{"id":"https://openalex.org/W4293150076","doi":"https://doi.org/10.1109/access.2022.3160709","title":"Toward Data-Driven Optimal Control: A Systematic Review of the Landscape","display_name":"Toward Data-Driven Optimal Control: A Systematic Review of the Landscape","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4293150076","doi":"https://doi.org/10.1109/access.2022.3160709"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3160709","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3160709","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09738649.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":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09738649.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008736197","display_name":"Krupa Prag","orcid":"https://orcid.org/0000-0002-4821-8151"},"institutions":[{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Krupa Prag","raw_affiliation_strings":["School of Computer Science and Applied Mathematics, University of the Witwatersrand, Johannesburg, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-4821-8151","affiliations":[{"raw_affiliation_string":"School of Computer Science and Applied Mathematics, University of the Witwatersrand, Johannesburg, South Africa","institution_ids":["https://openalex.org/I192619145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015475693","display_name":"Matthew Woolway","orcid":"https://orcid.org/0000-0002-4902-851X"},"institutions":[{"id":"https://openalex.org/I24027795","display_name":"University of Johannesburg","ror":"https://ror.org/04z6c2n17","country_code":"ZA","type":"education","lineage":["https://openalex.org/I24027795"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Matthew Woolway","raw_affiliation_strings":["Faculty of Engineering and the Built Environment, University of Johannesburg, Johannesburg, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-4902-851X","affiliations":[{"raw_affiliation_string":"Faculty of Engineering and the Built Environment, University of Johannesburg, Johannesburg, South Africa","institution_ids":["https://openalex.org/I24027795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049945687","display_name":"Turgay \u00c7elik","orcid":"https://orcid.org/0000-0001-6925-6010"},"institutions":[{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Turgay Celik","raw_affiliation_strings":["School of Electrical and Information Engineering, University of the Witwatersrand, Johannesburg, South Africa","Wits Institute of Data Science, University of the Witwatersrand, Johannesburg, South Africa"],"raw_orcid":"https://orcid.org/0000-0001-6925-6010","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, University of the Witwatersrand, Johannesburg, South Africa","institution_ids":["https://openalex.org/I192619145"]},{"raw_affiliation_string":"Wits Institute of Data Science, University of the Witwatersrand, Johannesburg, South Africa","institution_ids":["https://openalex.org/I192619145"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.4321,"has_fulltext":true,"cited_by_count":60,"citation_normalized_percentile":{"value":0.9741959,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"32190","last_page":"32212"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.994700014591217,"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":0.994700014591217,"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/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.9927999973297119,"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/T14083","display_name":"Extremum Seeking Control Systems","score":0.9908000230789185,"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":0.7512985467910767},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6911804676055908},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5755241513252258},{"id":"https://openalex.org/keywords/timeline","display_name":"Timeline","score":0.5665979981422424},{"id":"https://openalex.org/keywords/adaptive-control","display_name":"Adaptive