{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T07:56:23Z","timestamp":1776412583977,"version":"3.51.2"},"reference-count":27,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2022,11,2]],"date-time":"2022-11-02T00:00:00Z","timestamp":1667347200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2022,11,2]],"date-time":"2022-11-02T00:00:00Z","timestamp":1667347200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100006382","name":"Universidad de Oviedo","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100006382","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Supercomput"],"published-print":{"date-parts":[[2023,4]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Predictive maintenance has revealed as one of the paradigms of Industry 4.0. This paper addresses a complete system for the acquisition, computing, monitoring and communication of ventilation equipment in underground tunnels based on TCP\/IP protocol and accessible via WEB services. Not only does the proposed system collect different sensor data (temperatures, vibrations, pressures, tilt angles or rotational speed), it performs local data processing as well. This feature is the newest and most important of all those provided by the system design, and there is no equipment that offers a similar performance in current ventilation systems. This paper shows the design and implementation of the equipment (system architecture and processing), as well as the experimental results obtained.<\/jats:p>","DOI":"10.1007\/s11227-022-04897-3","type":"journal-article","created":{"date-parts":[[2022,11,2]],"date-time":"2022-11-02T20:23:37Z","timestamp":1667420617000},"page":"6203-6227","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Real-time monitoring solution with vibration analysis for industry 4.0 ventilation systems"],"prefix":"10.1007","volume":"79","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0323-6102","authenticated-orcid":false,"given":"Rub\u00e9n","family":"Mu\u00f1iz","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fernando","family":"Nu\u00f1o","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juan","family":"D\u00edaz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mar\u00eda","family":"Gonz\u00e1lez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Miguel","family":"J. Prieto","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"\u00d3liver","family":"Men\u00e9ndez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,11,2]]},"reference":[{"issue":"2","key":"4897_CR1","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1109\/MIE.2014.2312079","volume":"8","author":"R Drath","year":"2014","unstructured":"Drath R, Horch A (2014) Industrie 4.0: Hit or hype? [industry forum]. IEEE Ind Electron Mag 8(2):56\u201358. https:\/\/doi.org\/10.1109\/MIE.2014.2312079","journal-title":"IEEE Ind Electron Mag"},{"key":"4897_CR2","doi-asserted-by":"publisher","unstructured":"Bassi L (2017) Industry 4.0: hope, hype or revolution? In: 2017 IEEE 3rd International Forum on Research and Technologies for Society and Industry (RTSI), pp 1\u20136 . https:\/\/doi.org\/10.1109\/RTSI.2017.8065927","DOI":"10.1109\/RTSI.2017.8065927"},{"issue":"1","key":"4897_CR3","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1109\/LRA.2016.2517208","volume":"1","author":"F-T Cheng","year":"2016","unstructured":"Cheng F-T, Tieng H, Yang H-C, Hung M-H, Lin Y-C, Wei C-F, Shieh Z-Y (2016) Industry 4.1 for wheel machining automation. IEEE Robot Autom Lett 1(1):332\u2013339. https:\/\/doi.org\/10.1109\/LRA.2016.2517208","journal-title":"IEEE Robot Autom Lett"},{"issue":"4","key":"4897_CR4","doi-asserted-by":"publisher","first-page":"3661","DOI":"10.1007\/s11277-021-09308-z","volume":"123","author":"B Nagajayanthi","year":"2022","unstructured":"Nagajayanthi B (2022) Decades of internet of things towards twenty-first century: a research-based introspective. Wirel Pers Commun 123(4):3661\u20133697","journal-title":"Wirel Pers Commun"},{"issue":"5","key":"4897_CR5","doi-asserted-by":"publisher","first-page":"4585","DOI":"10.1109\/JIOT.2019.2957029","volume":"7","author":"M Compare","year":"2020","unstructured":"Compare M, Baraldi P, Zio E (2020) Challenges to iot-enabled predictive maintenance for industry 4.0. IEEE Internet Things J 7(5):4585\u20134597. https:\/\/doi.org\/10.1109\/JIOT.2019.2957029","journal-title":"IEEE