{"id":"https://openalex.org/W2950634533","doi":"https://doi.org/10.1109/access.2019.2959846","title":"Meta-Model Framework for Surrogate-Based Parameter Estimation in Dynamical Systems","display_name":"Meta-Model Framework for Surrogate-Based Parameter Estimation in Dynamical Systems","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2950634533","doi":"https://doi.org/10.1109/access.2019.2959846","mag":"2950634533"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2959846","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2959846","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08933023.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08933023.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070136559","display_name":"\u017diga Luk\u0161i\u010d","orcid":"https://orcid.org/0000-0001-9701-9418"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Ziga Luksic","raw_affiliation_strings":["Faculty of Mathematics and Physics, University of Ljubljana, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Faculty of Mathematics and Physics, University of Ljubljana, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037342361","display_name":"Jovan Tanevski","orcid":"https://orcid.org/0000-0001-7177-1003"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Jovan Tanevski","raw_affiliation_strings":["Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064609702","display_name":"Sa\u0161o D\u017eeroski","orcid":"https://orcid.org/0000-0003-2363-712X"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Saso Dzeroski","raw_affiliation_strings":["Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056557145","display_name":"Ljup\u010do Todorovski","orcid":"https://orcid.org/0000-0003-0037-9260"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]},{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Ljupco Todorovski","raw_affiliation_strings":["Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","Faculty of Administration, University of Ljubljana, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]},{"raw_affiliation_string":"Faculty of Administration, University of Ljubljana, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5070136559"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.7984,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.74937716,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"7","issue":null,"first_page":"181829","last_page":"181841"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9995999932289124,"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":0.9950000047683716,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9887999892234802,"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/surrogate-model","display_name":"Surrogate model","score":0.8481377363204956},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7095797657966614},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5542165040969849},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5288071632385254},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.5237340927124023},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5050356984138489},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3610956370830536},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3246177136898041},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.28451061248779297},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20094743371009827}],"concepts":[{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.8481377363204956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7095797657966614},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5542165040969849},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5288071632385254},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5237340927124023},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5050356984138489},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3610956370830536},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3246177136898041},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.28451061248779297},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20094743371009827},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2019.2959846","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2959846","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08933023.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1906.09088","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.09088","pdf_url":"https://arxiv.org/pdf/1906.09088","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:55873fe57cb3463a8c42c5293779f024","is_oa":true,"landing_page_url":"https://doaj.org/article/55873fe57cb3463a8c42c5293779f024","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 181829-181841 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2959846","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2959846","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08933023.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G160504491","display_name":null,"funder_award_id":"N2-0128","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"},{"id":"https://openalex.org/G1794515637","display_name":null,"funder_award_id":"P5-0093","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"},{"id":"https://openalex.org/G4800946487","display_name":null,"funder_award_id":"C3330-17-5290121","funder_id":"https://openalex.org/F4320327264","funder_display_name":"Ministrstvo za visoko \u0161olstvo, znanost in tehnologijo"},{"id":"https://openalex.org/G7530123626","display_name":null,"funder_award_id":"P2-0103","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"}],"funders":[{"id":"https://openalex.org/F4320322554","display_name":"Javna Agencija za Raziskovalno Dejavnost RS","ror":"https://ror.org/059bp8k51"},{"id":"https://openalex.org/F4320327264","display_name":"Ministrstvo za visoko \u0161olstvo, znanost in tehnologijo","ror":"https://ror.org/0452h9305"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2950634533.pdf","grobid_xml":"https://content.openalex.org/works/W2950634533.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W643736081","https://openalex.org/W1504391786","https://openalex.org/W1509329028","https://openalex.org/W1510052597","https://openalex.org/W1521386166","https://openalex.org/W1565746575","https://openalex.org/W1595159159","https://openalex.org/W1645305843","https://openalex.org/W1987292430","https://openalex.org/W2003724123","https://openalex.org/W2011018217","https://openalex.org/W2011174137","https://openalex.org/W2067478206","https://openalex.org/W2086988962","https://openalex.org/W2127419446","https://openalex.org/W2141239733","https://openalex.org/W2146315752","https://openalex.org/W2155640378","https://openalex.org/W2169679611","https://openalex.org/W2170484057","https://openalex.org/W2218466518","https://openalex.org/W2255206421","https://openalex.org/W2310612427","https://openalex.org/W2604867865","https://openalex.org/W2754971368","https://openalex.org/W2780562800","https://openalex.org/W2780926888","https://openalex.org/W3105047877","https://openalex.org/W3148421669","https://openalex.org/W4240855764","https://openalex.org/W4249254067","https://openalex.org/W4301014524","https://openalex.org/W6786151234"],"related_works":["https://openalex.org/W2621058457","https://openalex.org/W2912622974","https://openalex.org/W2987087830","https://openalex.org/W2953306542","https://openalex.org/W4386421932","https://openalex.org/W4304185466","https://openalex.org/W2740350000","https://openalex.org/W169386992","https://openalex.org/W2021705664","https://openalex.org/W2338031201"],"abstract_inverted_index":{"The":[0,43,104,128,176],"central":[1],"task":[2,12,16],"in":[3],"modeling":[4],"complex":[5],"dynamical":[6,174],"systems":[7],"is":[8,13,92],"parameter":[9],"estimation.":[10],"This":[11],"an":[14,135,201],"optimization":[15,28,64,102,137],"that":[17,35,53,179],"involves":[18,46],"numerous":[19],"evaluations":[20,57,194],"of":[21,39,58,99,117,161,167,170,173,187,193,195,203],"a":[22,30,48,85,153],"computationally":[23,31],"expensive":[24],"objective":[25,41,60,109,145,197],"function.":[26,42,61],"Surrogate-based":[27],"introduces":[29],"efficient":[32],"predictive":[33],"model":[34,106,113,116,182],"approximates":[36],"the":[37,40,59,76,80,89,96,100,108,111,115,118,144,159,162,180,185,190,196],"value":[38],"standard":[44],"approach":[45],"learning":[47,126],"surrogate":[49,77,112],"from":[50],"training":[51],"examples":[52],"correspond":[54],"to":[55,71,74,95,151,200],"past":[56],"Current":[62],"surrogate-based":[63],"methods":[65],"use":[66,75],"static,":[67],"predefined":[68],"substitution":[69,90,119],"strategies":[70],"decide":[72],"when":[73,79],"and":[78,114,147],"true":[81],"objective.":[82],"We":[83,157],"introduce":[84],"meta-model":[86],"framework":[87,129,163],"where":[88],"strategy":[91],"dynamically":[93],"adapted":[94],"solution":[97],"space":[98],"given":[101,154],"problem.":[103],"meta":[105,181],"encapsulates":[107],"function,":[110],"strategy,":[120],"as":[121,123],"well":[122],"components":[124],"for":[125],"them.":[127],"can":[130],"be":[131],"seamlessly":[132],"coupled":[133],"with":[134],"arbitrary":[136],"algorithm":[138],"without":[139],"any":[140],"modification:":[141],"It":[142],"replaces":[143],"function":[146,198],"autonomously":[148],"decides":[149],"how":[150],"evaluate":[152],"candidate":[155],"solution.":[156],"test":[158],"utility":[160],"on":[164],"three":[165],"tasks":[166],"estimating":[168],"parameters":[169],"real-world":[171],"models":[172],"systems.":[175],"results":[177],"show":[178],"significantly":[183],"improves":[184],"efficiency":[186],"optimization,":[188],"reducing":[189],"total":[191],"number":[192],"up":[199],"average":[202],"77%.":[204]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}