Back to Search
Start Over
A Deep-Learning-Based Method for Optical Transmission Link Assessment Applied to Optical Clock Comparisons
- Source :
- Photonics, Vol 10, Iss 8, p 920 (2023)
- Publication Year :
- 2023
- Publisher :
- MDPI AG, 2023.
-
Abstract
- We apply the Empirical Mode Decomposition (EMD) algorithm and the Time Convolutional Network (TCN) structure, predicated on Convolutional Neural Networks, to successfully enable feature extraction within high-precision optical time-frequency signals, and provide effective identification and alerts for abnormal link states. Experimental validation confirms that the proposed method not only delivers an efficacy on par with traditional manual techniques, but also excels in swiftly identifying anomalies that typically elude conventional approaches. This investigation furnishes novel theoretical backing and forecasting tools for high-precision optical transmission.
Details
- Language :
- English
- ISSN :
- 23046732
- Volume :
- 10
- Issue :
- 8
- Database :
- Directory of Open Access Journals
- Journal :
- Photonics
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.433ca726e354a9bacdf880e70db3727
- Document Type :
- article
- Full Text :
- https://doi.org/10.3390/photonics10080920