{"id":"https://openalex.org/W2943011031","doi":"https://doi.org/10.1109/access.2018.2883997","title":"A Study of Aero-Engine Control Method Based on Deep Reinforcement Learning","display_name":"A Study of Aero-Engine Control Method Based on Deep Reinforcement Learning","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2943011031","doi":"https://doi.org/10.1109/access.2018.2883997","mag":"2943011031"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2883997","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2883997","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704271.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704271.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017607766","display_name":"Qiangang Zheng","orcid":"https://orcid.org/0000-0002-8055-5633"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiangang Zheng","raw_affiliation_strings":["Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-8055-5633","affiliations":[{"raw_affiliation_string":"Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009060880","display_name":"Chongwen Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chongwen Jin","raw_affiliation_strings":["Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101071285","display_name":"Zhongzhi Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongzhi Hu","raw_affiliation_strings":["Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100415751","display_name":"Haibo Zhang","orcid":"https://orcid.org/0000-0001-9165-9211"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibo Zhang","raw_affiliation_strings":["Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Province Key Laboratory of Aerospace Power System, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017607766"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5996,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.90611039,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"55285","last_page":"55289"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.9923999905586243,"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"}},"topics":[{"id":"https://openalex.org/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.9923999905586243,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9919999837875366,"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/T12810","display_name":"Real-time simulation and control systems","score":0.987500011920929,"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":0.7664044499397278},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7298291921615601},{"id":"https://openalex.org/keywords/pid-controller","display_name":"PID controller","score":0.7053917646408081},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5289492607116699},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4998760223388672},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.49896955490112305},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4670492708683014},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.45605796575546265},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.4205073416233063},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3477393388748169},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32237035036087036},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.2686636447906494},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1858118176460266},{"id":"https://openalex.org/keywords/temperature-control","display_name":"Temperature control","score":0.08446067571640015}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7664044499397278},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7298291921615601},{"id":"https://openalex.org/C47116090","wikidata":"https://www.wikidata.org/wiki/Q716829","display_name":"PID controller","level":3,"score":0.7053917646408081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5289492607116699},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4998760223388672},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.49896955490112305},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4670492708683014},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.45605796575546265},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.4205073416233063},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3477393388748169},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32237035036087036},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.2686636447906494},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1858118176460266},{"id":"https://openalex.org/C536315585","wikidata":"https://www.wikidata.org/wiki/Q7698332","display_name":"Temperature control","level":2,"score":0.08446067571640015},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"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/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","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/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2883997","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2883997","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704271.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:74db0308c7674ce99e32f71a2c53a71e","is_oa":true,"landing_page_url":"https://doaj.org/article/74db0308c7674ce99e32f71a2c53a71e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 55285-55289 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2883997","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2883997","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08704271.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5899999737739563}],"awards":[{"id":"https://openalex.org/G1455255512","display_name":null,"funder_award_id":"51576096","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5703611615","display_name":null,"funder_award_id":"333 Project","funder_id":"https://openalex.org/F4320321605","funder_display_name":"Government of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2943011031.pdf","grobid_xml":"https://content.openalex.org/works/W2943011031.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W108521676","https://openalex.org/W247629800","https://openalex.org/W1981826967","https://openalex.org/W2014312086","https://openalex.org/W2145339207","https://openalex.org/W2150942036","https://openalex.org/W2194966727","https://openalex.org/W2340900199","https://openalex.org/W2436711315","https://openalex.org/W2502448473","https://openalex.org/W2539571344","https://openalex.org/W2619303153","https://openalex.org/W2783649240","https://openalex.org/W2950560044","https://openalex.org/W2963864421","https://openalex.org/W4214717370","https://openalex.org/W4297669414","https://openalex.org/W4298857966","https://openalex.org/W6682225842","https://openalex.org/W6703583881"],"related_works":["https://openalex.org/W2002388147","https://openalex.org/W3098928304","https://openalex.org/W2394883510","https://openalex.org/W2150958483","https://openalex.org/W2165013373","https://openalex.org/W2922503265","https://openalex.org/W2023324176","https://openalex.org/W2121097709","https://openalex.org/W3097920840","https://openalex.org/W286105939"],"abstract_inverted_index":{"A":[0],"novel":[1],"aero-engine":[2],"control":[3],"method":[4,83,125],"based":[5],"on":[6],"deep":[7,43],"reinforcement":[8],"learning":[9,35],"(DRL)":[10],"is":[11,22,30,47,71,89],"proposed":[12,48,82,109,124],"to":[13,51,73,103],"improve":[14],"the":[15,34,39,53,60,74,77,81,85,90,105,108,117,119,123,131],"engine":[16,96,136],"response":[17],"ability.":[18],"The":[19,57,111],"Q-learning":[20],"that":[21,88],"model":[23],"free":[24],"and":[25,49,70],"can":[26],"be":[27],"performed":[28],"online":[29,40],"adopted.":[31],"For":[32],"improving":[33],"capacity":[36],"of":[37,80,107,122,133],"DRL,":[38],"sliding":[41],"window":[42],"neural":[44],"network":[45],"(OL-SW-DNN)":[46],"adopted":[50],"estimate":[52],"action":[54],"value":[55],"function.":[56],"OL-SW-DNN":[58],"selects":[59],"nearest":[61],"point":[62],"data":[63,69],"with":[64,84,116],"certain":[65],"length":[66],"as":[67,94],"training":[68],"insensitivity":[72],"noise.":[75],"Finally,":[76],"comparison":[78],"simulations":[79],"proportion-integration-differentiation":[86],"(PID)":[87],"most":[91],"commonly":[92],"used":[93],"an":[95],"controller":[97],"algorithm":[98],"in":[99],"industry":[100],"are":[101],"conducted":[102],"verify":[104],"validity":[106],"method.":[110],"results":[112],"show":[113],"that,":[114],"compared":[115],"PID,":[118],"acceleration":[120],"time":[121],"decreased":[126],"by":[127],"1.525":[128],"s":[129],"under":[130],"premise":[132],"satisfying":[134],"all":[135],"limits.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
