org/W2091531711","https://openalex.org/W2096673585","https://openalex.org/W2099839412","https://openalex.org/W2116637689","https://openalex.org/W2119039431","https://openalex.org/W2126005761","https://openalex.org/W2134354022","https://openalex.org/W2152195021","https://openalex.org/W2153204731","https://openalex.org/W2155482699","https://openalex.org/W2172270145","https://openalex.org/W2214872641","https://openalex.org/W2225353478","https://openalex.org/W2248228815","https://openalex.org/W2288070620","https://openalex.org/W2295355965","https://openalex.org/W2295650127","https://openalex.org/W2339400037","https://openalex.org/W2344761434","https://openalex.org/W2792645694","https://openalex.org/W2807613184","https://openalex.org/W2961026469","https://openalex.org/W3022100458","https://openalex.org/W3100933494","https://openalex.org/W3103451854","https://openalex.org/W3197022663","https://openalex.org/W4213199530","https://openalex.org/W4252983076"],"related_works":["https://openalex.org/W2022317397","https://openalex.org/W1965152048","https://openalex.org/W2061853867","https://openalex.org/W2347626670","https://openalex.org/W2295355965","https://openalex.org/W2808282876","https://openalex.org/W4200112963","https://openalex.org/W1986008673","https://openalex.org/W3124073925","https://openalex.org/W2288070620"],"abstract_inverted_index":{"Abstract":[0],"In":[1,85,113],"the":[2,5,9,26,30,40,46,74,90,95,104,116,120,123,133,148,170],"literature":[3],"about":[4],"parameter":[6],"estimation":[7],"of":[8,29,89,93,119,143],"nonlinear":[10],"Muskingum":[11],"(NL-MUSK)":[12],"model,":[13],"benchmark":[14],"hydrographs":[15],"have":[16],"been":[17],"subjected":[18],"to":[19,48,107],"various":[20],"metaheuristics,":[21,94],"and":[22,103,172],"in":[23,52,147],"these":[24],"studies":[25],"minor":[27],"improvements":[28],"algorithms":[31],"on":[32],"objective":[33],"functions":[34],"are":[35],"imposed":[36],"as":[37,140],"\u2018state-of-the-art\u2019.":[38],"With":[39],"metaheuristics":[41,62],"involving":[42],"more":[43],"control":[44],"variables,":[45],"attempt":[47],"search":[49,111],"global":[50,76,138],"results":[51,65],"a":[53,141],"restricted":[54],"solution":[55,77],"space":[56],"is":[57],"not":[58],"actually":[59],"practical.":[60],"Although":[61],"provide":[63],"reasonable":[64],"compared":[66,168],"with":[67,122,160,169],"many":[68],"derivative":[69],"methods,":[70],"they":[71,79],"cannot":[72],"guarantee":[73],"same":[75],"when":[78],"run":[80],"under":[81],"different":[82,152],"initial":[83],"conditions.":[84],"this":[86,114],"study,":[87],"one":[88],"most":[91],"practical":[92],"particle":[96],"swarm":[97],"optimization":[98],"(PSO)":[99],"algorithm,":[100],"was":[101,106,127,130],"chosen,":[102],"aim":[105],"develop":[108],"its":[109,161],"local":[110],"capability.":[112],"context,":[115],"hybrid":[117,134,174],"use":[118],"PSO":[121,171],"Levenberg\u2013Marquardt":[124],"(LM)":[125],"algorithm":[126],"considered.":[128],"It":[129],"detected":[131],"that":[132],"PSO\u2013LM":[135],"gave":[136],"stable":[137,162],"solutions":[139],"result":[142],"each":[144],"random":[145],"experiment":[146],"application":[149],"for":[150],"four":[151],"flood":[153],"data.":[154],"The":[155],"PSO\u2013LM,":[156],"which":[157],"stands":[158],"out":[159],"aspect,":[163],"also":[164],"achieved":[165],"rapid":[166],"convergence":[167],"another":[173],"variant":[175],"called":[176],"mutated":[177],"PSO.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2020-07-16T00:00:00"}
