{"id":"https://openalex.org/W2177439500","doi":"https://doi.org/10.1109/pacrim.2015.7334874","title":"A comparison of conventional and meta-model based global optimization methods","display_name":"A comparison of conventional and meta-model based global optimization methods","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2177439500","doi":"https://doi.org/10.1109/pacrim.2015.7334874","mag":"2177439500"},"language":"en","primary_location":{"id":"doi:10.1109/pacrim.2015.7334874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pacrim.2015.7334874","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM)","raw_type":"proceedings-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/A5085008700","display_name":"Abdulbaset Saad","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdulbaset Saad","raw_affiliation_strings":["Department of Mechanical Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067341571","display_name":"Hannan Lohrasbipeydeh","orcid":"https://orcid.org/0000-0002-5865-0431"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hannan Lohrasbipeydeh","raw_affiliation_strings":["University of Victoria, Victoria, BC, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Victoria, Victoria, BC, CA","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047676992","display_name":"Zuomin Dong","orcid":"https://orcid.org/0000-0001-7149-8422"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zuomin Dong","raw_affiliation_strings":["Department of Mechanical Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010445045","display_name":"George Tzanetakis","orcid":"https://orcid.org/0000-0002-6844-7912"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"George Tzanetakis","raw_affiliation_strings":["Department of Computer Science, University of Victoria, Victoria, BC, Canada","Department of Electrical and Computer Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Victoria, Victoria, BC, Canada","institution_ids":["https://openalex.org/I212119943"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035133764","display_name":"T. Aaron Gulliver","orcid":"https://orcid.org/0000-0001-9919-0323"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"T. Aaron Gulliver","raw_affiliation_strings":["Department of Electrical and Computer Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.10742992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"422","last_page":"427"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10963","display_name":"Advanced Optimization Algorithms Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2612","display_name":"Numerical Analysis"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10963","display_name":"Advanced Optimization Algorithms Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2612","display_name":"Numerical Analysis"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9986000061035156,"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":0.9973999857902527,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7605910301208496},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.600753664970398},{"id":"https://openalex.org/keywords/global-optimization","display_name":"Global optimization","score":0.5748756527900696},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5616773962974548},{"id":"https://openalex.org/keywords/limit","display_name":"Limit (mathematics)","score":0.5407192707061768},{"id":"https://openalex.org/keywords/metamodeling","display_name":"Metamodeling","score":0.4975941479206085},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4858843684196472},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4705049395561218},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.46546104550361633},{"id":"https://openalex.org/keywords/convex-optimization","display_name":"Convex optimization","score":0.41628512740135193},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.3962867259979248},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38436251878738403},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2616329491138458}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7605910301208496},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.600753664970398},{"id":"https://openalex.org/C164752517","wikidata":"https://www.wikidata.org/wiki/Q5570875","display_name":"Global optimization","level":2,"score":0.5748756527900696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5616773962974548},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.5407192707061768},{"id":"https://openalex.org/C86610423","wikidata":"https://www.wikidata.org/wiki/Q1925081","display_name":"Metamodeling","level":2,"score":0.4975941479206085},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4858843684196472},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4705049395561218},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.46546104550361633},{"id":"https://openalex.org/C157972887","wikidata":"https://www.wikidata.org/wiki/Q463359","display_name":"Convex optimization","level":3,"score":0.41628512740135193},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.3962867259979248},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38436251878738403},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2616329491138458},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pacrim.2015.7334874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pacrim.2015.7334874","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W291003596","https://openalex.org/W1497256448","https://openalex.org/W1573534773","https://openalex.org/W1578052213","https://openalex.org/W1604293137","https://openalex.org/W1977877194","https://openalex.org/W1979881015","https://openalex.org/W1993885071","https://openalex.org/W2014288437","https://openalex.org/W2024060531","https://openalex.org/W2034562492","https://openalex.org/W2064075929","https://openalex.org/W2095769364","https://openalex.org/W2113741278","https://openalex.org/W2143560894","https://openalex.org/W2144931885","https://openalex.org/W2161934507","https://openalex.org/W2165269925","https://openalex.org/W2286250368","https://openalex.org/W2610837804","https://openalex.org/W2791467530","https://openalex.org/W2963103847","https://openalex.org/W4254797483","https://openalex.org/W6636172042"],"related_works":["https://openalex.org/W3153752017","https://openalex.org/W2571293944","https://openalex.org/W2377941745","https://openalex.org/W2564248808","https://openalex.org/W2756132392","https://openalex.org/W3035814349","https://openalex.org/W2084892497","https://openalex.org/W2518949622","https://openalex.org/W4285101096","https://openalex.org/W4320477335"],"abstract_inverted_index":{"Motivated":[0],"by":[1],"the":[2,16,46,70,101],"growing":[3],"number":[4,89],"of":[5,18,29,45,90,110],"applications":[6],"in":[7,15],"engineering,":[8],"physics,":[9],"science":[10],"and":[11,37,116,123],"other":[12],"fields,":[13],"interest":[14],"development":[17],"global":[19,30],"optimization":[20,31],"algorithms":[21,42,56,82,104],"is":[22,66],"increasing.":[23],"In":[24,100],"this":[25],"paper,":[26,102],"two":[27],"categories":[28],"methods":[32],"are":[33,105],"considered,":[34],"namely":[35],"conventional":[36],"meta-model":[38,54,94],"based":[39,55,95],"algorithms.":[40],"Conventional":[41],"require":[43],"values":[44],"objective":[47],"function":[48,91],"to":[49,80],"obtain":[50],"a":[51,67,78,87,108],"solution,":[52],"while":[53],"can":[57],"be":[58,98],"used":[59],"with":[60],"incomplete":[61],"information":[62],"or":[63,73],"when":[64],"there":[65],"limit":[68],"on":[69],"available":[71],"time":[72],"cost.":[74],"Complex":[75],"functions":[76],"pose":[77],"challenge":[79],"gradient-free":[81],"as":[83,119,121],"they":[84],"may":[85,97],"need":[86],"significant":[88],"evaluations,":[92],"thus":[93],"techniques":[96],"preferred.":[99],"these":[103],"compared":[106],"using":[107],"set":[109],"benchmark":[111],"problems":[112],"which":[113],"include":[114],"convex":[115],"non-convex":[117],"problems,":[118],"well":[120],"smooth":[122],"non-smooth":[124],"problems.":[125]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
