{"id":"https://openalex.org/W2908959496","doi":"https://doi.org/10.3390/a12010017","title":"Shadowed Type-2 Fuzzy Systems for Dynamic Parameter Adaptation in Harmony Search and Differential Evolution Algorithms","display_name":"Shadowed Type-2 Fuzzy Systems for Dynamic Parameter Adaptation in Harmony Search and Differential Evolution Algorithms","publication_year":2019,"publication_date":"2019-01-09","ids":{"openalex":"https://openalex.org/W2908959496","doi":"https://doi.org/10.3390/a12010017","mag":"2908959496"},"language":"en","primary_location":{"id":"doi:10.3390/a12010017","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a12010017","pdf_url":"https://www.mdpi.com/1999-4893/12/1/17/pdf?version=1547028675","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/12/1/17/pdf?version=1547028675","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048223855","display_name":"Oscar Castillo","orcid":"https://orcid.org/0000-0002-7385-5689"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Oscar Castillo","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090320352","display_name":"Patricia Mel\u00edn","orcid":"https://orcid.org/0000-0001-5798-1426"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Patricia Melin","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076628907","display_name":"Fevrier Valdez","orcid":"https://orcid.org/0000-0002-0159-0407"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Fevrier Valdez","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101693248","display_name":"Jos\u00e9 Soria","orcid":"https://orcid.org/0000-0002-0933-6163"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jose Soria","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073787661","display_name":"Emanuel Ontiveros-Robles","orcid":"https://orcid.org/0000-0002-6784-6305"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Emanuel Ontiveros-Robles","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018820179","display_name":"Cinthia Peraza","orcid":"https://orcid.org/0000-0002-6177-6094"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Cinthia Peraza","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059411618","display_name":"Patricia Ochoa","orcid":"https://orcid.org/0000-0001-9720-6432"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Patricia Ochoa","raw_affiliation_strings":["Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico"],"affiliations":[{"raw_affiliation_string":"Tijuana Institute of Technology, Calzada Tecnologico s/n, Fracc. Tomas Aquino, Tijuana 22379, Mexico","institution_ids":["https://openalex.org/I4210118730"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5048223855"],"corresponding_institution_ids":["https://openalex.org/I4210118730"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":4.3406,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.95424606,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"12","issue":"1","first_page":"17","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9998999834060669,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9998999834060669,"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":0.9952999949455261,"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/T11081","display_name":"Advanced Control Systems Design","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6209136843681335},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.6195114850997925},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.610149085521698},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5871848464012146},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.5853946805000305},{"id":"https://openalex.org/keywords/harmony-search","display_name":"Harmony search","score":0.5775349140167236},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5584638714790344},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.5191761255264282},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.48596394062042236},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.47239941358566284},{"id":"https://openalex.org/keywords/defuzzification","display_name":"Defuzzification","score":0.44746312499046326},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.40411698818206787},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36527159810066223},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32334524393081665},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.30108481645584106},{"id":"https://openalex.org/keywords/fuzzy-number","display_name":"Fuzzy number","score":0.28389424085617065}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6209136843681335},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.6195114850997925},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.610149085521698},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5871848464012146},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.5853946805000305},{"id":"https://openalex.org/C33099171","wikidata":"https://www.wikidata.org/wiki/Q26208718","display_name":"Harmony search","level":2,"score":0.5775349140167236},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5584638714790344},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.5191761255264282},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.48596394062042236},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.47239941358566284},{"id":"https://openalex.org/C170260401","wikidata":"https://www.wikidata.org/wiki/Q5251735","display_name":"Defuzzification","level":5,"score":0.44746312499046326},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.40411698818206787},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36527159810066223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32334524393081665},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30108481645584106},{"id":"https://openalex.org/C1883856","wikidata":"https://www.wikidata.org/wiki/Q3407463","display_name":"Fuzzy