{"id":"https://openalex.org/W2968989365","doi":"https://doi.org/10.1109/cec.2019.8790242","title":"The Parameter Configuration Landscape: A Case Study on Particle Swarm Optimization","display_name":"The Parameter Configuration Landscape: A Case Study on Particle Swarm Optimization","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2968989365","doi":"https://doi.org/10.1109/cec.2019.8790242","mag":"2968989365"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2019.8790242","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2019.8790242","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/1959.4/unsworks_76109","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068835487","display_name":"Kyle Robert Harrison","orcid":"https://orcid.org/0000-0002-1443-3005"},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Kyle Robert Harrison","raw_affiliation_strings":["Department of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada","institution_ids":["https://openalex.org/I39470171"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005525160","display_name":"Beatrice Ombuki-Berman","orcid":"https://orcid.org/0000-0002-7296-9510"},"institutions":[{"id":"https://openalex.org/I186803428","display_name":"Brock University","ror":"https://ror.org/056am2717","country_code":"CA","type":"education","lineage":["https://openalex.org/I186803428"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Beatrice M. Ombuki-Berman","raw_affiliation_strings":["Department of Computer Science, Brock University, St. Catharines, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brock University, St. Catharines, Canada","institution_ids":["https://openalex.org/I186803428"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039197997","display_name":"Andries P. Engelbrecht","orcid":"https://orcid.org/0000-0002-0242-3539"},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Andries P. Engelbrecht","raw_affiliation_strings":["Department of Industrial Engineering and Department of Computer Science, Stellenbosch University, Stellenbosch, South Africa"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Department of Computer Science, Stellenbosch University, Stellenbosch, South Africa","institution_ids":["https://openalex.org/I26092322"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5068835487"],"corresponding_institution_ids":["https://openalex.org/I39470171"],"apc_list":null,"apc_paid":null,"fwci":0.9801,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8224584,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":1.0,"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"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9993000030517578,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7866768836975098},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7609299421310425},{"id":"https://openalex.org/keywords/fitness-landscape","display_name":"Fitness landscape","score":0.7179574966430664},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.7076572775840759},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5834791660308838},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5734561085700989},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5668485760688782},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.46388229727745056},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.45497772097587585},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4206588864326477},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25434887409210205},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.09990936517715454}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7866768836975098},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7609299421310425},{"id":"https://openalex.org/C91852762","wikidata":"https://www.wikidata.org/wiki/Q3307742","display_name":"Fitness landscape","level":3,"score":0.7179574966430664},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.7076572775840759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5834791660308838},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5734561085700989},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5668485760688782},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.46388229727745056},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.45497772097587585},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4206588864326477},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25434887409210205},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.09990936517715454},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec.2019.8790242","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2019.8790242","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/unsworks_76109","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/unsworks_76109","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 IEEE Congress on Evolutionary Computation (CEC), NEW ZEALAND, Wellington, 2019-06-10 - 2019-06-13","raw_type":"http://purl.org/coar/resource_type/c_5794"}],"best_oa_location":{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/unsworks_76109","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/unsworks_76109","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 IEEE Congress on Evolutionary Computation (CEC), NEW ZEALAND, Wellington, 2019-06-10 - 2019-06-13","raw_type":"http://purl.org/coar/resource_type/c_5794"},"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W246566237","https://openalex.org/W1499307573","https://openalex.org/W1535529451","https://openalex.org/W1592244475","https://openalex.org/W1933385826","https://openalex.org/W1972278817","https://openalex.org/W2018419823","https://openalex.org/W2018465333","https://openalex.org/W2027547846","https://openalex.org/W2044400415","https://openalex.org/W2122599395","https://openalex.org/W2137702546","https://openalex.org/W2152195021","https://openalex.org/W2162012556","https://openalex.org/W2165299997","https://openalex.org/W2219036994","https://openalex.org/W2543580944","https://openalex.org/W2548265241","https://openalex.org/W2558903854","https://openalex.org/W2724857582","https://openalex.org/W2782645119","https://openalex.org/W2888079457","https://openalex.org/W2889204138","https://openalex.org/W2950680102","https://openalex.org/W4207063358","https://openalex.org/W6609453910","https://openalex.org/W6632016383","https://openalex.org/W6640368482","https://openalex.org/W6754231691"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2116074880","https://openalex.org/W2950423922","https://openalex.org/W2161494499","https://openalex.org/W2121780490","https://openalex.org/W2137136732","https://openalex.org/W2132113279","https://openalex.org/W2113224065"],"abstract_inverted_index":{"It":[0],"is":[1,9,24,28,136,168,181],"well":[2],"known":[3],"that":[4,27,44,159,183],"tuning":[5,33,39,91,122],"a":[6,10,19,48,96],"meta-heuristic":[7],"optimizer":[8,127],"challenging,":[11],"yet":[12,85,171],"rewarding":[13],"process.":[14],"Despite":[15],"the":[16,31,65,75,89,107,117,120,140,160,165,184,187,196,199],"benefits":[17],"of":[18,67,77,111,119,164,186,198],"properly":[20],"tuned":[21],"optimizer,":[22],"there":[23],"very":[25],"little":[26],"understood":[29],"about":[30],"actual":[32],"process":[34],"-":[35],"many":[36],"automated":[37],"parameter":[38,45,90,108,121,161,189],"methods":[40],"use":[41],"an":[42,78,112,125,129,174],"assumption":[43,57],"configurations":[46],"near":[47],"promising":[49],"configuration":[50,109,162,190],"will":[51],"also":[52],"be":[53],"promising.":[54],"However,":[55],"this":[56],"has":[58],"not":[59,84,172,193],"been":[60,86],"verified,":[61],"in":[62,150],"general.":[63],"While":[64],"field":[66],"fitness":[68,103],"landscape":[69,104,110,163,176,191],"analysis":[70,105],"can":[71],"provide":[72],"insight":[73],"into":[74],"difficulty":[76],"optimization":[79,131,143],"problem,":[80],"these":[81],"techniques":[82,101],"have":[83],"applied":[87],"to":[88,98,106,177],"problem.":[92,132],"This":[93,115],"paper":[94],"proposes":[95],"methodology":[97,135],"apply":[99],"standard":[100],"from":[102],"arbitrary":[113,126,130],"optimizer.":[114],"allows":[116],"characterization":[118],"problem":[123],"for":[124,139],"on":[128,146],"The":[133,156],"proposed":[134],"then":[137],"investigated":[138],"particle":[141],"swarm":[142],"(PSO)":[144],"algorithm":[145,167],"20":[147],"benchmark":[148,201],"problems":[149],"both":[151],"10":[152],"and":[153],"30":[154],"dimensions.":[155],"results":[157],"indicate":[158],"PSO":[166,188],"globally":[169],"unimodal,":[170],"necessarily":[173],"easy":[175],"search.":[178],"Furthermore,":[179],"it":[180],"found":[182],"characteristics":[185,197],"do":[192],"correlate":[194],"with":[195],"target":[200],"problems.":[202]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}