{"id":"https://openalex.org/W4402978087","doi":"https://doi.org/10.1109/tii.2024.3453431","title":"Stable Data-Driven Manufacturing Decision- Making by Introducing Causal Relationships for High-Dimensional Data","display_name":"Stable Data-Driven Manufacturing Decision- Making by Introducing Causal Relationships for High-Dimensional Data","publication_year":2024,"publication_date":"2024-09-30","ids":{"openalex":"https://openalex.org/W4402978087","doi":"https://doi.org/10.1109/tii.2024.3453431"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2024.3453431","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3453431","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/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, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044046297","display_name":"Yingguang Li","orcid":"https://orcid.org/0000-0003-4425-8073"},"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":"Yingguang Li","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-4425-8073","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100722910","display_name":"Changqing Liu","orcid":"https://orcid.org/0000-0002-5398-6171"},"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":"Changqing Liu","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100331723","display_name":"Xu Liu","orcid":"https://orcid.org/0000-0003-0487-7267"},"institutions":[{"id":"https://openalex.org/I134687103","display_name":"Nanjing Tech University","ror":"https://ror.org/03sd35x91","country_code":"CN","type":"education","lineage":["https://openalex.org/I134687103"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Liu","raw_affiliation_strings":["School of Mechanical and Power Engineering, Nanjing Tech University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-0487-7267","affiliations":[{"raw_affiliation_string":"School of Mechanical and Power Engineering, Nanjing Tech University, Nanjing, China","institution_ids":["https://openalex.org/I134687103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038416387","display_name":"James Gao","orcid":"https://orcid.org/0000-0001-5625-3654"},"institutions":[{"id":"https://openalex.org/I55060895","display_name":"University of Greenwich","ror":"https://ror.org/00bmj0a71","country_code":"GB","type":"education","lineage":["https://openalex.org/I55060895"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James Gao","raw_affiliation_strings":["School of Engineering, University of Greenwich, Chatham Maritime, London, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Greenwich, Chatham Maritime, London, U.K","institution_ids":["https://openalex.org/I55060895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6886,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.8579322,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"21","issue":"1","first_page":"525","last_page":"534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9506999850273132,"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"}},"topics":[{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9506999850273132,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5209302306175232},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.5076898336410522},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3529336750507355},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34576642513275146},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32277047634124756},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26048755645751953},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12414881587028503}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5209302306175232},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.5076898336410522},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3529336750507355},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34576642513275146},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32277047634124756},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26048755645751953},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12414881587028503}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tii.2024.3453431","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3453431","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"},{"id":"pmh:oai:gala.gre.ac.uk:47836","is_oa":false,"landing_page_url":"https://orcid.org/0000-0001-5625-3654","pdf_url":null,"source":{"id":"https://openalex.org/S4306401244","display_name":"Greenwich Academic Literature Archive (University of Greenwich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I55060895","host_organization_name":"University of Greenwich","host_organization_lineage":["https://openalex.org/I55060895"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/16"}],"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"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2007959818","https://openalex.org/W2083278075","https://openalex.org/W2322277786","https://openalex.org/W2395860101","https://openalex.org/W2460478705","https://openalex.org/W2782812883","https://openalex.org/W2788276261","https://openalex.org/W2791517442","https://openalex.org/W2906241033","https://openalex.org/W2911358254","https://openalex.org/W3004821906","https://openalex.org/W3036411661","https://openalex.org/W3038822267","https://openalex.org/W3040686994","https://openalex.org/W3048817558","https://openalex.org/W3111573457","https://openalex.org/W3155708634","https://openalex.org/W3176726917","https://openalex.org/W3201000358","https://openalex.org/W4220739603","https://openalex.org/W4236975805","https://openalex.org/W4243369280","https://openalex.org/W4285272339","https://openalex.org/W4285601030","https://openalex.org/W6770887232","https://openalex.org/W6771670691","https://openalex.org/W6804112224","https://openalex.org/W6811554491","https://openalex.org/W6839243128"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"In":[0],"digital":[1],"manufacturing,":[2],"data-driven":[3,21,40,131],"methods":[4,23,132],"are":[5,24,35,42],"promising":[6],"to":[7,120],"revolutionize":[8],"various":[9],"decision-making":[10,22,56,66,127],"processes.":[11],"However,":[12],"the":[13,92,121,139],"relationships":[14,29,71,82],"between":[15,32,74,83,105],"variables":[16,34,77,106],"in":[17,47,91,134,149],"high-dimensional":[18,62,116],"data":[19,88],"of":[20,94,115],"only":[25],"correlations.":[26],"Important":[27],"causal":[28,70,81,113],"and":[30,49,72,86,136,144],"knowledge":[31,73,114],"process":[33],"not":[36],"considered.":[37],"Therefore,":[38],"existing":[39],"systems":[41],"unstable,":[43],"which":[44],"could":[45],"result":[46],"unreliable":[48],"dangerous":[50],"decisions.":[51],"To":[52],"establish":[53],"a":[54,64,95,108,125],"stable":[55,126,146],"model":[57],"for":[58],"complex":[59],"processes":[60],"with":[61,130],"data,":[63],"causal-based":[65],"framework":[67,141],"that":[68],"combined":[69],"key":[75],"manufacturing":[76,137],"was":[78,118],"proposed.":[79],"The":[80],"state,":[84],"decision,":[85],"objective":[87,110],"were":[89],"established":[90],"form":[93],"direct":[96],"acyclic":[97],"graph":[98],"formed":[99],"by":[100],"breaking":[101],"an":[102],"unexcepted":[103],"loop":[104],"using":[107],"shadow":[109],"variable.":[111],"Then,":[112],"states":[117],"introduced":[119],"neural":[122],"network,":[123],"forming":[124],"model.":[128],"Compared":[129],"used":[133],"robotics":[135],"scenarios,":[138],"proposed":[140],"provided":[142],"better":[143],"more":[145],"decisions,":[147],"particularly":[148],"noised":[150],"environments.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}