Congcong Liu, Jiangyong He, Pan Wang, Dengke Xing, Jin Li, Yange Liu, Zhi Wang. Characteristic extraction of soliton dynamics based on convolutional autoencoder neural network[J]. Chinese Optics Letters, 2023, 21(3): 031901
- Chinese Optics Letters
- Vol. 21, Issue 3, 031901 (2023)
Fig. 1. CAENN architecture.
Fig. 2. Double solitons collision. (a) Time-domain evolution; (b) spectrum.
Fig. 3. Double solitons. (a) Reconstructed spectra; (b) PCCs; (c) reconstructed field autocorrelation trajectory; (d) soliton separation and relative phase of the reconstructed 6000th round trip; (e) soliton separation and relative phase of the original 6000th round trip.
Fig. 4. Double solitons. (a) Relationship between the loss of double soliton collision and number of dense n; (b) latent parameters.
Fig. 5. Triple solitons collision. (a) Time-domain evolution; (b) spectrum.
Fig. 6. Triple solitons. (a) Reconstructed spectra; (b) PCCs; (c) reconstructed field autocorrelation trajectory; (d) separation and relative phase of the reconstructed 1680th round trip; (e) separation and relative phase of the original 1680th round trip.
Fig. 7. Triple solitons. (a) Relationship between the loss of double soliton collision and number of dense n; (b) latent parameters.
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