{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T10:07:14Z","timestamp":1783937234750,"version":"3.55.0"},"reference-count":143,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2020,5,1]],"date-time":"2020-05-01T00:00:00Z","timestamp":1588291200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,5,1]],"date-time":"2020-05-01T00:00:00Z","timestamp":1588291200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,5,1]],"date-time":"2020-05-01T00:00:00Z","timestamp":1588291200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"\u201cSmart Maintenance of Industrial Plants and Civil Structures by 4.0 Monitoring Technologies and Prognostic Approaches\u2014MAC4PRO,\u201d"},{"name":"BRIC-2018 of the National Institute for Insurance against Accidents at Work\u2014INAIL"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2020,5]]},"DOI":"10.1109\/jiot.2019.2957029","type":"journal-article","created":{"date-parts":[[2019,12,3]],"date-time":"2019-12-03T00:24:08Z","timestamp":1575332648000},"page":"4585-4597","source":"Crossref","is-referenced-by-count":268,"title":["Challenges to IoT-Enabled Predictive Maintenance for Industry 4.0"],"prefix":"10.1109","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1992-7319","authenticated-orcid":false,"given":"Michele","family":"Compare","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4232-4161","authenticated-orcid":false,"given":"Piero","family":"Baraldi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7108-637X","authenticated-orcid":false,"given":"Enrico","family":"Zio","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1108\/13552511011048922"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijepes.2012.07.001"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1108\/13552510310482389"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2015.2436384"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1108\/13552510310493701"},{"key":"ref30","author":"moubray","year":"1997","journal-title":"Reliability Centered Maintenance"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2016.08.011"},{"key":"ref36","volume":"1","author":"hines","year":"2006","journal-title":"Technical review of on-line monitoring techniques for performance assessment"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ISIC.1996.556231"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.pnucene.2010.12.001"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-84800-011-7_4"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/S0951-8320(98)83005-6"},{"key":"ref29","year":"2002","journal-title":"A Guide to the Reliability-Centered Maintenance (RCM) Standard"},{"key":"ref20","first-page":"28","article-title":"The SAP HANA database—An architecture overview","volume":"35","author":"f\u00e4rber","year":"2012","journal-title":"IEEE Data Eng Bull"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2016.2579198"},{"key":"ref21","first-page":"1","article-title":"GE’s big bet on data and analytics","volume":"57","author":"winig","year":"2016","journal-title":"MIT Sloan Management Rev"},{"key":"ref24","year":"2009","journal-title":"Dependability Management—Part 3–11 Application Guide—Reliability Centered Maintenance"},{"key":"ref23","year":"1981","journal-title":"Definition of Terms for Reliability and Maintainability"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2006.886368"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.21236\/ADA066579"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2004.824875"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2002.1011518"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1201\/b10430-91"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2016.05.014"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2017.2669400"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2017.05.024"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2018.06.006"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2017.06.013"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1115\/1.4004981"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1002\/we.1610"},{"key":"ref53","author":"raiffa","year":"1961","journal-title":"Applied Statistical Decision Theory"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)CP.1943-5487.0000390"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2017.09.013"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/J.ENG.2017.05.015"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MIE.2014.2312079"},{"key":"ref6","article-title":"Industrial Internet of Things: Unleashing the potential of connected products and services","year":"2015"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2016.2587754"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1108\/13552511111134565"},{"key":"ref49","first-page":"1","article-title":"Advanced techniques for the verification and validation of prognostics and health management capabilities","author":"dzakowic","year":"2007","journal-title":"Proc Mach Failure Prevent Technol (MFPT 60)"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2012.08.002"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(01)00197-7"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2017.01.069"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICPHM.2013.6621434"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/MAES.2009.4811085"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/RAMS.2007.328097"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/AUTEST.2005.1609105"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2010.2072897"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2009.2020133"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/INTLEC.2006.251619"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1016\/j.net.2017.06.001"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1016\/j.pnucene.2014.08.006"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.01.121"},{"key":"ref124","first-page":"348","article-title":"High accuracy signal validation framework for sensor calibration assessment in NPPs","volume":"115","author":"nair","year":"2016","journal-title":"Trans Amer Nucl Soc"},{"key":"ref73","article-title":"Real options for a wind farm in Wapakoneta, Ohio: Incorporating uncertainty into economic feasibility studies for community wind","author":"dykes","year":"2008","journal-title":"Proc World Wind Energy Conf"},{"key":"ref72","article-title":"Optimal sensor placement for infrastructure system monitoring using probabilistic graphical models and value of information","author":"malings","year":"0"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.2514\/6.2017-4388"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2017.11.019"},{"key":"ref128","first-page":"1","article-title":"A review of prognostics and health management applications in nuclear power plants","volume":"6","author":"coble","year":"2015","journal-title":"Int J Prognostics Health Manag"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.13182\/NT77-A35396"},{"key":"ref76","year":"0","journal-title":"Predictive Maintenance and the Smart