{"id":"https://openalex.org/W4294691708","doi":"https://doi.org/10.23919/acc53348.2022.9867266","title":"Data-Driven Control: Overview and Perspectives","display_name":"Data-Driven Control: Overview and Perspectives","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W4294691708","doi":"https://doi.org/10.23919/acc53348.2022.9867266"},"language":"en","primary_location":{"id":"doi:10.23919/acc53348.2022.9867266","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc53348.2022.9867266","pdf_url":null,"source":{"id":"https://openalex.org/S4363607732","display_name":"2022 American Control Conference (ACC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 American Control Conference (ACC)","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/A5101909402","display_name":"Wentao Tang","orcid":"https://orcid.org/0000-0003-0816-2322"},"institutions":[{"id":"https://openalex.org/I4210150951","display_name":"Shell (United States)","ror":"https://ror.org/04wedba92","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150951","https://openalex.org/I7923278"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wentao Tang","raw_affiliation_strings":["Shell Global Solutions (U.S.) Inc.,Surface Operations, Projects and Technology,Houston,TX,USA,77082"],"affiliations":[{"raw_affiliation_string":"Shell Global Solutions (U.S.) Inc.,Surface Operations, Projects and Technology,Houston,TX,USA,77082","institution_ids":["https://openalex.org/I4210150951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030294470","display_name":"Pr\u00f3dromos Daoutidis","orcid":"https://orcid.org/0000-0003-4803-0404"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Prodromos Daoutidis","raw_affiliation_strings":["University of Minnesota,Department of Chemical Engineering and Materials Science,Minneapolis,MN,USA,55455"],"affiliations":[{"raw_affiliation_string":"University of Minnesota,Department of Chemical Engineering and Materials Science,Minneapolis,MN,USA,55455","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101909402"],"corresponding_institution_ids":["https://openalex.org/I4210150951"],"apc_list":null,"apc_paid":null,"fwci":11.2888,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.99377197,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1048","last_page":"1064"},"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/T10876","display_name":"Fault Detection and Control Systems","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/T11236","display_name":"Control Systems and Identification","score":0.9961000084877014,"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":0.7051185965538025},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5994647741317749},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5983410477638245},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5840492248535156},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5282199382781982},{"id":"https://openalex.org/keywords/data-driven","display_name":"Data-driven","score":0.49216288328170776},{"id":"https://openalex.org/keywords/process-control","display_name":"Process control","score":0.47821447253227234},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.43362587690353394},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4057618975639343},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.38672274351119995},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3726976215839386},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35429060459136963},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32470738887786865},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19946613907814026},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1394127607345581}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7051185965538025},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5994647741317749},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5983410477638245},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5840492248535156},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5282199382781982},{"id":"https://openalex.org/C2780440489","wikidata":"https://www.wikidata.org/wiki/Q5227278","display_name":"Data-driven","level":2,"score":0.49216288328170776},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.47821447253227234},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.43362587690353394},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4057618975639343},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.38672274351119995},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3726976215839386},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35429060459136963},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32470738887786865},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19946613907814026},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1394127607345581},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/acc53348.2022.9867266","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc53348.2022.9867266","pdf_url":null,"source":{"id":"https://openalex.org/S4363607732","display_name":"2022 American Control Conference (ACC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 American Control Conference (ACC)","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":170,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W41554520","https://openalex.org/W178056938","https://openalex.org/W590896649","https://openalex.org/W601351931","https://openalex.org/W634756731","https://openalex.org/W1502922572","https://openalex.org/W1591018827","https://openalex.org/W1593031811","https://openalex.org/W1966176969","https://openalex.org/W1966863755","https://openalex.org/W1971663243","https://openalex.org/W1976753356","https://openalex.org/W1978956894","https://openalex.org/W1980183459","https://openalex.org/W1982262527","https://openalex.org/W1982995728","https://openalex.org/W1984380467","https://openalex.org/W1985618230","https://openalex.org/W1986296919","https://openalex.org/W1987313138","https://openalex.org/W1988141348","https://openalex.org/W1991436268","https://openalex.org/W1993170675","https://openalex.org/W1997396153","https://openalex.org/W1997979764","https://openalex.org/W1998092191","https://openalex.org/W2001667451","https://openalex.org/W2005151817","https://openalex.org/W2006194118","https://openalex.org/W2006281816","https://openalex.org/W2009685984","https://openalex.org/W2014356541","https://openalex.org/W2016343476","https://openalex.org/W2019254379","https://openalex.org/W2019375098","https://openalex.org/W2020672760","https://openalex.org/W2020809081","https://openalex.org