Fig. 1. Schematic diagram of automatic mode-locked fiber laser

Fig. 2. Flow chart of adaptive genetic algorithm

Fig. 3. CNN image classification model. (a) Structural schematic diagram; (b) performance diagram

Fig. 4. Typical images of CNN image classification model. (a)(b) Mode-locked spectral images; (c)‒(f) non-mode-locked spectral images; (g)‒(i) typical continuous wave spectrum

Fig. 5. Pulse output characteristics under mode-locked state at 300 mW. (a) Spectrum of typical mode-locked state; (b) curve of the corresponding oscilloscope; (c) autocorrelation curve under mode-locking

Fig. 6. Results of 40 independent tests with fixed MPC at 300 mW pump power. (a) Results of 40 independent tests; (b) frequency histogram of mode-locked algebra

Fig. 7. Results of 10 independent tests in 3 random polarization states of MPCs when pump power is 300 mW