{"id":"https://openalex.org/W4328007490","doi":"https://doi.org/10.1109/tcns.2023.3259060","title":"Accelerated Reinforcement Learning via Dynamic Mode Decomposition","display_name":"Accelerated Reinforcement Learning via Dynamic Mode Decomposition","publication_year":2023,"publication_date":"2023-03-20","ids":{"openalex":"https://openalex.org/W4328007490","doi":"https://doi.org/10.1109/tcns.2023.3259060"},"language":"en","primary_location":{"id":"doi:10.1109/tcns.2023.3259060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcns.2023.3259060","pdf_url":null,"source":{"id":"https://openalex.org/S2502544478","display_name":"IEEE Transactions on Control of Network Systems","issn_l":"2325-5870","issn":["2325-5870","2372-2533"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control of Network Systems","raw_type":"journal-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/A5080358912","display_name":"Vrushabh S. Donge","orcid":"https://orcid.org/0000-0003-0606-2803"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vrushabh S. Donge","raw_affiliation_strings":["Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA"],"raw_orcid":"https://orcid.org/0000-0003-0606-2803","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001862814","display_name":"Bosen Lian","orcid":"https://orcid.org/0000-0002-3275-9551"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bosen Lian","raw_affiliation_strings":["Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-3275-9551","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016137188","display_name":"Frank L. Lewis","orcid":"https://orcid.org/0000-0003-4074-1615"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frank L. Lewis","raw_affiliation_strings":["Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA"],"raw_orcid":"https://orcid.org/0000-0003-4074-1615","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053089078","display_name":"Ali Davoudi","orcid":"https://orcid.org/0000-0003-2951-442X"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Davoudi","raw_affiliation_strings":["Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA"],"raw_orcid":"https://orcid.org/0000-0003-2951-442X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I189196454"],"apc_list":null,"apc_paid":null,"fwci":1.7576,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.8300005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"10","issue":"4","first_page":"2022","last_page":"2034"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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":0.9781000018119812,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.6622849106788635},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5994368195533752},{"id":"https://openalex.org/keywords/dynamic-mode-decomposition","display_name":"Dynamic mode decomposition","score":0.5728476047515869},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.5473010540008545},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.48813948035240173},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3723416328430176},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2173537313938141},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.15813994407653809}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6622849106788635},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5994368195533752},{"id":"https://openalex.org/C2777032711","wikidata":"https://www.wikidata.org/wiki/Q5318993","display_name":"Dynamic mode decomposition","level":2,"score":0.5728476047515869},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.5473010540008545},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.48813948035240173},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3723416328430176},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2173537313938141},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.15813994407653809},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcns.2023.3259060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcns.2023.3259060","pdf_url":null,"source":{"id":"https://openalex.org/S2502544478","display_name":"IEEE Transactions on Control of Network Systems","issn_l":"2325-5870","issn":["2325-5870","2372-2533"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control of Network Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1612466322","https://openalex.org/W1723433682","https://openalex.org/W1968908471","https://openalex.org/W1974346535","https://openalex.org/W1984714339","https://openalex.org/W1994611679","https://openalex.org/W2004026774","https://openalex.org/W2014356541","https://openalex.org/W2046888764","https://openalex.org/W2059316647","https://openalex.org/W2064733273","https://openalex.org/W2078898317","https://openalex.org/W2098077093","https://openalex.org/W2105739999","https://openalex.org/W2121863487","https://openalex.org/W2135519533","https://openalex.org/W2146842127","https://openalex.org/W2148437632","https://openalex.org/W2164954534","https://openalex.org/W2168090960","https://openalex.org/W2414431373","https://openalex.org/W2484646121","https://openalex.org/W2912276697","https://openalex.org/W2913981879","https://openalex.org/W2919774326","https://openalex.org/W2963780177","https://openalex.org/W2997412527","https://openalex.org/W3033672499","https://openalex.org/W3038118776","https://openalex.org/W3089517473","https://openalex.org/W3099803807","https://openalex.org/W3106039153","https://openalex.org/W3157457774","https://openalex.org/W3163723204","https://openalex.org/W3200276130","https://openalex.org/W4210348356","https://openalex.org/W4238160257","https://openalex.org/W4381162568"],"related_works":["https://openalex.org/W2014356541","https://openalex.org/W2597763219","https://openalex.org/W2168222921","https://openalex.org/W2992578100","https://openalex.org/W2035021796","https://openalex.org/W3028908947","https://openalex.org/W2268351752","https://openalex.org/W2259410183","https://openalex.org/W3093542507","https://openalex.org/W3085009157"],"abstract_inverted_index":{"This":[0,58,85,106],"work":[1],"applies":[2],"the":[3,13,35,39,89,92,96,100],"decomposition":[4,86],"principle":[5],"to":[6,11],"discrete-time":[7,47],"reinforcement":[8],"learning":[9,64],"(RL)":[10],"solve":[12],"optimal":[14],"control":[15,23],"problems":[16],"for":[17,66],"a":[18,28,45,61,120,124],"network":[19,102,122],"of":[20,91,99,119],"subsystems.":[21],"The":[22,112],"design":[24],"is":[25,103,108,115],"defined":[26],"as":[27],"linear":[29],"quadratic":[30],"regulator":[31],"graphical":[32],"problem,":[33],"where":[34],"performance":[36],"function":[37],"couples":[38],"subsystems'":[40],"dynamics.":[41,57],"We":[42],"first":[43],"present":[44],"model-free":[46,77],"RL":[48,78],"algorithm":[49,79,107],"based":[50,80],"on":[51,81],"online":[52],"behaviors":[53],"without":[54],"using":[55,117],"system":[56,126],"could":[59],"become":[60],"prohibitively":[62],"long":[63],"process":[65],"larger":[67],"networks.":[68],"To":[69],"remedy":[70],"this":[71],"issue,":[72],"we":[73],"develop":[74],"an":[75],"efficient":[76],"dynamic":[82,97],"mode":[83],"decomposition.":[84],"method":[87],"reduces":[88],"size":[90],"measured":[93],"data":[94],"while":[95],"information":[98],"original":[101],"still":[104],"retained.":[105],"then":[109],"implemented":[110],"online.":[111],"proposed":[113],"methodology":[114],"validated":[116],"examples":[118],"consensus":[121],"and":[123],"power":[125],"network.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}