control","score":0.49935269355773926},{"id":"https://openalex.org/keywords/data-driven","display_name":"Data-driven","score":0.4853174090385437},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44293367862701416},{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.41111642122268677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39776021242141724},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3919074237346649},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34389281272888184}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7512985467910767},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6911804676055908},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5755241513252258},{"id":"https://openalex.org/C4438859","wikidata":"https://www.wikidata.org/wiki/Q186117","display_name":"Timeline","level":2,"score":0.5665979981422424},{"id":"https://openalex.org/C107464732","wikidata":"https://www.wikidata.org/wiki/Q235781","display_name":"Adaptive control","level":3,"score":0.49935269355773926},{"id":"https://openalex.org/C2780440489","wikidata":"https://www.wikidata.org/wiki/Q5227278","display_name":"Data-driven","level":2,"score":0.4853174090385437},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44293367862701416},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.41111642122268677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39776021242141724},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3919074237346649},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34389281272888184},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3160709","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3160709","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09738649.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:doaj.org/article:9886a2117a8846d2b0410899a7994410","is_oa":false,"landing_page_url":"https://doaj.org/article/9886a2117a8846d2b0410899a7994410","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 32190-32212 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3160709","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3160709","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09738649.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":[{"display_name":"Peace, Justice and strong institutions","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293150076.pdf","grobid_xml":"https://content.openalex.org/works/W4293150076.grobid-xml"},"referenced_works_count":241,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W41554520","https://openalex.org/W92805021","https://openalex.org/W132264163","https://openalex.org/W139075666","https://openalex.org/W178056938","https://openalex.org/W225247840","https://openalex.org/W283036238","https://openalex.org/W339610352","https://openalex.org/W601549641","https://openalex.org/W614117236","https://openalex.org/W636757716","https://openalex.org/W1488674906","https://openalex.org/W1492106702","https://openalex.org/W1492383031","https://openalex.org/W1499510974","https://openalex.org/W1527736490","https://openalex.org/W1560415690","https://openalex.org/W1561497824","https://openalex.org/W1587009522","https://openalex.org/W1606047171","https://openalex.org/W1616818660","https://openalex.org/W1626155273","https://openalex.org/W1813260711","https://openalex.org/W1965344448","https://openalex.org/W1971702544","https://openalex.org/W1972722556","https://openalex.org/W1973279199","https://openalex.org/W1977655452","https://openalex.org/W1982588147","https://openalex.org/W1983864916","https://openalex.org/W1984672166","https://openalex.org/W1989757707","https://openalex.org/W1990005421","https://openalex.org/W1993170675","https://openalex.org/W1994197355","https://openalex.org/W2005437559","https://openalex.org/W2009533501","https://openalex.org/W2011537988","https://openalex.org/W2011808898","https://openalex.org/W2012257195","https://openalex.org/W2012532135","https://openalex.org/W2027701333","https://openalex.org/W2038436774","https://openalex.org/W2040161377","https://openalex.org/W2040871222","https://openalex.org/W2041242313","https://openalex.org/W2042520683","https://openalex.org/W2044533293","https://openalex.org/W2047105981","https://openalex.org/W2062014636","https://openalex.org/W2063498039","https://openalex.org/W2064851697","https://openalex.org/W2066260126","https://openalex.org/W2068202815","https://openalex.org/W2073787051","https://openalex.org/W2074642422","https://openalex.org/W2076337359","https://openalex.org/W2077983967","https://openalex.org/W2082189729","https://openalex.org/W2088555926","https://openalex.org/W2097381042","https://openalex.org/W2100267011","https://openalex.org/W2102040002","https://openalex.org/W2102673654","https://openalex.org/W2106147350","https://openalex.org/W2108695617","https://openalex.org/W2113622443","https://openalex.org/W2114682338","https