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Automated spectroscopic modelling with optimised convolutional neural networks

Convolutional neural networks (CNN) for spectroscopic modelling are currently tuned manually, and the effects of their hyperparameters are not analysed. These can result in sub-optimal models. Here, we propose an approach to tune one-dimensional CNN (1D-CNNs) automatically. It consists of a parametr...

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Detalles Bibliográficos
Autores principales: Shen, Zefang, Viscarra Rossel, R. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794546/
https://www.ncbi.nlm.nih.gov/pubmed/33420224
http://dx.doi.org/10.1038/s41598-020-80486-9