{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,24]],"date-time":"2026-01-24T10:14:50Z","timestamp":1769249690182,"version":"3.49.0"},"reference-count":16,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T00:00:00Z","timestamp":1764633600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T00:00:00Z","timestamp":1764633600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"funder":[{"DOI":"10.13039\/100019027","name":"Inner Mongolia University of Science and Technology","doi-asserted-by":"publisher","award":["2024QNJS147"],"award-info":[{"award-number":["2024QNJS147"]}],"id":[{"id":"10.13039\/100019027","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Internet Technology Letters"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>This study, under the background of the Industrial Internet of Things (IIoT) promoting the digitalization of intangible cultural heritage, proposes an improved solution based on Stable Diffusion and LoRA fine\u2010tuning. By constructing a three\u2010level label system of \u201cpattern type\u2010color combination\u2010cultural connotation,\u201d the generation effect of Mongolian embroidery is optimized. The experiment adopts a three\u2010group control design and verifies it with indicators such as PSNR and cultural compliance. The results show that the three\u2010level label model is significantly superior to other groups in terms of pattern restoration and cultural authenticity. This study provides a lightweight solution of \u201ccloud\u2010edge\u2010device\u201d collaboration for the digital inheritance of ethnic culture in the IIoT environment and points out the direction for the generation of automated labels and the optimization of distributed computing.<\/jats:p>","DOI":"10.1002\/itl2.70197","type":"journal-article","created":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T16:12:48Z","timestamp":1764691968000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["<scp>IIoT<\/scp>\n                    \u2010Driven Digitalization of Intangible Cultural Heritage: Mongolian Embroidery Generation Technology Based on Stable Diffusible\n                    <scp>LoRA<\/scp>\n                    Multi\u2010Level Tag Optimization"],"prefix":"10.1002","volume":"9","author":[{"given":"Xiaohui","family":"Yang","sequence":"first","affiliation":[{"name":"College of Art and Design Shaanxi University of Science and Technology  Xi'an China"},{"name":"College of Architecture and Art Design Inner Mongolia University of Science and Technology  Baotou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gaofeng","family":"Mi","sequence":"additional","affiliation":[{"name":"College of Art and Design Shaanxi University of Science and Technology  Xi'an China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2025,12,2]]},"reference":[{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3422622"},{"issue":"1","key":"e_1_2_8_3_1","first-page":"1","article-title":"Review on the Research Progress of Generative Adversarial Networks for 6G","volume":"8","author":"Chanyuan M.","year":"2024","journal-title":"Journal of Internet of Things"},{"issue":"3","key":"e_1_2_8_4_1","first-page":"266","article-title":"Signals in Experiments With Different Electromagnetic Field (EMF) Conditions","volume":"58","author":"Chrissanthi H. 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