{"id":"https://openalex.org/W2543897318","doi":"https://doi.org/10.3233/jcm-160647","title":"Comparative research of optimization algorithms for parameters calibration of watershed hydrological model","display_name":"Comparative research of optimization algorithms for parameters calibration of watershed hydrological model","publication_year":2016,"publication_date":"2016-09-06","ids":{"openalex":"https://openalex.org/W2543897318","doi":"https://doi.org/10.3233/jcm-160647","mag":"2543897318"},"language":"en","primary_location":{"id":"doi:10.3233/jcm-160647","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jcm-160647","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"},"type":"article","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/A5034940004","display_name":"Jiuyuan Huo","orcid":"https://orcid.org/0000-0003-2395-4133"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiuyuan Huo","raw_affiliation_strings":["Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, Gansu, China","Gansu Data Engineering and Technology Research Center for Resources and Environment, Lanzhou, Gansu, China","School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I19820366"]},{"raw_affiliation_string":"Gansu Data Engineering and Technology Research Center for Resources and Environment, Lanzhou, Gansu, China","institution_ids":[]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100681604","display_name":"Liqun Liu","orcid":"https://orcid.org/0000-0002-8103-2308"},"institutions":[{"id":"https://openalex.org/I16295237","display_name":"Gansu Agricultural University","ror":"https://ror.org/05ym42410","country_code":"CN","type":"education","lineage":["https://openalex.org/I16295237"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liqun Liu","raw_affiliation_strings":["College of Information Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I16295237"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077295889","display_name":"Yaonan Zhang","orcid":"https://orcid.org/0000-0001-8905-9006"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaonan Zhang","raw_affiliation_strings":["Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, Gansu, China","Gansu Data Engineering and Technology Research Center for Resources and Environment, Lanzhou, Gansu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I19820366"]},{"raw_affiliation_string":"Gansu Data Engineering and Technology Research Center for Resources and Environment, Lanzhou, Gansu, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034940004"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I3133134087"],"apc_list":null,"apc_paid":null,"fwci":1.1407,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.81487535,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"16","issue":"3","first_page":"653","last_page":"669"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9997000098228455,"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":0.9997000098228455,"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/T10969","display_name":"Water resources management and optimization","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9799000024795532,"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/mathematical-optimization","display_name":"Mathematical optimization","score":0.6407018899917603},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.6284223198890686},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6175385117530823},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.5200223922729492},{"id":"https://openalex.org/keywords/meta-optimization","display_name":"Meta-optimization","score":0.4995715618133545},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.4994378089904785},{"id":"https://openalex.org/keywords/global-optimization","display_name":"Global optimization","score":0.47111228108406067},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.45575398206710815},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44800880551338196},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.44108328223228455},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.41549697518348694},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25680631399154663},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09033069014549255}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6407018899917603},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.6284223198890686},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6175385117530823},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.5200223922729492},{"id":"https://openalex.org/C4935549","wikidata":"https://www.wikidata.org/wiki/Q6822261","display_name":"Meta-optimization","level":3,"score":0.4995715618133545},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.4994378089904785},{"id":"https://openalex.org/C164752517","wikidata":"https://www.wikidata.org/wiki/Q5570875","display_name":"Global