{"id":"https://openalex.org/W2003699258","doi":"https://doi.org/10.1109/tevc.2013.2286404","title":"Parameter Optimization Algorithms for Evolving Rule Models Applied to Freshwater Ecosystems","display_name":"Parameter Optimization Algorithms for Evolving Rule Models Applied to Freshwater Ecosystems","publication_year":2013,"publication_date":"2013-10-18","ids":{"openalex":"https://openalex.org/W2003699258","doi":"https://doi.org/10.1109/tevc.2013.2286404","mag":"2003699258"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2013.2286404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2013.2286404","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","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/A5100920722","display_name":"Hongqing Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hongqing Cao","raw_affiliation_strings":["School of Earth and Environmental Sciences, University of Adelaide, Adelaide, Australia","School of Earth and Environmental Sciences, University of Adelaide , Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth and Environmental Sciences, University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"School of Earth and Environmental Sciences, University of Adelaide , Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046163675","display_name":"Friedrich Recknagel","orcid":"https://orcid.org/0000-0002-1028-9413"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Friedrich Recknagel","raw_affiliation_strings":["School of Earth and Environmental Sciences, University of Adelaide, Adelaide, Australia","School of Earth and Environmental Sciences, University of Adelaide , Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth and Environmental Sciences, University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"School of Earth and Environmental Sciences, University of Adelaide , Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089569232","display_name":"Philip T. Orr","orcid":"https://orcid.org/0000-0003-1620-2531"},"institutions":[{"id":"https://openalex.org/I1339905270","display_name":"Seqwater","ror":"https://ror.org/01vz3ga16","country_code":"AU","type":"government","lineage":["https://openalex.org/I1339905270","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Philip T. Orr","raw_affiliation_strings":["Seqwater, City East Qld, Australia",", Seqwater, City East Qld, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seqwater, City East Qld, Australia","institution_ids":["https://openalex.org/I1339905270"]},{"raw_affiliation_string":", Seqwater, City East Qld, Australia","institution_ids":["https://openalex.org/I1339905270"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8162,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.83669184,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"18","issue":"6","first_page":"793","last_page":"806"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9876000285148621,"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":0.9876000285148621,"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/T10302","display_name":"Fish Ecology and Management Studies","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"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/T10236","display_name":"Aquatic Ecosystems and Phytoplankton Dynamics","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"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/algorithm","display_name":"Algorithm","score":0.5946080684661865},{"id":"https://openalex.org/keywords/cylindrospermopsis-raciborskii","display_name":"Cylindrospermopsis raciborskii","score":0.584905743598938},{"id":"https://openalex.org/keywords/hill-climbing","display_name":"Hill climbing","score":0.5748782157897949},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5535038709640503},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5066593289375305},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.502133846282959},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5017600059509277},{"id":"https://openalex.org/keywords/cma-es","display_name":"CMA-ES","score":0.5002717971801758},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.49347007274627686},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.43507930636405945},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.43186473846435547},{"id":"https://openalex.org/keywords/estimation-of-distribution-algorithm","display_name":"Estimation of distribution algorithm","score":0.4110921621322632},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.40005746483802795},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34067580103874207},{"id":"https://openalex.org/keywords/evolution-strategy","display_name":"Evolution strategy","score":0.32693320512771606},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31089603900909424},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.25590384006500244},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11516767740249634}],"concepts":[{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5946080684661865},{"id":"https://openalex.org/C2777559882","wikidata":"https://www.wikidata.org/wiki/Q5199329","display_name":"Cylindrospermopsis raciborskii","level":4,"score":0.584905743598938},{"id":"https://openalex.org/C135450995","wikidata":"https://www.wikidata.org/wiki/Q820272","display_name":"Hill climbing","level":2,"score":0.5748782157897949},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5535038709640503},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5066593289375305},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.502133846282959},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5017600059509277},{"id":"https://openalex.org/C205555498","wikidata":"https://www.wikidata.org/wiki/Q505588","display_name":"CMA-ES","level":4,"score":0.5002717971801758},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.49347007274627686},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.43507930636405945},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.43186473846435547},{"id":"https://openalex.org/C162500139","wikidata":"https://www.wikidata.org/wiki/Q2835887","display_name":"Estimation of distribution