{"id":"https://openalex.org/W3207862742","doi":"https://doi.org/10.1109/iisa52424.2021.9555538","title":"An AI-based Prediction-as-a-Service Model for Estimating Machine Bearing Health Status in Industry 4.0 5G Applications","display_name":"An AI-based Prediction-as-a-Service Model for Estimating Machine Bearing Health Status in Industry 4.0 5G Applications","publication_year":2021,"publication_date":"2021-07-12","ids":{"openalex":"https://openalex.org/W3207862742","doi":"https://doi.org/10.1109/iisa52424.2021.9555538","mag":"3207862742"},"language":"en","primary_location":{"id":"doi:10.1109/iisa52424.2021.9555538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa52424.2021.9555538","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Information, Intelligence, Systems &amp; Applications (IISA)","raw_type":"proceedings-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/A5084917082","display_name":"Dimitrios Batistakis","orcid":null},"institutions":[{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Dimitrios Batistakis","raw_affiliation_strings":["Graduate School, Hellenic Open University, Patras, Greece"],"affiliations":[{"raw_affiliation_string":"Graduate School, Hellenic Open University, Patras, Greece","institution_ids":["https://openalex.org/I231025917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057885963","display_name":"Apostolos Xenakis","orcid":"https://orcid.org/0000-0002-7300-7380"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Apostolos Xenakis","raw_affiliation_strings":["University of Thessaly, Larissa, Greece"],"affiliations":[{"raw_affiliation_string":"University of Thessaly, Larissa, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111931965","display_name":"\u0393\u03b5\u03ce\u03c1\u03b3\u03b9\u03bf\u03c2 \u03a0\u03b1\u03c0\u03b1\u03c3\u03c4\u03b5\u03c1\u03b3\u03af\u03bf\u03c5","orcid":null},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Papastergiou","raw_affiliation_strings":["University of Thessaly, Larissa, Greece"],"affiliations":[{"raw_affiliation_string":"University of Thessaly, Larissa, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077616678","display_name":"Periklis Chatzimisios","orcid":"https://orcid.org/0000-0003-2366-1365"},"institutions":[{"id":"https://openalex.org/I183898223","display_name":"International Hellenic University","ror":"https://ror.org/00708jp83","country_code":"GR","type":"education","lineage":["https://openalex.org/I183898223"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Periklis Chatzimisios","raw_affiliation_strings":["School of Science and Technology, International Hellenic University, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"School of Science and Technology, International Hellenic University, Thessaloniki, Greece","institution_ids":["https://openalex.org/I183898223"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046194597","display_name":"Vassilis C. Gerogiannis","orcid":"https://orcid.org/0000-0002-9895-7606"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vassilis C. Gerogiannis","raw_affiliation_strings":["University of Thessaly, Larissa, Greece"],"affiliations":[{"raw_affiliation_string":"University of Thessaly, Larissa, Greece","institution_ids":["https://openalex.org/I145722265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5084917082"],"corresponding_institution_ids":["https://openalex.org/I231025917"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.15111729,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.972599983215332,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.972599983215332,"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"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9379000067710876,"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/robustness","display_name":"Robustness (evolution)","score":0.7325430512428284},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.719489336013794},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6374245285987854},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6254233121871948},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5163532495498657},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49310943484306335},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4569989740848541},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.43918704986572266},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.41814088821411133}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7325430512428284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.719489336013794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6374245285987854},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6254233121871948},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5163532495498657},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49310943484306335},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4569989740848541},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.43918704986572266},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.41814088821411133},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iisa52424.2021.9555538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa52424.2021.9555538","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Information, Intelligence, Systems &amp; Applications (IISA)","raw_type":"proceedings-article"},{"id":"pmh:oai:ir.lib.uth.gr:11615/71164","is_oa":false,"landing_page_url":"http://hdl.handle.net/11615/71164","pdf_url":null,"source":{"id":"https://openalex.org/S4306400243","display_name":"University of Thessaly Institutional Repository (University of Thessaly)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145722265","host_organization_name":"University of Thessaly","host_organization_lineage":["https://openalex.org/I145722265"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IISA 2021 - 12th International Conference on Information, Intelligence, Systems and Applications","raw_type":"conferenceItem"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1544988958","https://openalex.org/W1991142126","https://openalex.org/W1999393241","https://openalex.org/W2003205626","https://openalex.org/W2031826628","https://openalex.org/W2045914271","https://openalex.org/W2061012176","https://openalex.org/W2614408771","https://openalex.org/W2659076613","https://openalex.org/W2771857687","https://openalex.org/W2898813990","https://openalex.org/W2901224936","https://openalex.org/W2921235689","https://openalex.org/W2955213232","https://openalex.org/W2964690381","https://openalex.org/W2966008650","https://openalex.org/W2971396385","https://openalex.org/W3007943882","https://openalex.org/W3010966533","https://openalex.org/W3042706401","https://openalex.org/W3043953517","https://openalex.org/W3099514111","https://openalex.org/W3130875629","https://openalex.org/W6746563285","https://openalex.org/W6765013207","https://openalex.org/W6790827927"],"related_works":["https://openalex.org/W2770593030","https://openalex.org/W4281727072","https://openalex.org/W2560201613","https://openalex.org/W3154990682","https://openalex.org/W2171975302","https://openalex.org/W2022352247","https://openalex.org/W1589637664","https://openalex.org/W1532073221","https://openalex.org/W2083862258","https://openalex.org/W4282583532"],"abstract_inverted_index":{"Intelligent":[0],"Machine":[1],"Condition":[2],"Monitoring":[3],"(MCM)":[4],"and":[5,21,29,49,67,111,121,127],"Prediction":[6],"for":[7,13,82],"machine":[8,84],"bearings":[9],"is":[10],"very":[11],"important":[12],"efficient":[14],"Industrial":[15],"5G":[16,91],"applications.":[17],"Common":[18],"fault":[19],"diagnosis":[20],"other":[22],"classification":[23],"methods":[24,60],"usually":[25],"extract":[26],"time":[27,39,47,71,108],"domain":[28,48],"frequency":[30],"features":[31,43],"or":[32],"try":[33],"to":[34],"decrease":[35],"noise":[36],"from":[37,62,106],"raw":[38,107],"sensory":[40],"data.":[41],"Afterwards,":[42],"are":[44],"sought":[45],"in":[46,69,88],"statistical":[50],"classifiers":[51],"can":[52],"be":[53],"applied":[54],"do":[55],"the":[56,124],"diagnosis.":[57],"However,":[58],"these":[59],"suffer":[61],"expertise":[63],"of":[64,123],"feature":[65],"selection":[66],"robustness":[68],"real":[70],"condition":[72],"monitoring.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77],"present":[78],"a":[79],"prediction-as-a-service":[80],"model":[81,101],"estimating":[83],"bearing":[85],"health":[86],"status":[87],"industry":[89],"4.0":[90],"applications":[92],"based":[93],"on":[94],"Deep":[95],"Neural":[96],"Networks":[97],"(DNN).":[98],"The":[99,116],"proposed":[100],"constructs":[102],"3D":[103],"grayscale":[104],"images":[105],"series":[109],"data":[110],"performs":[112],"prediction":[113,126],"more":[114],"efficiently.":[115],"paper":[117],"also":[118],"presents":[119],"testing":[120],"evaluation":[122],"model\u2019s":[125],"categorization":[128],"capacity.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2021-10-25T00:00:00"}