optimization","level":2,"score":0.47111228108406067},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.45575398206710815},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44800880551338196},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.44108328223228455},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.41549697518348694},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25680631399154663},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09033069014549255}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jcm-160647","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jcm-160647","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.4300000071525574}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W616974736","https://openalex.org/W1544309315","https://openalex.org/W1595498733","https://openalex.org/W1978909328","https://openalex.org/W2016443842","https://openalex.org/W2024060531","https://openalex.org/W2033904036","https://openalex.org/W2039155799","https://openalex.org/W2040117584","https://openalex.org/W2043411162","https://openalex.org/W2045535682","https://openalex.org/W2055591121","https://openalex.org/W2056760934","https://openalex.org/W2068259330","https://openalex.org/W2072106536","https://openalex.org/W2089678632","https://openalex.org/W2108416032","https://openalex.org/W2112084830","https://openalex.org/W2116992828","https://openalex.org/W2126105956","https://openalex.org/W2126658193","https://openalex.org/W2133837084","https://openalex.org/W2153080342","https://openalex.org/W2153558647","https://openalex.org/W2162944439","https://openalex.org/W2165171393","https://openalex.org/W2294928989","https://openalex.org/W2321214771","https://openalex.org/W2330301812","https://openalex.org/W2345524994","https://openalex.org/W2368720860","https://openalex.org/W2388312464","https://openalex.org/W6632750581","https://openalex.org/W6701834954","https://openalex.org/W6979967324"],"related_works":["https://openalex.org/W2460653416","https://openalex.org/W2026633053","https://openalex.org/W1979425637","https://openalex.org/W2376444000","https://openalex.org/W1494807122","https://openalex.org/W1738396641","https://openalex.org/W2072007498","https://openalex.org/W2018121660","https://openalex.org/W2014837008","https://openalex.org/W2376963458"],"abstract_inverted_index":{"Parameter":[0],"optimization":[1,31,89,112,151,169,220,224,229],"and":[2,67,99,109,153],"calibration":[3],"of":[4,11,32,71,104,128,136,142,210,218,230],"the":[5,12,25,54,68,72,81,87,93,100,110,129,140,143,154,159,163,167,173,180,185,198,203,214,222,227,231,235],"hydrological":[6,17,34,46,50,131],"model":[7,35,132,199,233],"has":[8],"been":[9],"one":[10],"important":[13],"research":[14,217],"fields":[15],"in":[16,121,171,184,234],"forecasting.":[18],"This":[19],"paper":[20],"is":[21,59,213],"written":[22],"to":[23,61,125,178,197],"address":[24],"inherent":[26],"defects":[27],"that":[28,76,166],"traditional":[29],"parameter":[30,146,186],"Xinanjiang":[33,130,232],"with":[36,195,221],"a":[37],"single":[38,160,204],"objective":[39,82,161,205],"entails.":[40],"These":[41,117],"methods":[42],"cannot":[43],"fully":[44],"exploit":[45],"characteristics":[47],"information":[48],"from":[49,149,158],"observation.":[51],"We":[52],"selected":[53],"Nash":[55,73],"Sutcliffe":[56,74],"coefficient,":[57],"which":[58],"known":[60],"be":[62],"biased":[63],"for":[64,133,226],"high":[65],"flows":[66],"logarithmic":[69],"form":[70],"coefficient":[75],"emphasize":[77],"low-flow":[78],"values":[79],"as":[80,92],"functions.":[83],"Then,":[84],"we":[85],"adopted":[86],"multi-objective":[88,150,168,223],"algorithms,":[90,170],"such":[91],"Nondominated":[94],"Sorted":[95],"Genetic":[96],"Algorithm-II":[97],"(NSGAII)":[98],"Third":[101],"Evolution":[102,107],"Step":[103],"Generalized":[105],"Differential":[106],"(GDE3),":[108],"single-objective":[111,219],"algorithm,":[113,162,175],"Simulated":[114],"Annealing":[115],"(SA).":[116],"algorithms":[118,152,225],"were":[119],"applied":[120],"Heihe":[122,236],"River":[123,237],"Basin":[124],"calibrate":[126],"parameters":[127,200,228],"long-term":[134],"prediction":[135],"river":[137],"discharges.":[138],"Through":[139],"evaluation":[141],"Pareto":[144,181],"optimal":[145,155,182],"set":[147],"derived":[148],"solution":[156],"obtained":[157],"results":[164,194],"showed":[165],"particular":[172],"NSGA-II":[174],"perform":[176],"best":[177],"locate":[179],"solutions":[183],"search":[187],"space.":[188],"They":[189],"can":[190],"also":[191],"obtain":[192],"better":[193],"respect":[196],"calibrated":[201],"by":[202],"algorithm.":[206],"The":[207],"major":[208],"contribution":[209],"this":[211],"work":[212],"comparative":[215],"application":[216],"basin.":[238]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-22T06:01:30.510260","created_date":"2025-10-10T00:00:00"}