{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T17:00:51Z","timestamp":1771520451457,"version":"3.50.1"},"reference-count":109,"publisher":"MDPI AG","issue":"23","license":[{"start":{"date-parts":[[2022,11,29]],"date-time":"2022-11-29T00:00:00Z","timestamp":1669680000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["52278119"],"award-info":[{"award-number":["52278119"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Digital twins technology (DTT) is an application framework with breakthrough rules. With the deep integration of the virtual information world and physical space, it becomes the basis for realizing intelligent machining production lines, which is of great significance to intelligent processing in industrial manufacturing. This review aims to study the application of DTT and the Metaverse in fluid machinery in the past 5 years by summarizing the application status of pumps and fans in fluid machinery from the perspective of DTT and the Metaverse through the collection, classification, and summary of relevant literature in the past 5 years. The research found that in addition to relatively mature applications in intelligent manufacturing, DTT and Metaverse technologies play a critical role in the development of new pump products and technologies and are widely used in numerical simulation and fault detection in fluid machinery for various pumps and other fields. Among fan-type fluid machinery, twin fans can comprehensively use technologies, such as perception, calculation, modeling, and deep learning, to provide efficient smart solutions for fan operation detection, power generation visualization, production monitoring, and operation monitoring. Still, there are some limitations. For example, real-time and accuracy cannot fully meet the requirements in the mechanical environment with high-precision requirements. However, there are also some solutions that have achieved good results. For instance, it is possible to achieve significant noise reduction and better aerodynamic performance of the axial fan by improving the sawtooth parameters of the fan and rearranging the sawtooth area. However, there are few application cases of the Metaverse in fluid machinery. The cases are limited to operating real equipment from a virtual environment and require the combination of virtual reality and DTT. The application effect still needs further verification.<\/jats:p>","DOI":"10.3390\/s22239294","type":"journal-article","created":{"date-parts":[[2022,11,30]],"date-time":"2022-11-30T08:46:41Z","timestamp":1669798001000},"page":"9294","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":40,"title":["Application of Digital Twins and Metaverse in the Field of Fluid Machinery Pumps and Fans: A Review"],"prefix":"10.3390","volume":"22","author":[{"given":"Bin","family":"Yang","sequence":"first","affiliation":[{"name":"School of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, China"},{"name":"Department of Applied Physics and Electronics, Ume\u00e5 University, SE-90187 Ume\u00e5, Sweden"}]},{"given":"Shuang","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2525-3074","authenticated-orcid":false,"given":"Zhihan","family":"Lv","sequence":"additional","affiliation":[{"name":"Department of Game Design, Faculty of Arts, Uppsala University, SE-75105 Uppsala, Sweden"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2945-4685","authenticated-orcid":false,"given":"Faming","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Biosystems, KU Leuven, BE-3001 Leuven, Belgium"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8704-8538","authenticated-orcid":false,"given":"Thomas","family":"Olofsson","sequence":"additional","affiliation":[{"name":"Department of Applied Physics and Electronics, Ume\u00e5 University, SE-90187 Ume\u00e5, Sweden"}]}],"member":"1968","published-online":{"date-parts":[[2022,11,29]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"091209","DOI":"10.1115\/1.4054290","article-title":"Cavitation Characterization of Fluid Machinery Based on Cyclostationary Analysis: Part 1\u2014Cavity Type Identification by Carrier Distribution","volume":"144","author":"Wu","year":"2022","journal-title":"J. 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