Internet Things J"},{"issue":"1","key":"4897_CR6","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1109\/LRA.2016.2517208","volume":"1","author":"F-T Cheng","year":"2016","unstructured":"Cheng F-T, Tieng H, Yang H-C, Hung M-H, Lin Y-C, Wei C-F, Shieh Z-Y (2016) Industry 4.1 for wheel machining automation. IEEE Robot Autom Lett 1(1):332\u2013339. https:\/\/doi.org\/10.1109\/LRA.2016.2517208","journal-title":"IEEE Robot Autom Lett"},{"issue":"2","key":"4897_CR7","doi-asserted-by":"publisher","first-page":"760","DOI":"10.1109\/TII.2012.2221131","volume":"9","author":"E Cabal-Yepez","year":"2013","unstructured":"Cabal-Yepez E, Garcia-Ramirez AG, Romero-Troncoso RJ, Garcia-Perez A, Osornio-Rios RA (2013) Reconfigurable monitoring system for time-frequency analysis on industrial equipment through stft and dwt. IEEE Trans Ind Inf 9(2):760\u2013771. https:\/\/doi.org\/10.1109\/TII.2012.2221131","journal-title":"IEEE Trans Ind Inf"},{"issue":"4","key":"4897_CR8","doi-asserted-by":"publisher","first-page":"1341","DOI":"10.1109\/TIA.2010.2049550","volume":"46","author":"H Zhang","year":"2010","unstructured":"Zhang H, Zanchetta P, Bradley KJ, Gerada C (2010) A low-intrusion load and efficiency evaluation method for in-service motors using vibration tests with an accelerometer. IEEE Trans Ind Appl 46(4):1341\u20131349. https:\/\/doi.org\/10.1109\/TIA.2010.2049550","journal-title":"IEEE Trans Ind Appl"},{"issue":"2","key":"4897_CR9","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1109\/TIE.2012.2188259","volume":"60","author":"AS Raj","year":"2013","unstructured":"Raj AS, Murali N (2013) Early classification of bearing faults using morphological operators and fuzzy inference. IEEE Trans Ind Electron 60(2):567\u2013574. https:\/\/doi.org\/10.1109\/TIE.2012.2188259","journal-title":"IEEE Trans Ind Electron"},{"key":"4897_CR10","unstructured":"spol.\u00a0s r.o, A Adash. https:\/\/adash.com\/ Accessed 2021-05-18"},{"key":"4897_CR11","unstructured":"Fern\u00e1ndez AA, Men\u00e9ndez OD, D\u00edaz J, Nu\u00f1o F, Mart\u00edn A, Jos\u00e9 MA, Villegas PJ, Mart\u00edn JA, Mart\u00ednez JA, Mu\u00f1iz R, et al (2020) Monitoring Device for Industrial Ventilation Equipment"},{"key":"4897_CR12","doi-asserted-by":"publisher","unstructured":"Zhongming Y, Bin W (2000) A review on induction motor online fault diagnosis. In: Proceedings IPEMC 2000. Third International Power Electronics and Motion Control Conference (IEEE Cat. No.00EX435), vol 3, pp 1353\u201313583 https:\/\/doi.org\/10.1109\/IPEMC.2000.883050","DOI":"10.1109\/IPEMC.2000.883050"},{"key":"4897_CR13","doi-asserted-by":"publisher","unstructured":"Botha MM (1997) Electrical machine failures, causes and cures. In: 1997 Eighth International Conference on Electrical Machines and Drives (Conf. Publ. No. 444), pp. 114\u2013117 https:\/\/doi.org\/10.1049\/cp:19971049","DOI":"10.1049\/cp:19971049"},{"issue":"6","key":"4897_CR14","doi-asserted-by":"publisher","first-page":"4538","DOI":"10.1109\/JIOT.2018.2835724","volume":"5","author":"D Ganga","year":"2018","unstructured":"Ganga D, Ramachandran V (2018) Iot-based vibration analytics of electrical machines. IEEE Internet Things J 5(6):4538\u20134549. https:\/\/doi.org\/10.1109\/JIOT.2018.2835724","journal-title":"IEEE Internet Things J"},{"issue":"11","key":"4897_CR15","doi-asserted-by":"publisher","first-page":"11092","DOI":"10.1109\/JIOT.2020.2994395","volume":"7","author":"B-Y Ooi","year":"2020","unstructured":"Ooi B-Y, Beh W-L, Lee W-K, Shirmohammadi S (2020) A parameter-free vibration analysis solution for legacy manufacturing machines\u2019 operation tracking. IEEE Internet Things J 7(11):11092\u201311102. https:\/\/doi.org\/10.1109\/JIOT.2020.2994395","journal-title":"IEEE Internet Things J"},{"issue":"1","key":"4897_CR16","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1007\/s10617-017-9187-7","volume":"22","author":"M Parameswari","year":"2018","unstructured":"Parameswari M, Moses MB (2018) Online measurement of water quality and reporting system using prominent rule controller based on aqua care-iot. Des Autom Embed Syst 22(1):25\u201344. https:\/\/doi.org\/10.1007\/s10617-017-9187-7","journal-title":"Des Autom Embed Syst"},{"issue":"5","key":"4897_CR17","doi-asserted-by":"publisher","first-page":"938","DOI":"10.1109\/JPROC.2015.2513672","volume":"104","author":"MW