One-dimensional convolutional neural network-based analysis of dielectric spectral abundance in liquid-phase media

Abstract Aiming at the difficult problem of component information analysis of mixed dielectric spectra, the component information characteristics of mixed dielectric spectra are investigated by one-dimensional convolutional neural network, and the component analysis of mixed media is realised. First...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Jiangyang Yu, Zhenyu Jia, Xuan Han, Ri Hu, Zizhou Yang, Jinghui Xu
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-03-01
Subjects:	Deep learning Crop Dielectric properties Demixing Denoising
Online Access:	https://doi.org/10.1038/s41598-025-86667-8