Factory"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.2514\/6.2016-2131"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2004.2"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2007.06.049"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2017.05.005"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1016\/j.net.2014.12.008"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2018.04.025"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.2172\/1047416"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2016.2525418"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1016\/j.anucene.2012.08.001"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2907245"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2016.05.059"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2015.01.005"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.1147\/JRD.2015.2475935"},{"key":"ref137","first-page":"37","article-title":"Engine health management","author":"waters","year":"2009","journal-title":"Proc Ingenia"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/AERO.2009.4839666"},{"key":"ref139","first-page":"677","article-title":"A Markov decision process framework for optimal operation of monitored multi-state systems","volume":"232","author":"compare","year":"2019","journal-title":"Proc Inst Mech Eng O J Risk Rel"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/AERO.2005.1559666"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1201\/9781315210469-119"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.11.062"},{"key":"ref64","year":"2015","journal-title":"How KOMTRAX Works"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2019.03.027"},{"key":"ref65","year":"0","journal-title":"Remote Monitoring and Diagnostics"},{"key":"ref141","doi-asserted-by":"publisher","DOI":"10.1007\/s10845-016-1237-7"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2016.11.004"},{"key":"ref142","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2009.01.014"},{"key":"ref67","article-title":"The problem of concept drift: Definitions and related work","author":"tsymbal","year":"2004"},{"key":"ref143","doi-asserted-by":"crossref","DOI":"10.36001\/ijphm.2019.v10i4.2616","article-title":"Towards developing a novel framework for practical PHM: A sequential decision problem solved by reinforcement learning and artificial neural networks","author":"bellani","year":"2019","journal-title":"Int J Prognostics Health Manag"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2015.2471196"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/s12599-014-0334-4"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-9943-6_1"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.2016.488"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2016.11.020"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2013.11.006"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2009.02.011"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2010.11.018"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1016\/j.microrel.2016.02.015"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/JSYST.2019.2905565"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2015.02.016"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2010.11.018"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1109\/PHM.2008.4711422"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2013.06.004"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/ICPHM.2017.7998311"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.4018\/978-1-4666-2095-7.ch017"},{"key":"ref103","article-title":"An automated auto-encoder correlation-based health-monitoring and prognostic method for machine bearings","author":"hasani","year":"2017","journal-title":"arXiv preprint arXiv 1703 06870"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2005.11.008"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2012.03.011"},{"key":"ref112","first-page":"407","article-title":"A fuzzy similarity-based method for failure detection and recovery time estimation","volume":"6","author":"zio","year":"2010","journal-title":"Int J Performability Eng"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2009.08.001"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1080\/00207540412331327727"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2010.2078296"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/5.18626"},{"key":"ref97","first-page":"269","article-title":"Review of Markov models for maintenance optimization in the context of offshore wind","author":"dawid","year":"2015","journal-title":"Proc Annu Conf Prognostics Health Manag Soc (PHM)"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2016.2591504"},{"key":"ref11","article-title":"Prognostics and health management of electronics","author":"pecht","year":"2009","journal-title":"Encyclopedia of Structural Health Monitoring"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/PHM.2008.4711424"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/RAMS.2016.7448086"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1016\/j.proeng.2016.02.100","article-title":"The computerized maintenance management system an essential tool for world class maintenance","volume":"138","author":"wienker","year":"2016","journal-title":"Procedia Eng"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1108\/13552519510083174"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1145\/2523813"},{"key":"ref16","year":"0","journal-title":"Piano Nazionale Impresa 4 0 Risultati 2017-Linee Guida 2018"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2664072"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2012.136"},{"key":"ref17","year":"0"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOMW.2018.8644278"},{"key":"ref18","article-title":"Industrial Internet: Pushing the boundaries of minds and machines","author":"evans","year":"2012"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/SYSOSE.2018.8428757"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177731118"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2722358"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2017.2696958"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1016\/j.compstruct.2017.12.035"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1016\/j.probengmech.2013.01.003"},{"key":"ref116","article-title":"A review of single-source unsupervised domain adaptation","volume":"abs 1901 5335","author":"kouw","year":"2019","journal-title":"CoRR"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/Trustcom\/BigDataSE\/ICESS.2017.345"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2014.10.003"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2007.9"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.23919\/ECC.2009.7074633"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-28645-5_29"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-64119-5_12"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.1177\/1748006X16683321"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/SKIMA.2016.7916206"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.23919\/ITU-WT.2018.8598115"},{"key":"ref87","author":"delic","year":"2016","journal-title":"On Resilience of IoT Systems The Internet of Things (Ubiquity Symposium)"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2005.09.012"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6488907\/9091956\/08918229.pdf?arnumber=8918229","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,28]],"date-time":"2024-07-28T01:22:46Z","timestamp":1722129766000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8918229\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,5]]},"references-count":143,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2019.2957029","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,5]]}}}