Condry","year":"2016","unstructured":"Condry MW, Nelson CB (2016) Using smart edge iot devices for safer, rapid response with industry iot control operations. Proc IEEE 104(5):938\u2013946. https:\/\/doi.org\/10.1109\/JPROC.2015.2513672","journal-title":"Proc IEEE"},{"issue":"1","key":"4897_CR18","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1109\/JCN.2002.6596935","volume":"4","author":"M-J Choi","year":"2002","unstructured":"Choi M-J, Hong JW-K (2002) A secure web-based global management system for firewall\/vpn devices. J Commun Netw 4(1):71\u201378. https:\/\/doi.org\/10.1109\/JCN.2002.6596935","journal-title":"J Commun Netw"},{"key":"4897_CR19","unstructured":"Source FO React. https:\/\/reactjs.org\/ Accessed 2021-05-18"},{"key":"4897_CR20","unstructured":"authors Z ZeroMQ. https:\/\/zeromq.org\/ Accessed 2021-05-15"},{"key":"4897_CR21","unstructured":"IFM: IFM. https:\/\/www.ifm.com\/us\/en Accessed 2021-05-18"},{"issue":"3","key":"4897_CR22","doi-asserted-by":"publisher","first-page":"1025","DOI":"10.1109\/TIM.2007.894889","volume":"56","author":"IS Reljin","year":"2007","unstructured":"Reljin IS, Reljin BD, Papic VD (2007) Extremely flat-top windows for harmonic analysis. IEEE Tran Inst Meas 56(3):1025\u20131041. https:\/\/doi.org\/10.1109\/TIM.2007.894889","journal-title":"IEEE Tran Inst Meas"},{"issue":"1","key":"4897_CR23","doi-asserted-by":"publisher","first-page":"149","DOI":"10.1109\/TE.2002.808234","volume":"46","author":"SA McInerny","year":"2003","unstructured":"McInerny SA, Dai Y (2003) Basic vibration signal processing for bearing fault detection. IEEE Trans Educ 46(1):149\u2013156. https:\/\/doi.org\/10.1109\/TE.2002.808234","journal-title":"IEEE Trans Educ"},{"key":"4897_CR24","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-020-02862-7","author":"P Senthilkumar","year":"2021","unstructured":"Senthilkumar P, Rajesh K (2021) Design of a model based engineering deep learning scheduler in cloud computing environment using industrial internet of things (iiot). J Ambient Intell Humaniz Comput. https:\/\/doi.org\/10.1007\/s12652-020-02862-7","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"4897_CR25","doi-asserted-by":"publisher","unstructured":"Bayram S, Kaplan K, Kuncan M, Ertun\u00e7 HM (2014) The effect of bearings faults to coefficients obtaned by using wavelet transform. In: 2014 22nd Signal Processing and Communications Applications Conference (SIU), pp. 991\u2013994 . https:\/\/doi.org\/10.1109\/SIU.2014.6830398","DOI":"10.1109\/SIU.2014.6830398"},{"key":"4897_CR26","doi-asserted-by":"publisher","first-page":"137517","DOI":"10.1109\/ACCESS.2020.3011980","volume":"8","author":"M Kuncan","year":"2020","unstructured":"Kuncan M (2020) An intelligent approach for bearing fault diagnosis: Combination of 1d-lbp and gra. IEEE Access 8:137517\u2013137529. https:\/\/doi.org\/10.1109\/ACCESS.2020.3011980","journal-title":"IEEE Access"},{"key":"4897_CR27","doi-asserted-by":"publisher","first-page":"106019","DOI":"10.1016\/j.asoc.2019.106019","volume":"87","author":"K Kaplan","year":"2020","unstructured":"Kaplan K, Kaya Y, Kuncan M, Minaz MR, Ertun\u00e7 HM (2020) An improved feature extraction method using texture analysis with lbp for bearing fault diagnosis. Appl Soft Comput 87:106019. https:\/\/doi.org\/10.1016\/j.asoc.2019.106019","journal-title":"Appl Soft Comput"}],"container-title":["The Journal of Supercomputing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-022-04897-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11227-022-04897-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-022-04897-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,2]],"date-time":"2023-03-02T19:14:49Z","timestamp":1677784489000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11227-022-04897-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11,2]]},"references-count":27,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2023,4]]}},"alternative-id":["4897"],"URL":"https:\/\/doi.org\/10.1007\/s11227-022-04897-3","relation":{},"ISSN":["0920-8542","1573-0484"],"issn-type":[{"value":"0920-8542","type":"print"},{"value":"1573-0484","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,11,2]]},"assertion":[{"value":"5 October 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 November 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}