{"id":"https://openalex.org/W1983028274","doi":"https://doi.org/10.2478/amcs-2013-0004","title":"A multivariable multiobjective predictive controller","display_name":"A multivariable multiobjective predictive controller","publication_year":2013,"publication_date":"2013-03-01","ids":{"openalex":"https://openalex.org/W1983028274","doi":"https://doi.org/10.2478/amcs-2013-0004","mag":"1983028274"},"language":"en","primary_location":{"id":"doi:10.2478/amcs-2013-0004","is_oa":true,"landing_page_url":"https://doi.org/10.2478/amcs-2013-0004","pdf_url":"https://sciendo.com/pdf/10.2478/amcs-2013-0004","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://sciendo.com/pdf/10.2478/amcs-2013-0004","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055175401","display_name":"Faten Ben Aicha","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Faten Ben Aicha","raw_affiliation_strings":["LR-ACCS-ENIT National Engineering School of Tunis, BP 37, Le Belvedere 1002 Tunis, Tunisia","LR-ACCS-ENIT, National Engineering School of Tunis, BP 37, Le Belvedere 1002 Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"LR-ACCS-ENIT National Engineering School of Tunis, BP 37, Le Belvedere 1002 Tunis, Tunisia","institution_ids":["https://openalex.org/I4210131288"]},{"raw_affiliation_string":"LR-ACCS-ENIT, National Engineering School of Tunis, BP 37, Le Belvedere 1002 Tunis, Tunisia","institution_ids":["https://openalex.org/I4210131288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102860772","display_name":"Faouzi Bouani","orcid":"https://orcid.org/0000-0003-2213-8361"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Faouzi Bouani","raw_affiliation_strings":["LR-ACCS-ENIT, National Engineering School of Tunis, BP 37, Le Belvedere 1002 Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"LR-ACCS-ENIT, National Engineering School of Tunis, BP 37, Le Belvedere 1002 Tunis, Tunisia","institution_ids":["https://openalex.org/I4210131288"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074607679","display_name":"Mekki Ksouri","orcid":"https://orcid.org/0000-0002-2910-2671"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mekki Ksouri","raw_affiliation_strings":["R\u00e9seau National Universitaire"],"affiliations":[{"raw_affiliation_string":"R\u00e9seau National Universitaire","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5055175401"],"corresponding_institution_ids":["https://openalex.org/I4210131288"],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":3.5601,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.92324094,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"23","issue":"1","first_page":"35","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9929999709129333,"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/T11053","display_name":"Process Optimization and Integration","score":0.9927999973297119,"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/multivariable-calculus","display_name":"Multivariable calculus","score":0.8741191625595093},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.7662625312805176},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.6531634330749512},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.6405717134475708},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6359137892723083},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.6185984015464783},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.6161699295043945},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5829188823699951},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5617104768753052},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5548673868179321},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5296195149421692},{"id":"https://openalex.org/keywords/settling-time","display_name":"Settling time","score":0.5177720785140991},{"id":"https://openalex.org/keywords/overshoot","display_name":"Overshoot (microwave communication)","score":0.47663602232933044},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.4733200967311859},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4446309506893158},{"id":"https://openalex.org/keywords/supervisor","display_name":"Supervisor","score":0.4371769428253174},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3151838779449463},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.21540796756744385},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20324799418449402},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.15750476717948914},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15230947732925415},{"id":"https://openalex.org/keywords/step-response","display_name":"Step response","score":0.11736014485359192},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.06165480613708496}],"concepts":[{"id":"https://openalex.org/C117312493","wikidata":"https://www.wikidata.org/wiki/Q2035437","display_name":"Multivariable calculus","level":2,"score":0.8741191625595093},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.7662625312805176},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.6531634330749512},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.6405717134475708},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6359137892723083},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.6185984015464783},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.6161699295043945},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5829188823699951},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5617104768753052},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5548673868179321},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5296195149421692},{"id":"https://openalex.org/C14781684","wikidata":"https://www.wikidata.org/wiki/Q3983320","display_name":"Settling time","level":3,"score":0.5177720785140991},{"id":"https://openalex.org/C2780323453","wikidata":"https://www.wikidata.org/wiki/Q7113957","display_name":"Overshoot (microwave communication)","level":2,"score":0.47663602232933044},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.4733200967311859},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4446309506893158},{"id":"https://openalex.org/C2779110517","wikidata":"https://www.wikidata.org/wiki/Q1240788","display_name":"Supervisor","level":2,"score":0.4371769428253174},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3151838779449463},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.21540796756744385},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20324799418449402},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.15750476717948914},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15230947732925415},{"id":"https://openalex.org/C160030872","wikidata":"https://www.wikidata.org/wiki/Q2142864","display_name":"Step response","level":2,"score":0.11736014485359192},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.06165480613708496},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.2478/amcs-2013-0004","is_oa":true,"landing_page_url":"https://doi.org/10.2478/amcs-2013-0004","pdf_url":"https://sciendo.com/pdf/10.2478/amcs-2013-0004","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.390.3625","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.390.3625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://matwbn.icm.edu.pl/ksiazki/amc/amc23/amc2314.pdf","raw_type":"text"},{"id":"pmh:oai:zbc.uz.zgora.pl:78809","is_oa":false,"landing_page_url":"https://zbc.uz.zgora.pl/dlibra/docmetadata?showContent=true&id=78809","pdf_url":null,"source":{"id":"https://openalex.org/S4306400400","display_name":"Digital library of Zielona Gora (University of Zielona G\u00f3ra)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I46305939","host_organization_name":"University of Zielona G\u00f3ra","host_organization_lineage":["https://openalex.org/I46305939"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.amcs.uz.zgora.pl/?action=papers&issue=52","raw_type":"artyku\u0142"}],"best_oa_location":{"id":"doi:10.2478/amcs-2013-0004","is_oa":true,"landing_page_url":"https://doi.org/10.2478/amcs-2013-0004","pdf_url":"https://sciendo.com/pdf/10.2478/amcs-2013-0004","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1983028274.pdf","grobid_xml":"https://content.openalex.org/works/W1983028274.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W203272431","https://openalex.org/W225560312","https://openalex.org/W1547863474","https://openalex.org/W1553373771","https://openalex.org/W1563938275","https://openalex.org/W1577238357","https://openalex.org/W1985621475","https://openalex.org/W1987788115","https://openalex.org/W1997737820","https://openalex.org/W2001265374","https://openalex.org/W2023835534","https://openalex.org/W2043291431","https://openalex.org/W2071061135","https://openalex.org/W2093729547","https://openalex.org/W2099730985","https://openalex.org/W2116661285","https://openalex.org/W2125502051","https://openalex.org/W2126105956","https://openalex.org/W2130833299","https://openalex.org/W2134673975","https://openalex.org/W2138652456","https://openalex.org/W2533367947","https://openalex.org/W3035658569","https://openalex.org/W3151405456","https://openalex.org/W4229667009","https://openalex.org/W4238082450","https://openalex.org/W4253103709","https://openalex.org/W4292408320","https://openalex.org/W4297917482"],"related_works":["https://openalex.org/W4377820486","https://openalex.org/W2132353065","https://openalex.org/W4377825843","https://openalex.org/W2889951799","https://openalex.org/W2626571124","https://openalex.org/W2381304112","https://openalex.org/W2962749641","https://openalex.org/W3107721637","https://openalex.org/W1973539555","https://openalex.org/W3184876520"],"abstract_inverted_index":{"Predictive":[0,48],"control":[1,24,156],"of":[2,13,17,44,58,65,74,87,140,146,153],"MIMO":[3,89],"processes":[4],"is":[5,61,100,157],"a":[6,14,42,72,106,113,132,160,168,174,178],"challenging":[7],"problem":[8],"which":[9,99],"requires":[10],"the":[11,23,27,34,45,56,62,66,81,88,94,118,123,138,142,147,151],"specification":[12],"large":[15],"number":[16],"tuning":[18],"parameters":[19],"(the":[20,78],"prediction":[21],"horizon,":[22],"horizon":[25],"and":[26,80,135],"cost":[28],"weighting":[29],"factor).":[30],"In":[31],"this":[32,59],"context,":[33],"present":[35],"paper":[36],"compares":[37],"two":[38,148],"strategies":[39,149],"to":[40,111],"design":[41],"supervisor":[43],"Multivariable":[46],"Generalized":[47],"Controller":[49],"(MGPC),":[50],"based":[51],"on":[52],"multiobjective":[53],"optimization.":[54],"Thus,":[55],"purpose":[57],"work":[60],"automatic":[63],"adjustment":[64,152],"MGPC":[67],"synthesis":[68],"by":[69,117,159],"simultaneously":[70],"minimizing":[71],"set":[73],"closed":[75],"loop":[76],"performances":[77],"overshoot":[79],"settling":[82],"time":[83],"for":[84],"each":[85],"output":[86],"system).":[90],"First,":[91],"we":[92,121,136],"adopt":[93],"Weighted":[95],"Sum":[96],"Method":[97],"(WSM),":[98],"an":[101],"aggregative":[102],"method":[103,134],"combined":[104],"with":[105],"Genetic":[107,127],"Algorithm":[108,128],"(GA)":[109],"used":[110],"minimize":[112],"single":[114,179],"criterion":[115],"generated":[116],"WSM.":[119],"Second,":[120],"use":[122],"Non-":[124],"Dominated":[125],"Sorting":[126],"II":[129],"(NSGA-II)":[130],"as":[131],"Pareto":[133],"compare":[137],"results":[139,165],"both":[141],"methods.":[143],"The":[144,163],"performance":[145,176],"in":[150],"multivariable":[154],"predictive":[155],"illustrated":[158],"simulation":[161,164],"example.":[162],"confirm":[166],"that":[167],"multiobjective,":[169],"Pareto-based":[170],"GA":[171],"search":[172],"yields":[173],"better":[175],"than":[177],"objective":[180],"GA.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
