{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T14:39:32Z","timestamp":1781534372175,"version":"3.54.5"},"reference-count":21,"publisher":"MDPI AG","issue":"5","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100025294","name":"Taighde \u00c9ireann\u2014Research Ireland","doi-asserted-by":"crossref","award":["13\/RC\/2094_P2"],"award-info":[{"award-number":["13\/RC\/2094_P2"]}],"id":[{"id":"10.13039\/501100025294","id-type":"DOI","asserted-by":"crossref"}]},{"award":["13\/RC\/2094_P2"],"award-info":[{"award-number":["13\/RC\/2094_P2"]}],"id":[{"id":"https:\/\/ror.org\/010t7sr36","id-type":"ROR","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Data"],"abstract":"<jats:p>Publicly available electricity datasets from operational industrial facilities remain limited due to instrumentation cost, retrofit complexity, and data governance constraints. This paper presents an openly accessible dataset of asset-level electrical energy measurements collected from a medium-scale industrial manufacturing facility over an approximately one-year observation window, with staged commissioning resulting in heterogeneous temporal coverage. The dataset includes time-series measurements from production machinery, auxiliary systems, and distribution-level assets instrumented using a heterogeneous fleet of Ethernet and RS-485 energy meters integrated via industrial gateways and programmable logic controllers. Measurements were acquired via a SCADA-based logging infrastructure and exported from an operational SQL historian. The publicly released dataset comprises fixed 15 min aggregated energy and power metrics derived from high-frequency SCADA telemetry. In its released ALL-phase representation, the dataset comprises measurements from 43 monitored assets and 1,039,873 15 min windows, corresponding to 2.96 GWh of measured electrical energy. Mean window-level data coverage is 99.99%, and 97.72% of ALL-phase windows satisfy the dataset\u2019s reliability criterion. Interval records include energy consumption, demand, data coverage metrics, and reliability indicators. The dataset reflects real-world industrial monitoring conditions, including mixed communication pathways and irregular sampling behaviour, and is intended to support research in industrial energy analytics, data quality assessment, load profiling, and operational energy modelling.<\/jats:p>","DOI":"10.3390\/data11050101","type":"journal-article","created":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T16:54:07Z","timestamp":1777654447000},"page":"101","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["An Open Industrial Energy Dataset with Asset-Level Measurements and High-Coverage 15-Minute Aggregates from a Manufacturing Facility"],"prefix":"10.3390","volume":"11","author":[{"given":"Christopher","family":"Flynn","sequence":"first","affiliation":[{"name":"IMaR Research Centre, Munster Technological University, V92 CX88 Tralee, County Kerry, Ireland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Trevor","family":"Murphy","sequence":"additional","affiliation":[{"name":"IMaR Research Centre, Munster Technological University, V92 CX88 Tralee, County Kerry, Ireland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6756-3700","authenticated-orcid":false,"given":"Joseph","family":"Walsh","sequence":"additional","affiliation":[{"name":"IMaR Research Centre, Munster Technological University, V92 CX88 Tralee, County Kerry, Ireland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0526-565X","authenticated-orcid":false,"given":"Daniel","family":"Riordan","sequence":"additional","affiliation":[{"name":"IMaR Research Centre, Munster Technological University, V92 CX88 Tralee, County Kerry, Ireland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2026,5,1]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1731","DOI":"10.1177\/0954405416673101","article-title":"An Energy Mapping Methodology to Reduce Energy Consumption in Manufacturing Operations","volume":"232","author":"Cosgrove","year":"2018","journal-title":"Proc. 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Internet Things"},{"key":"ref_7","first-page":"579","article-title":"Towards Industry 4.0-Standardization as the Crucial Challenge for Highly Modular, Multi-Vendor Production Systems","volume":"48","author":"Weyer","year":"2015","journal-title":"IFAC-Pap."