{"id":"https://openalex.org/W2765312595","doi":"https://doi.org/10.1109/access.2017.2765544","title":"Industrial Big Data in an Industry 4.0 Environment: Challenges, Schemes, and Applications for Predictive Maintenance","display_name":"Industrial Big Data in an Industry 4.0 Environment: Challenges, Schemes, and Applications for Predictive Maintenance","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2765312595","doi":"https://doi.org/10.1109/access.2017.2765544","mag":"2765312595"},"language":"en","primary_location":{"id":"doi:10.1109/access.2017.2765544","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2765544","pdf_url":null,"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://doi.org/10.1109/access.2017.2765544","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101499972","display_name":"Jihong Yan","orcid":"https://orcid.org/0000-0003-0764-5365"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jihong Yan","raw_affiliation_strings":["School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101902247","display_name":"Yue Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Meng","raw_affiliation_strings":["School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-1738-8374","affiliations":[{"raw_affiliation_string":"School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053733933","display_name":"Lei L\u00fc","orcid":"https://orcid.org/0000-0001-9139-8955"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Lu","raw_affiliation_strings":["School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-9139-8955","affiliations":[{"raw_affiliation_string":"School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011971882","display_name":"Li Lin","orcid":"https://orcid.org/0000-0002-7753-2270"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Qingdao University of Science and Technology, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":31.4663,"has_fulltext":false,"cited_by_count":468,"citation_normalized_percentile":{"value":0.99773875,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"5","issue":null,"first_page":"23484","last_page":"23491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9952999949455261,"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/T10763","display_name":"Digital Transformation in Industry","score":0.9952999949455261,"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/T13690","display_name":"Quality and Safety in Healthcare","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9829999804496765,"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/predictive-maintenance","display_name":"Predictive maintenance","score":0.8272759914398193},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7335271835327148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6726666688919067},{"id":"https://openalex.org/keywords/industry-4.0","display_name":"Industry 4.0","score":0.6455053687095642},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6127820014953613},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6109479665756226},{"id":"https://openalex.org/keywords/factory","display_name":"Factory (object-oriented programming)","score":0.6073511838912964},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5821846127510071},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.2841164767742157},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.21686777472496033},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19990205764770508}],"concepts":[{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.8272759914398193},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7335271835327148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6726666688919067},{"id":"https://openalex.org/C2777986313","wikidata":"https://www.wikidata.org/wiki/Q1661989","display_name":"Industry 4.0","level":2,"score":0.6455053687095642},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6127820014953613},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6109479665756226},{"id":"https://openalex.org/C40149104","wikidata":"https://www.wikidata.org/wiki/Q5620977","display_name":"Factory (object-oriented programming)","level":2,"score":0.6073511838912964},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5821846127510071},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.2841164767742157},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.21686777472496033},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19990205764770508},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2017.2765544","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2765544","pdf_url":null,"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:kclpure.kcl.ac.uk:openaire/d006acd9-e65d-40a5-9d3a-8fe81170d827","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/d006acd9-e65d-40a5-9d3a-8fe81170d827","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Yan, J, Meng, Y, Lu, L & Li, L 2017, 'Industrial big data in an industry 4.0 environment: Challenges, schemes, and applications for predictive maintenance', IEEE Access. https://doi.org/10.1109/ACCESS.2017.2765544","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:d5d9162ca8964e73882288094d66bdfd","is_oa":true,"landing_page_url":"https://doaj.org/article/d5d9162ca8964e73882288094d66bdfd","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":"IEEE Access, Vol 5, Pp 23484-23491 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2017.2765544","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2765544","pdf_url":null,"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":[],"awards":[{"id":"https://openalex.org/G5081839701","display_name":null,"funder_award_id":"51705106","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8140854485","display_name":null,"funder_award_id":"51561125002","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":21,"referenced_works":["https://openalex.org/W1865772772","https://openalex.org/W1964803288","https://openalex.org/W1998092191","https://openalex.org/W2014939786","https://openalex.org/W2029608738","https://openalex.org/W2040263621","https://openalex.org/W2049757356","https://openalex.org/W2064340692","https://openalex.org/W2066113561","https://openalex.org/W2071801748","https://openalex.org/W2076684951","https://openalex.org/W2089961246","https://openalex.org/W2158603667","https://openalex.org/W2184596359","https://openalex.org/W2254884657","https://openalex.org/W2460701422","https://openalex.org/W2482017365","https://openalex.org/W2518669088","https://openalex.org/W2602440570","https://openalex.org/W6638999957","https://openalex.org/W6660556005"],"related_works":["https://openalex.org/W3197471983","https://openalex.org/W4327782431","https://openalex.org/W2905584260","https://openalex.org/W4233273904","https://openalex.org/W4313072246","https://openalex.org/W4285267394","https://openalex.org/W3136186043","https://openalex.org/W2806337946","https://openalex.org/W4389372601","https://openalex.org/W3170145246"],"abstract_inverted_index":{"Industry":[0],"4.0":[1,127],"can":[2],"make":[3,109],"a":[4],"factory":[5,29],"smart":[6],"by":[7,41,137],"applying":[8],"intelligent":[9,28],"information":[10],"processing":[11,74],"approaches,":[12],"communication":[13],"systems,":[14],"future-oriented":[15],"techniques,":[16],"and":[17,24,35,48,51,75,103,114,121],"more.":[18],"However,":[19],"the":[20,46,100,110,125,132,144],"high":[21],"complexity,":[22],"automation,":[23],"flexibility":[25],"of":[26,70,99,131,148,151],"an":[27],"bring":[30],"new":[31,56],"challenges":[32],"to":[33,61],"reliability":[34],"safety.":[36],"Industrial":[37],"big":[38,72,79],"data":[39,73,80,96,142],"generated":[40],"multisource":[42,91,139],"sensors,":[43],"intercommunication":[44],"within":[45],"system":[47,63],"external-related":[49],"information,":[50,93],"so":[52],"on,":[53],"might":[54],"provide":[55],"solutions":[57],"for":[58,89,143],"predictive":[59,82,117],"maintenance":[60,118],"improve":[62],"reliability.":[64],"This":[65],"paper":[66],"puts":[67],"forth":[68],"attributes":[69],"industrial":[71,78,141],"actively":[76],"explores":[77],"processing-based":[81],"maintenance.":[83],"A":[84],"novel":[85],"framework":[86],"is":[87],"proposed":[88,133],"structuring":[90],"heterogeneous":[92,140],"characterizing":[94],"structured":[95],"with":[97],"consideration":[98],"spatiotemporal":[101],"property,":[102],"modeling":[104],"invisible":[105],"factors,":[106],"which":[107],"would":[108],"production":[111],"process":[112],"transparent":[113],"eventually":[115],"implement":[116],"on":[119],"facilities":[120],"energy":[122],"saving":[123],"in":[124],"industry":[126],"era.":[128],"The":[129],"effectiveness":[130],"scheme":[134],"was":[135],"verified":[136],"analyzing":[138],"remaining":[145],"life":[146],"prediction":[147],"key":[149],"components":[150],"machining":[152],"equipment.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":21},{"year":2025,"cited_by_count":39},{"year":2024,"cited_by_count":51},{"year":2023,"cited_by_count":65},{"year":2022,"cited_by_count":85},{"year":2021,"cited_by_count":87},{"year":2020,"cited_by_count":58},{"year":2019,"cited_by_count":39},{"year":2018,"cited_by_count":22},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}