algorithm","level":2,"score":0.4110921621322632},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.40005746483802795},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34067580103874207},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.32693320512771606},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31089603900909424},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.25590384006500244},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11516767740249634},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C2780892065","wikidata":"https://www.wikidata.org/wiki/Q184755","display_name":"Phytoplankton","level":3,"score":0.0},{"id":"https://openalex.org/C142796444","wikidata":"https://www.wikidata.org/wiki/Q181394","display_name":"Nutrient","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tevc.2013.2286404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2013.2286404","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},{"id":"pmh:oai:digital.library.adelaide.edu.au:2440/108713","is_oa":false,"landing_page_url":"http://hdl.handle.net/2440/108713","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://dx.doi.org/10.1109/tevc.2013.2286404","raw_type":"Journal article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.47999998927116394,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W102487131","https://openalex.org/W1509028783","https://openalex.org/W1510730483","https://openalex.org/W1511535396","https://openalex.org/W1517016597","https://openalex.org/W1523293200","https://openalex.org/W1548369215","https://openalex.org/W1554487381","https://openalex.org/W1576818901","https://openalex.org/W1595159159","https://openalex.org/W1639032689","https://openalex.org/W1692958259","https://openalex.org/W1708394971","https://openalex.org/W1963698690","https://openalex.org/W1972956867","https://openalex.org/W1985659643","https://openalex.org/W1986243133","https://openalex.org/W1999340428","https://openalex.org/W2002392995","https://openalex.org/W2006927608","https://openalex.org/W2008152243","https://openalex.org/W2009435671","https://openalex.org/W2012458904","https://openalex.org/W2019926800","https://openalex.org/W2037679881","https://openalex.org/W2040049280","https://openalex.org/W2040460338","https://openalex.org/W2046261509","https://openalex.org/W2066907670","https://openalex.org/W2067565268","https://openalex.org/W2069343352","https://openalex.org/W2075690506","https://openalex.org/W2077950261","https://openalex.org/W2081335822","https://openalex.org/W2083440753","https://openalex.org/W2086694237","https://openalex.org/W2089713271","https://openalex.org/W2097571405","https://openalex.org/W2097879961","https://openalex.org/W2098204814","https://openalex.org/W2105217850","https://openalex.org/W2113722939","https://openalex.org/W2125372574","https://openalex.org/W2127130980","https://openalex.org/W2129794603","https://openalex.org/W2138537392","https://openalex.org/W2149086872","https://openalex.org/W2167897205","https://openalex.org/W2170980531","https://openalex.org/W2478784749","https://openalex.org/W2496050832","https://openalex.org/W3023540311","https://openalex.org/W3103809389","https://openalex.org/W3140895391","https://openalex.org/W4245407374","https://openalex.org/W4298872162","https://openalex.org/W4322738676","https://openalex.org/W6631217308","https://openalex.org/W6903001371"],"related_works":["https://openalex.org/W1579744901","https://openalex.org/W1492325323","https://openalex.org/W2019995933","https://openalex.org/W2510724351","https://openalex.org/W3087341323","https://openalex.org/W2465356436","https://openalex.org/W2552260697","https://openalex.org/W2078076985","https://openalex.org/W2592891920","https://openalex.org/W2734610626"],"abstract_inverted_index":{"Predictive":[0],"rule":[1,64,146],"models":[2,65,147],"for":[3,59,165],"early":[4],"warning":[5],"of":[6,52,63,96,109,193],"cyanobacterial":[7],"blooms":[8],"in":[9,40,127],"freshwater":[10],"ecosystems":[11],"were":[12],"developed":[13],"using":[14,30,43],"a":[15],"hybrid":[16,68],"evolutionary":[17],"algorithm":[18,80,98],"(HEA).":[19],"The":[20,100,136],"HEA":[21,151],"has":[22],"been":[23],"designed":[24],"to":[25,34,134,153],"evolve":[26],"IF-THEN-ELSE":[27],"model":[28,42],"structures":[29],"genetic":[31,79],"programming":[32],"and":[33,93,112,157,184,190],"optimize":[35],"the":[36,41,50,53,113,145,150,191],"stochastical":[37],"constants":[38],"contained":[39],"population-based":[44,57],"algorithms.":[45],"This":[46],"paper":[47],"intensively":[48],"investigates":[49],"performances":[51],"following":[54],"six":[55],"alternative":[56],"algorithms":[58],"parameter":[60],"optimization":[61],"(PO)":[62],"within":[66],"this":[67],"methodology:":[69],"1)":[70],"hill":[71],"climbing":[72],"(HC);":[73],"2)":[74],"simulated":[75],"annealing":[76],"(SA);":[77],"3)":[78],"(GA);":[81],"4)":[82],"differential":[83],"evolution":[84,90],"(DE);":[85],"5)":[86],"covariance":[87],"matrix":[88],"adaptation":[89],"strategy":[91],"(CMA-ES);":[92],"6)":[94],"estimation":[95],"distribution":[97],"(EDA).":[99],"comparative":[101],"study":[102],"was":[103],"carried":[104],"out":[105],"by":[106,149,181],"predictive":[107,156],"modeling":[108],"chlorophyll-a":[110],"concentrations":[111,120],"potentially":[114],"toxic":[115],"cyanobacterium":[116],"Cylindrospermopsis":[117],"raciborskii":[118],"cell":[119],"based":[121],"on":[122],"water":[123,168],"quality":[124,169],"time-series":[125],"data":[126,198],"Lake":[128],"Wivenhoe,":[129],"Queensland,":[130],"Australia,":[131],"from":[132],"1998":[133],"2009.":[135],"experimental":[137],"results":[138],"demonstrate":[139],"that":[140],"with":[141,196],"these":[142],"PO":[143,174],"methods,":[144],"discovered":[148],"proved":[152],"be":[154],"both":[155],"explanatory":[158],"whose":[159],"IF":[160],"condition":[161],"indicates":[162],"threshold":[163],"values":[164],"some":[166],"crucial":[167],"parameters.":[170],"When":[171],"comparing":[172],"different":[173,197],"algorithms,":[175],"HC":[176],"always":[177],"performed":[178,188],"best":[179],"followed":[180],"DE,":[182],"GA,":[183],"EDA,":[185],"while":[186],"CMA-ES":[187],"worst":[189],"performance":[192],"SA":[194],"varied":[195],"sets.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}