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Bunse, K., and Vodicka, M. (2010). Managing Energy Efficiency in Manufacturing Processes\u2013Implementing Energy Performance in Production Information Technology Systems. IFIP International Federation for Information Processing\/IFIP, Springer.","DOI":"10.1007\/978-3-642-15479-9_25"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1186\/s42162-020-00131-7","article-title":"NILM-Based Approach for Energy Efficiency Assessment of Household Appliances","volume":"3","author":"Garcia","year":"2020","journal-title":"Energy Inform."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1541880.1541883","article-title":"Methodologies for Data Quality Assessment and Improvement","volume":"41","author":"Batini","year":"2009","journal-title":"ACM Comput. Surv."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"110841","DOI":"10.1016\/j.rser.2021.110841","article-title":"Energy and Maintenance Management Systems in the Context of Industry 4.0. Implementation in a Real Case","volume":"142","year":"2021","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"318","DOI":"10.1016\/j.procir.2015.10.006","article-title":"A Study on Electric Energy Consumption of Manufacturing Companies in the German Industry with the Focus on Electric Drives","volume":"41","author":"Javied","year":"2016","journal-title":"Procedia CIRP"},{"key":"ref_13","unstructured":"(2026, February 28). EM220 Series Three-Phase Energy Meter Data Sheet. Weidm\u00fcller Interface GmbH & Co. KG. Available online: https:\/\/datasheet.weidmueller.com\/pdf\/en\/7760051005\/scope\/2\/."},{"key":"ref_14","unstructured":"Rayleigh Instruments Ltd. (2026, February 28). RI-F200 Series Energy Meter Technical Specification. Available online: https:\/\/www.rayleigh.com\/media\/uploads\/RI_Data_Sheet_RI-F200_W_05_12_19.pdf."},{"key":"ref_15","unstructured":"Rayleigh Instruments Ltd. (2026, February 28). RI-F400 Series Energy Meter Technical Specification. Available online: https:\/\/www.rayleigh.com\/media\/uploads\/RI_Data_Sheet_RI-F400_W_19_08_19.pdf."},{"key":"ref_16","unstructured":"Modbus Organization (2026, February 28). Modbus Application Protocol Specification V1.1b3. Available online: https:\/\/www.modbus.org\/file\/secure\/modbusprotocolspecification.pdf."},{"key":"ref_17","unstructured":"(2026, February 28). X2 Pro 10 10\u201d HMI with IX Runtime Module Datasheet. Beijer Electronics AB. Available online: https:\/\/icdn.tradew.com\/file\/201606\/1569362\/pdf\/7271807.pdf."},{"key":"ref_18","unstructured":"(2026, February 28). Box2 Pro Installation Manual. Beijer Electronics AB. Available online: https:\/\/www.beijerelectronics.com\/docs\/BoX2-pro-Installation\/BoX2_pro_Installation_MAEN275_2023-09-19.pdf."},{"key":"ref_19","unstructured":"Mitsubishi Electric (2026, February 28). MELSEC Communication Protocol Reference Manual (MC Protocol). Available online: https:\/\/dl.mitsubishielectric.com\/dl\/fa\/document\/manual\/plc\/sh080008\/sh080008ab.pdf."},{"key":"ref_20","unstructured":"Weidm\u00fcller GTI Software GmbH (2026, February 28). PROCON-WEB Online Documentation. Available online: https:\/\/support.weidmueller.com\/online-documentation\/latest\/293445\/files\/HilfeSystem\/HilfeSystem.html."},{"key":"ref_21","unstructured":"Python Software Foundation (2026, February 28). Python Release Python 3.13.0. Available online: https:\/\/www.python.org\/downloads\/release\/python-3130\/."}],"container-title":["Data"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2306-5729\/11\/5\/101\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,3]],"date-time":"2026-05-03T04:20:33Z","timestamp":1777782033000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2306-5729\/11\/5\/101"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,1]]},"references-count":21,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2026,5]]}},"alternative-id":["data11050101"],"URL":"https:\/\/doi.org\/10.3390\/data11050101","relation":{},"ISSN":["2306-5729"],"issn-type":[{"value":"2306-5729","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,1]]}}}