{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T01:12:49Z","timestamp":1772759569814,"version":"3.50.1"},"reference-count":11,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2023,12,26]],"date-time":"2023-12-26T00:00:00Z","timestamp":1703548800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2023,12,26]],"date-time":"2023-12-26T00:00:00Z","timestamp":1703548800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100003086","name":"Eusko Jaurlaritza","doi-asserted-by":"publisher","award":["KK-2021\/00111"],"award-info":[{"award-number":["KK-2021\/00111"]}],"id":[{"id":"10.13039\/501100003086","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SN COMPUT. SCI."],"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Traditional manufacturing control systems such as Manufacturing Execution Systems (MES) or SCADA (Supervisory Control And Data Acquisition) were not designed for Industry 4.0 paradigm. Industry 4.0 implies that more data variables must be automatically monitored and data must be captured at a higher frequency: from one value of a few key variables to values of several variables captured at frequencies of seconds. Thus, new architectures and tools are required to merge Information Technology (IT) and Operation Technology (OT) fields and to meet Industry 4.0 requirements. This paper proposes a lightweight architecture based on micro-services and time series data requirements to connect to manufacturing process controllers, and to capture, store, monitor and visualize relevant data about the process. Moreover, a reference implementation based on Open Source tools is presented. This implementation has been validated by members of the maintenance team of a factory from Lecta, a paper manufacturer. The implementation has proven to be a new valuable tool providing further insights and customized alarms of the manufacturing process.<\/jats:p>","DOI":"10.1007\/s42979-023-02442-4","type":"journal-article","created":{"date-parts":[[2023,12,26]],"date-time":"2023-12-26T10:01:56Z","timestamp":1703584916000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Time Series Manufacturing Data Edge Monitoring and Visualization to Support Industrial Maintenance Teams"],"prefix":"10.1007","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5596-2838","authenticated-orcid":false,"given":"Ander","family":"Garcia","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2443-3367","authenticated-orcid":false,"given":"Xabier","family":"Oregui","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9588-6857","authenticated-orcid":false,"given":"Javier","family":"Franco","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0710-8148","authenticated-orcid":false,"given":"Unai","family":"Arrieta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jon","family":"Ferreres","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jose Andres","family":"Valencia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,12,26]]},"reference":[{"issue":"9","key":"2442_CR1","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1109\/MCOM.2018.1701233","volume":"56","author":"M Alam","year":"2018","unstructured":"Alam M, Rufino J, Ferreira J, Ahmed SH, Shah N, Chen Y. Orchestration of microservices for IoT using docker and edge computing. IEEE Commun Mag. 2018;56(9):118\u201323. https:\/\/doi.org\/10.1109\/MCOM.2018.1701233.","journal-title":"IEEE Commun Mag"},{"issue":"3","key":"2442_CR2","doi-asserted-by":"publisher","first-page":"899","DOI":"10.1016\/j.jestch.2019.01.006","volume":"22","author":"V Alc\u00e1cer","year":"2019","unstructured":"Alc\u00e1cer V, Cruz-Machado V. Scanning the Industry 4.0: a literature review on technologies for manufacturing systems. Eng Sci Technol Int J. 2019;22(3):899\u2013919. https:\/\/doi.org\/10.1016\/j.jestch.2019.01.006.","journal-title":"Eng Sci Technol Int J"},{"key":"2442_CR3","doi-asserted-by":"publisher","unstructured":"Azarmipour M, Elfaham H, Gries C, Kleinert T, Epple U (2020) A service-based architecture for the interaction of control and MES systems in industry 4.0 environment. In: IEEE international conference on industrial informatics (INDIN), 2020-July, pp. 217\u2013222. https:\/\/doi.org\/10.1109\/INDIN45582.2020.9442083.","DOI":"10.1109\/INDIN45582.2020.9442083"},{"key":"2442_CR4","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1016\/j.future.2018.06.042","volume":"90","author":"X Fei","year":"2019","unstructured":"Fei X, Shah N, Verba N, Chao KM, Sanchez-Anguix