number","level":4,"score":0.28389424085617065},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/a12010017","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a12010017","pdf_url":"https://www.mdpi.com/1999-4893/12/1/17/pdf?version=1547028675","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:mdpi.com:/1999-4893/12/1/17/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/a12010017","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a12010017","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a12010017","pdf_url":"https://www.mdpi.com/1999-4893/12/1/17/pdf?version=1547028675","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G463501963","display_name":null,"funder_award_id":"122","funder_id":"https://openalex.org/F4320321739","funder_display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda"}],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2908959496.pdf","grobid_xml":"https://content.openalex.org/works/W2908959496.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W42994425","https://openalex.org/W1048471637","https://openalex.org/W1508684207","https://openalex.org/W1562652411","https://openalex.org/W1708252035","https://openalex.org/W1979199064","https://openalex.org/W1985334587","https://openalex.org/W1993885071","https://openalex.org/W1998762983","https://openalex.org/W2037390282","https://openalex.org/W2039908175","https://openalex.org/W2055064593","https://openalex.org/W2063928388","https://openalex.org/W2076274697","https://openalex.org/W2080937097","https://openalex.org/W2102032963","https://openalex.org/W2114832876","https://openalex.org/W2124531803","https://openalex.org/W2127616106","https://openalex.org/W2141178894","https://openalex.org/W2151614844","https://openalex.org/W2152028815","https://openalex.org/W2154484353","https://openalex.org/W2161771180","https://openalex.org/W2275815196","https://openalex.org/W2304722771","https://openalex.org/W2308507486","https://openalex.org/W2342275029","https://openalex.org/W2399138094","https://openalex.org/W2510664958","https://openalex.org/W2564765197","https://openalex.org/W2613291186","https://openalex.org/W2738796386","https://openalex.org/W2753042013","https://openalex.org/W2760522080","https://openalex.org/W2782670912","https://openalex.org/W2783655386","https://openalex.org/W2790101434","https://openalex.org/W2890342605","https://openalex.org/W2906939309","https://openalex.org/W2912565176","https://openalex.org/W3011102928","https://openalex.org/W3015222189","https://openalex.org/W4211007335","https://openalex.org/W4230060986","https://openalex.org/W4234269689","https://openalex.org/W6659828148","https://openalex.org/W6737505062","https://openalex.org/W6743614327","https://openalex.org/W6757694785"],"related_works":["https://openalex.org/W1496413023","https://openalex.org/W4307526247","https://openalex.org/W4200518988","https://openalex.org/W2103576719","https://openalex.org/W2079579310","https://openalex.org/W2947560935","https://openalex.org/W2064731037","https://openalex.org/W1972566927","https://openalex.org/W1967142828","https://openalex.org/W2076297169"],"abstract_inverted_index":{"Nowadays,":[0],"dynamic":[1,26,58,84,149,224],"parameter":[2,85,150,225],"adaptation":[3,27,59,86,151,226],"has":[4,103],"been":[5,104],"shown":[6,105],"to":[7,23,106,112,135],"provide":[8,55,107],"a":[9,204,213],"significant":[10],"improvement":[11,82,126],"in":[12,62,87,91,119,148,152,207,236,241],"several":[13],"metaheuristic":[14,88],"optimization":[15,158],"methods,":[16,89],"and":[17,52,155,174,191,222,231,240],"one":[18],"of":[19,31,60,70,76,95,166,180,200,215],"the":[20,29,67,74,93,124,131,137,178,197,216,223,232],"main":[21,36,185],"ways":[22],"realize":[24],"this":[25,39,53,208],"is":[28,40,163,175,195],"implementation":[30],"Fuzzy":[32,42,72,98,114,140,169,182],"Inference":[33,43,99,115,141,170],"Systems.":[34],"The":[35,160,184,210],"reason":[37,186],"for":[38,83,145,187],"because":[41,196],"Systems":[44,100,116,171],"can":[45,54],"be":[46],"designed":[47],"based":[48,176,227],"on":[49,123,177,228],"human":[50],"knowledge,":[51],"an":[56,80,164],"intelligent":[57],"parameters":[61,221],"metaheuristics.":[63],"In":[64],"addition,":[65],"with":[66,110,219],"coming":[68],"forth":[69],"Type-2":[71,97,139,168],"Logic,":[73],"capability":[75],"uncertainty":[77],"handling":[78],"offers":[79],"attractive":[81],"and,":[90],"fact,":[92],"use":[94],"Interval":[96],"(IT2":[101],"FIS)":[102,118,144],"better":[108],"results":[109],"respect":[111],"Type-1":[113],"(T1":[117],"recent":[120],"works.":[121],"Based":[122],"performance":[125],"exhibited":[127],"by":[128],"IT2":[129],"FIS,":[130,230],"present":[132],"paper":[133,211],"aims":[134],"implement":[136],"Shadowed":[138,181],"System":[142],"(ST2":[143],"further":[146],"improvements":[147],"Harmony":[153],"Search":[154],"Differential":[156],"Evolution":[157],"methods.":[159],"ST2":[161,189,229],"FIS":[162,190,194,202],"approximation":[165],"General":[167],"(GT2":[172],"FIS),":[173],"principles":[179],"Sets.":[183],"using":[188],"not":[192],"GT2":[193,201],"computational":[198],"cost":[199],"represents":[203],"time":[205],"limitation":[206],"application.":[209],"presents":[212],"comparison":[214],"conventional":[217],"methods":[218],"static":[220],"approaches":[233],"are":[234],"compared":[235],"solving":[237],"mathematical":[238],"functions":[239],"controller":[242],"optimization.":[243]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}