://openalex.org/W2115088534","https://openalex.org/W2116430682","https://openalex.org/W2116773335","https://openalex.org/W2118309135","https://openalex.org/W2122773086","https://openalex.org/W2127157362","https://openalex.org/W2128655289","https://openalex.org/W2130594521","https://openalex.org/W2132875296","https://openalex.org/W2133354309","https://openalex.org/W2134673975","https://openalex.org/W2135086010","https://openalex.org/W2136638407","https://openalex.org/W2137825550","https://openalex.org/W2141559645","https://openalex.org/W2145339207","https://openalex.org/W2145938889","https://openalex.org/W2145952809","https://openalex.org/W2146396918","https://openalex.org/W2148885430","https://openalex.org/W2151340488","https://openalex.org/W2154136024","https://openalex.org/W2156092638","https://openalex.org/W2157720571","https://openalex.org/W2162117184","https://openalex.org/W2168029749","https://openalex.org/W2170990015","https://openalex.org/W2173536757","https://openalex.org/W2189090342","https://openalex.org/W2204090322","https://openalex.org/W2250454008","https://openalex.org/W2331608679","https://openalex.org/W2342918308","https://openalex.org/W2344730014","https://openalex.org/W2353241779","https://openalex.org/W2482127302","https://openalex.org/W2529800952","https://openalex.org/W2530944449","https://openalex.org/W2543352907","https://openalex.org/W2548618581","https://openalex.org/W2553347458","https://openalex.org/W2557055507","https://openalex.org/W2559850580","https://openalex.org/W2561985357","https://openalex.org/W2564917587","https://openalex.org/W2578206533","https://openalex.org/W2580751104","https://openalex.org/W2605255410","https://openalex.org/W2619409335","https://openalex.org/W2734169062","https://openalex.org/W2736601468","https://openalex.org/W2747014259","https://openalex.org/W2754517384","https://openalex.org/W2763635194","https://openalex.org/W2765836958","https://openalex.org/W2767300261","https://openalex.org/W2783267460","https://openalex.org/W2783526959","https://openalex.org/W2788276261","https://openalex.org/W2794202219","https://openalex.org/W2794212992","https://openalex.org/W2798144842","https://openalex.org/W2801749227","https://openalex.org/W2807301194","https://openalex.org/W2808390209","https://openalex.org/W2885282028","https://openalex.org/W2885813633","https://openalex.org/W2887280559","https://openalex.org/W2891841536","https://openalex.org/W2892364115","https://openalex.org/W2894751785","https://openalex.org/W2897661175","https://openalex.org/W2900489763","https://openalex.org/W2910597635","https://openalex.org/W2911256795","https://openalex.org/W2911794543","https://openalex.org/W2914108621","https://openalex.org/W2916858558","https://openalex.org/W2937069240","https://openalex.org/W2939583129","https://openalex.org/W2945310826","https://openalex.org/W2945357379","https://openalex.org/W2951761883","https://openalex.org/W2952672134","https://openalex.org/W2963111950","https://openalex.org/W2963118811","https://openalex.org/W2963598509","https://openalex.org/W2963683522","https://openalex.org/W2963864421","https://openalex.org/W2963945659","https://openalex.org/W2964006217","https://openalex.org/W2964657419","https://openalex.org/W2969525674","https://openalex.org/W2972085384","https://openalex.org/W2982936646","https://openalex.org/W2989925413","https://openalex.org/W2989986341","https://openalex.org/W2992833799","https://openalex.org/W2994446013","https://openalex.org/W2995764727","https://openalex.org/W2998788451","https://openalex.org/W3006550916","https://openalex.org/W3011120880","https://openalex.org/W3022499899","https://openalex.org/W3023586494","https://openalex.org/W3026226282","https://openalex.org/W3036766693","https://openalex.org/W3043549772","https://openalex.org/W3047806272","https://openalex.org/W3082925502","https://openalex.org/W3085267010","https://openalex.org/W3092623870","https://openalex.org/W3094481548","https://openalex.org/W3097575142","https://openalex.org/W3100789280","https://openalex.org/W3116286104","https://openalex.org/W3127275112","https://openalex.org/W3128476419","https://openalex.org/W3131266619","https://openalex.org/W3131430584","https://openalex.org/W3131850807","https://openalex.org/W3133858351","https://openalex.org/W3134254523","https://openalex.org/W3138579202","https://openalex.org/W3139299370","https://openalex.org/W3165769141","https://openalex.org/W3186455603","https://openalex.org/W3186664046","https://openalex.org/W3188324247","https://openalex.org/W3189639319","https://openalex.org/W3202139043","https://openalex.org/W3203377506","https://openalex.org/W3206230600","https://openalex.org/W4200109956","https://openalex.org/W4230846333","https://openalex.org/W4237591687","https://openalex.org/W4239125046","https://openalex.org/W4239194948","https://openalex.org/W4239749515","https://openalex.org/W4246038204","https://openalex.org/W4246840991","https://openalex.org/W4250961344","https://openalex.org/W4251195985","https://openalex.org/W4251960031","https://openalex.org/W4295808856","https://openalex.org/W4298857966","https://openalex.org/W4299596097","https://openalex.org/W4300443332","https://openalex.org/W6606529088","https://openalex.org/W6623184200","https://openalex.org/W6637967152","https://openalex.org/W6638018090","https://openalex.org/W6638443265","https://openalex.org/W6639949747","https://openalex.org/W6654139343","https://openalex.org/W6674600207","https://openalex.org/W6680009829","https://openalex.org/W6684205842","https://openalex.org/W6684921986","https://openalex.org/W6728367041","https://openalex.org/W6730127522","https://openalex.org/W6731982132","https://openalex.org/W6741002519","https://openalex.org/W6749992176","https://openalex.org/W6754447547","https://openalex.org/W6755125770","https://openalex.org/W6764572765","https://openalex.org/W6775686901","https://openalex.org/W6783144354","https://openalex.org/W6791365175","https://openalex.org/W6799835771","https://openalex.org/W6844665889"],"related_works":["https://openalex.org/W4309137610","https://openalex.org/W3074294383","https://openalex.org/W78714708","https://openalex.org/W3185122605","https://openalex.org/W4206669594","https://openalex.org/W2961085424","https://openalex.org/W2959276766","https://openalex.org/W4295941380","https://openalex.org/W260766989","https://openalex.org/W4319083788"],"abstract_inverted_index":{"This":[0,118],"literature":[1],"review":[2,44,119,136,159,170],"extends":[3],"and":[4,23,28,104,113,153,164,176,190,213,225],"contributes":[5],"to":[6,50,72,142,185,198,237],"research":[7],"on":[8,123,129,211],"the":[9,19,46,55,74,138,147,158,169,181,192,199,229,232],"development":[10,20,47,182],"of":[11,21,48,57,82,91,140,180,183,194,201,205,220,228,231,234],"data-driven":[12,24,38,63,130,162,187,216],"optimal":[13,39,75],"control.":[14],"Previous":[15],"reviews":[16,122],"have":[17,29],"documented":[18],"model-based":[22,49,184],"control":[25,40,60,64,97,131,148,189,217],"in":[26,59],"isolation":[27],"not":[30,86],"critically":[31],"reviewed":[32],"reinforcement":[33,66],"learning":[34,67,102,223],"approaches":[35],"for":[36,77,215],"adaptive":[37,52,96,188],"frameworks.":[41,61],"The":[42],"presented":[43],"discusses":[45],"model-free":[51,186],"controllers,":[53],"highlighting":[54],"use":[56,139],"data":[58,141],"In":[62,133],"frameworks,":[65],"methods":[68,84,163],"may":[69],"be":[70],"used":[71],"derive":[73,143],"policy":[76,149,222],"dynamical":[78],"systems.":[79],"Attractive":[80],"characteristics":[81],"these":[83,124,195],"include":[85,208,238],"requiring":[87],"a":[88,172,174,177],"mathematical":[89],"model":[90],"complex":[92],"systems,":[93,218],"their":[94,105,165],"inherent":[95],"capabilities,":[98],"being":[99],"an":[100,111,226],"unsupervised":[101],"technique":[103],"decision-making":[106],"abilities,":[107],"which":[108],"are":[109],"both":[110],"advantage":[112],"motivation":[114],"behind":[115],"this":[116,135],"approach.":[117],"considers":[120],"previous":[121],"topics,":[125],"including":[126],"recent":[127],"work":[128,207],"methods.":[132],"addition,":[134],"shows":[137],"system":[144,235],"dynamics,":[145],"determine":[146],"using":[150],"feedback":[151],"information,":[152],"tune":[154],"fixed":[155],"controllers.":[156],"Furthermore,":[157],"summarises":[160],"various":[161],"corresponding":[166],"characteristics.":[167],"Finally,":[168],"provides":[171],"taxonomy,":[173],"timeline":[175],"concise":[178],"narrative":[179],"underlines":[191],"limitations":[193],"techniques":[196,224],"due":[197],"lack":[200],"theoretical":[202,209],"analysis.":[203],"Areas":[204],"further":[206],"analysis":[210],"stability":[212],"robustness":[214],"explainability":[219],"black-box":[221],"evaluation":[227],"impact":[230],"extension":[233],"simulators":[236],"digital":[239],"twins.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}