V, Lewandowski J, James A, Usman Z. CPS data streams analytics based on machine learning for cloud and fog computing: a survey. Future Gener Comput Syst. 2019;90:435\u201350. https:\/\/doi.org\/10.1016\/j.future.2018.06.042.","journal-title":"Future Gener Comput Syst"},{"key":"2442_CR5","doi-asserted-by":"crossref","unstructured":"Garcia A, Oregui X, Franco J, Arrieta U (2022) Edge containerized architecture for manufacturing process time series data monitoring and visualization. In: 3rd International conference on innovative intelligent industrial production and logistics (IN4PL 2022), pp. 145\u2013152","DOI":"10.5220\/0011574500003329"},{"key":"2442_CR6","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/j.mfglet.2014.12.001","volume":"3","author":"J Lee","year":"2015","unstructured":"Lee J, Bagheri B, Kao HA. A cyber-physical systems architecture for Industry 4.0-based manufacturing systems. Manuf Lett. 2015;3:18\u201323. https:\/\/doi.org\/10.1016\/j.mfglet.2014.12.001.","journal-title":"Manuf Lett"},{"key":"2442_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jii.2017.04.005","volume":"6","author":"Y Lu","year":"2017","unstructured":"Lu Y. Industry 4.0: A survey on technologies, applications and open research issues. J Ind Inf Integr. 2017;6:1\u201310. https:\/\/doi.org\/10.1016\/j.jii.2017.04.005.","journal-title":"J Ind Inf Integr"},{"key":"2442_CR8","doi-asserted-by":"publisher","unstructured":"Omar A, Imen B, M\u2019Hammed S, Bouziane B, David B (2019) Deployment of fog computing platform for cyber physical production system based on docker technology. In: Proceedings\u20142019 3rd international conference on applied automation and industrial diagnostics, ICAAID 2019, 1(September), pp. 1\u20136. https:\/\/doi.org\/10.1109\/ICAAID.2019.8934949.","DOI":"10.1109\/ICAAID.2019.8934949"},{"issue":"4","key":"2442_CR9","doi-asserted-by":"publisher","first-page":"2462","DOI":"10.1109\/COMST.2020.3009103","volume":"22","author":"T Qiu","year":"2020","unstructured":"Qiu T, Chi J, Zhou X, Ning Z, Atiquzzaman M, Wu DO. Edge computing in industrial internet of things: architecture, advances and challenges. IEEE Commun Surv Tutor. 2020;22(4):2462\u201388. https:\/\/doi.org\/10.1109\/COMST.2020.3009103.","journal-title":"IEEE Commun Surv Tutor"},{"key":"2442_CR10","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1016\/j.promfg.2021.07.019","volume":"54","author":"N Sz\u00e1nt\u00f3","year":"2021","unstructured":"Sz\u00e1nt\u00f3 N, Pedone G, Monek G, H\u00e1y B, J\u00f3svai J. Transformation of traditional assembly lines into interoperable CPPS for MES: an OPC UA enabled scenario. Procedia Manuf. 2021;54:118\u201323. https:\/\/doi.org\/10.1016\/j.promfg.2021.07.019.","journal-title":"Procedia Manuf"},{"key":"2442_CR11","doi-asserted-by":"publisher","first-page":"1618","DOI":"10.1109\/IWCMC48107.2020.9148467","volume":"2020","author":"C Yang","year":"2020","unstructured":"Yang C, Lan S, Shen W, Wang L, Huang GQ. Software-defined cloud manufacturing with edge computing for Industry 4.0. 2020 international wireless communications and mobile computing. IWCMC. 2020;2020:1618\u201323. https:\/\/doi.org\/10.1109\/IWCMC48107.2020.9148467.","journal-title":"IWCMC"}],"container-title":["SN Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42979-023-02442-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s42979-023-02442-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42979-023-02442-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,26]],"date-time":"2023-12-26T10:14:37Z","timestamp":1703585677000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s42979-023-02442-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,26]]},"references-count":11,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,1]]}},"alternative-id":["2442"],"URL":"https:\/\/doi.org\/10.1007\/s42979-023-02442-4","relation":{},"ISSN":["2661-8907"],"issn-type":[{"value":"2661-8907","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12,26]]},"assertion":[{"value":"16 April 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 October 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 December 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All authors declare they did not have conflict of interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"This article does not contain any studies with human participants or animals performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}],"article-number":"131"}}