/W2022765928","https://openalex.org/W2032982167","https://openalex.org/W2033110403","https://openalex.org/W2038410048","https://openalex.org/W2038436774","https://openalex.org/W2038798729","https://openalex.org/W2040871222","https://openalex.org/W2045815456","https://openalex.org/W2053218334","https://openalex.org/W2060299133","https://openalex.org/W2061757541","https://openalex.org/W2064343721","https://openalex.org/W2065788659","https://openalex.org/W2073787051","https://openalex.org/W2078025160","https://openalex.org/W2087120408","https://openalex.org/W2087540246","https://openalex.org/W2088109468","https://openalex.org/W2090718289","https://openalex.org/W2091638547","https://openalex.org/W2093516101","https://openalex.org/W2096386908","https://openalex.org/W2097543469","https://openalex.org/W2100325486","https://openalex.org/W2101358888","https://openalex.org/W2115607130","https://openalex.org/W2124214538","https://openalex.org/W2126237920","https://openalex.org/W2129295157","https://openalex.org/W2132875296","https://openalex.org/W2132894351","https://openalex.org/W2134673975","https://openalex.org/W2147129131","https://openalex.org/W2148957909","https://openalex.org/W2151083101","https://openalex.org/W2155002476","https://openalex.org/W2158958729","https://openalex.org/W2163165292","https://openalex.org/W2164128846","https://openalex.org/W2166042538","https://openalex.org/W2169054779","https://openalex.org/W2239232218","https://openalex.org/W2322097696","https://openalex.org/W2417644542","https://openalex.org/W2426894159","https://openalex.org/W2484646121","https://openalex.org/W2485373351","https://openalex.org/W2487144912","https://openalex.org/W2492870335","https://openalex.org/W2551318894","https://openalex.org/W2561027863","https://openalex.org/W2580201952","https://openalex.org/W2589808763","https://openalex.org/W2598741352","https://openalex.org/W2619551236","https://openalex.org/W2624761220","https://openalex.org/W2731894282","https://openalex.org/W2740118487","https://openalex.org/W2747628742","https://openalex.org/W2766700124","https://openalex.org/W2767784613","https://openalex.org/W2769617651","https://openalex.org/W2785011264","https://openalex.org/W2796942168","https://openalex.org/W2798585159","https://openalex.org/W2885282028","https://openalex.org/W2890824038","https://openalex.org/W2896401806","https://openalex.org/W2897050572","https://openalex.org/W2910597635","https://openalex.org/W2919264892","https://openalex.org/W2921457166","https://openalex.org/W2940460024","https://openalex.org/W2941089296","https://openalex.org/W2944347790","https://openalex.org/W2946958672","https://openalex.org/W2953258579","https://openalex.org/W2953402039","https://openalex.org/W2954948446","https://openalex.org/W2955319481","https://openalex.org/W2962727772","https://openalex.org/W2963602521","https://openalex.org/W2963675110","https://openalex.org/W2966398373","https://openalex.org/W2967875632","https://openalex.org/W2970929931","https://openalex.org/W2972417614","https://openalex.org/W2973524454","https://openalex.org/W2979207987","https://openalex.org/W2980944032","https://openalex.org/W2985882047","https://openalex.org/W2989573188","https://openalex.org/W2989577996","https://openalex.org/W2995764727","https://openalex.org/W2995968686","https://openalex.org/W3015901891","https://openalex.org/W3023665282","https://openalex.org/W3025528584","https://openalex.org/W3033957371","https://openalex.org/W3037212205","https://openalex.org/W3087197881","https://openalex.org/W3102961917","https://openalex.org/W3103984481","https://openalex.org/W3105252106","https://openalex.org/W3111148414","https://openalex.org/W3118235502","https://openalex.org/W3136945292","https://openalex.org/W3139377883","https://openalex.org/W3140564639","https://openalex.org/W3148417208","https://openalex.org/W3153457288","https://openalex.org/W3162604889","https://openalex.org/W3168692131","https://openalex.org/W3197586846","https://openalex.org/W3204073534","https://openalex.org/W3208705304","https://openalex.org/W3209257975","https://openalex.org/W3212567140","https://openalex.org/W3216311662","https://openalex.org/W4206407704","https://openalex.org/W4210636846","https://openalex.org/W4292872153","https://openalex.org/W4294562617","https://openalex.org/W6629804754","https://openalex.org/W6638908295","https://openalex.org/W6751535212","https://openalex.org/W6767921672","https://openalex.org/W6771707735","https://openalex.org/W6775270410","https://openalex.org/W6792155000","https://openalex.org/W6796690604","https://openalex.org/W6807249093"],"related_works":["https://openalex.org/W2970874862","https://openalex.org/W3196865791","https://openalex.org/W4389230500","https://openalex.org/W2999979010","https://openalex.org/W4309833761","https://openalex.org/W2028555544","https://openalex.org/W3195353062","https://openalex.org/W4390224614","https://openalex.org/W3166365538","https://openalex.org/W4256076151"],"abstract_inverted_index":{"Process":[0],"systems":[1,58],"are":[2,26],"characterized":[3],"by":[4,48,66],"nonlinearity,":[5],"uncertainty,":[6],"large":[7],"scales,":[8],"and":[9,17,42,59,72,101,105,115,125,128,132],"also":[10],"the":[11,50,54,60,68,91,95,119],"need":[12],"of":[13,52,56,62,70,97,118],"pursuing":[14],"both":[15],"safety":[16],"economic":[18],"optimality":[19],"in":[20,122],"operations.":[21],"As":[22],"a":[23,81],"result":[24],"they":[25],"difficult":[27],"to":[28,44,93],"control":[29,47,63,84,89,99],"effectively.":[30],"Data-driven":[31],"techniques":[32,78],"such":[33],"as":[34,74],"machine":[35],"learning":[36,67],"algorithms":[37],"can":[38,79],"provide":[39],"complementary":[40],"tools":[41],"insights":[43],"classical":[45],"model-based":[46],"enhancing":[49],"capability":[51],"modeling":[53],"dynamics":[55],"complex":[57],"maintenance":[61],"performance.":[64],"Moreover,":[65],"behavior":[69],"plants":[71],"controllers":[73],"black":[75],"boxes,":[76],"data-driven":[77,87],"enable":[80],"completely":[82],"model-free":[83],"paradigm.":[85],"Hence,":[86],"process":[88],"has":[90],"potential":[92],"mitigate":[94],"challenges":[96],"state-of-the-art":[98],"technology":[100],"yield":[102],"generic,":[103],"adaptive,":[104],"scalable":[106],"strategies.":[107],"This":[108],"paper":[109],"aims":[110],"at":[111],"providing":[112],"an":[113],"overview":[114],"conceptual":[116],"classification":[117],"main":[120],"approaches":[121],"this":[123],"emerging":[124],"promising":[126],"field,":[127],"identifying":[129],"current":[130],"limitations":[131],"future":[133],"directions.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
