Neural-network-assisted femtosecond laser pulse duration measurement using two-photon absorption
Neural-network-assisted femtosecond laser pulse duration measurement using two-photon absorption
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摘要:
In this work,a neural network(NN)method is developed for pulse duration inferring for an erbium-doped fiber laser at 1550 nm.Experimentally,the interferometric autocorrelation trace is observed clearly with the use of the two-photon absorption(TPA)effect in a GaAs photodiode.The intensity autocorrelation function is curve-fitted by the NN with an appropriate performance,and the measuring accuracy is consistent with a commercial autocorrelator.Compared with the Levenberg-Marquardt curve-fitting method,the NN can retrieve the inten-sity autocorrelation function more stably and has a certain noise reduction ability,simplifying the signal process-ing for a TPA photodiode-based autocorrelator.