{"id":"https://openalex.org/W4309889947","doi":"https://doi.org/10.1186/s42492-022-00123-2","title":"Reinforcement learning method for machining deformation control based on meta-invariant feature space","display_name":"Reinforcement learning method for machining deformation control based on meta-invariant feature space","publication_year":2022,"publication_date":"2022-11-24","ids":{"openalex":"https://openalex.org/W4309889947","doi":"https://doi.org/10.1186/s42492-022-00123-2","pmid":"https://pubmed.ncbi.nlm.nih.gov/36418749"},"language":"en","primary_location":{"id":"doi:10.1186/s42492-022-00123-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-022-00123-2","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-022-00123-2","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-022-00123-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082431442","display_name":"Yujie Zhao","orcid":"https://orcid.org/0000-0003-2896-4955"},"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":"Yujie Zhao","raw_affiliation_strings":["College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100722909","display_name":"Changqing Liu","orcid":"https://orcid.org/0000-0002-4099-3348"},"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":"Changqing Liu","raw_affiliation_strings":["College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China. liuchangqing@nuaa.edu.cn","College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China. liuchangqing@nuaa.edu.cn","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103998542","display_name":"Zhiwei Zhao","orcid":"https://orcid.org/0000-0002-7213-6172"},"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":"Zhiwei Zhao","raw_affiliation_strings":["College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering/National Key Laboratory of Science and Technology on Helicopter Transmission, Nanjing University of Aeronautics and Astronautics, Nanjing, 210016, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067743569","display_name":"Kai Tang","orcid":"https://orcid.org/0000-0002-5184-2086"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kai Tang","raw_affiliation_strings":["The Smart Manufacturing Thrust, Hong Kong University of Science and Technology (GZ), Guangzhou, 511458, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Smart Manufacturing Thrust, Hong Kong University of Science and Technology (GZ), Guangzhou, 511458, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101411821","display_name":"Dong He","orcid":"https://orcid.org/0000-0003-4488-1826"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Dong He","raw_affiliation_strings":["The Smart Manufacturing Thrust, Hong Kong University of Science and Technology (GZ), Guangzhou, 511458, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Smart Manufacturing Thrust, Hong Kong University of Science and Technology (GZ), Guangzhou, 511458, China","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100722909"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":0.5804,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.6098863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"5","issue":"1","first_page":"27","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9965999722480774,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9704999923706055,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/machining","display_name":"Machining","score":0.7212923169136047},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6948745846748352},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.6640304923057556},{"id":"https://openalex.org/keywords/invariant","display_name":"Invariant (physics)","score":0.5696932077407837},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5291659832000732},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5017759799957275},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43493399024009705},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.4174681305885315},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2537077069282532},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.2354191243648529},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22251582145690918},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.20381692051887512}],"concepts":[{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.7212923169136047},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6948745846748352},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.6640304923057556},{"id":"https://openalex.org/C190470478","wikidata":"https://www.wikidata.org/wiki/Q2370229","display_name":"Invariant (physics)","level":2,"score":0.5696932077407837},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5291659832000732},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5017759799957275},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43493399024009705},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.4174681305885315},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2537077069282532},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.2354191243648529},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22251582145690918},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.20381692051887512},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C37914503","wikidata":"https://www.wikidata.org/wiki/Q156495","display_name":"Mathematical physics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s42492-022-00123-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-022-00123-2","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-022-00123-2","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},{"id":"pmid:36418749","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36418749","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual computing for industry, biomedicine, and art","raw_type":null},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-123476","is_oa":false,"landing_page_url":"https://repository.hkust.edu.hk/ir/Record/1783.1-123476","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:8e61c6fc6636423c9ddd0c23754414d8","is_oa":true,"landing_page_url":"https://doaj.org/article/8e61c6fc6636423c9ddd0c23754414d8","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art, Vol 5, Iss 1, Pp 1-17 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9684396","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9684396","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Vis Comput Ind Biomed Art","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s42492-022-00123-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-022-00123-2","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-022-00123-2","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3630418963","display_name":null,"funder_award_id":"52175467","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7978459430","display_name":null,"funder_award_id":"51925505","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4309889947.pdf","grobid_xml":"https://content.openalex.org/works/W4309889947.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1428541474","https://openalex.org/W1978894006","https://openalex.org/W2021447131","https://openalex.org/W2028839690","https://openalex.org/W2047668456","https://openalex.org/W2077727053","https://openalex.org/W2096171413","https://openalex.org/W2607740108","https://openalex.org/W2891445318","https://openalex.org/W2896464630","https://openalex.org/W2955475444","https://openalex.org/W2962899903","https://openalex.org/W2963087205","https://openalex.org/W2980211694","https://openalex.org/W2988094864","https://openalex.org/W3032109385","https://openalex.org/W3034894319","https://openalex.org/W3037964196","https://openalex.org/W3089127584","https://openalex.org/W3092053846","https://openalex.org/W3096437212","https://openalex.org/W3101889877","https://openalex.org/W3106151916","https://openalex.org/W3137418374","https://openalex.org/W3141557030","https://openalex.org/W3154934604","https://openalex.org/W3176880615","https://openalex.org/W4205739822","https://openalex.org/W4206695410","https://openalex.org/W4211055738","https://openalex.org/W4223922861","https://openalex.org/W4226049867","https://openalex.org/W4281608743","https://openalex.org/W4283750521","https://openalex.org/W4285241953"],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W2145821588","https://openalex.org/W2086122291","https://openalex.org/W1987513656"],"abstract_inverted_index":{"Precise":[0],"control":[1,48,66,92,103,121],"of":[2,12,22,89,104,107],"machining":[3,18,35,46,68,101],"deformation":[4,36,47,73,91,102,120],"is":[5],"crucial":[6],"for":[7,45],"improving":[8],"the":[9,17,67,72,82,86,90,100,110,115,123],"manufacturing":[10],"quality":[11],"structural":[13],"aerospace":[14],"components.":[15],"In":[16,38],"process,":[19],"different":[20,25,95,105],"batches":[21,106],"blanks":[23],"have":[24],"residual":[26],"stress":[27,96],"distributions,":[28],"which":[29],"pose":[30],"a":[31,41,51,61,78],"significant":[32],"challenge":[33],"to":[34,64,98],"control.":[37],"this":[39],"study,":[40],"reinforcement":[42],"learning":[43],"method":[44,59,84,117],"based":[49],"on":[50],"meta-invariant":[52,79],"feature":[53,80],"space":[54],"was":[55],"developed.":[56],"The":[57],"proposed":[58,83,116],"uses":[60],"reinforcement-learning":[62],"model":[63],"dynamically":[65],"process":[69],"by":[70],"monitoring":[71],"force.":[74],"Moreover,":[75],"combined":[76],"with":[77],"space,":[81],"learns":[85],"internal":[87],"relationship":[88],"approaches":[93],"under":[94],"distributions":[97],"achieve":[99],"blanks.":[108],"Finally,":[109],"experimental":[111],"results":[112],"show":[113],"that":[114],"achieves":[118],"better":[119],"than":[122],"two":[124],"existing":[125],"benchmarking":[126],"methods.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}