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The low-dimensional embeddings extract the coherent structures of interest, while preserving the inherent dynamics of the complex system. Experimental results highlight FTL\u2019s capacity to capture transitional behaviors and dynamical features in plasma dynamics\u2014a task often challenging for conventional methods. The model developed in this study is generalizable and can be extended broadly through transfer learning to address various magnetohydrodynamics modes.<\/jats:p>","DOI":"10.1088\/2632-2153\/adca83","type":"journal-article","created":{"date-parts":[[2025,4,8]],"date-time":"2025-04-08T22:53:53Z","timestamp":1744152833000},"page":"025015","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Transfer learning nonlinear plasma dynamic transitions in low dimensional embeddings via deep neural networks"],"prefix":"10.1088","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3092-0903","authenticated-orcid":true,"given":"Zhe","family":"Bai","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7486-0407","authenticated-orcid":true,"given":"Xishuo","family":"Wei","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8211-3636","authenticated-orcid":false,"given":"William","family":"Tang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7923-2896","authenticated-orcid":false,"given":"Leonid","family":"Oliker","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2007-8983","authenticated-orcid":true,"given":"Zhihong","family":"Lin","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8327-5717","authenticated-orcid":false,"given":"Samuel","family":"Williams","sequence":"additional","affiliation":[]}],"member":"266","published-online":{"date-parts":[[2025,4,16]]},"reference":[{"key":"mlstadca83bib1","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.50.891","volume":"50","author":"McGuire","year":"1983","journal-title":"Phys. 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