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Unsupervised real-world knowledge extraction via disentangled variational autoencoders for photon diagnostics
We present real-world data processing on measured electron time-of-flight data via neural networks. Specifically, the use of disentangled variational autoencoders on data from a diagnostic instrument for online wavelength monitoring at the free electron laser FLASH in Hamburg. Without a-priori knowl...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9715554/ https://www.ncbi.nlm.nih.gov/pubmed/36456706 http://dx.doi.org/10.1038/s41598-022-25249-4 |