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The measurement of the $K^{\pm}$ production in the Semi-Inclusive DeepInelastic Scattering (SIDIS) can provide further knowledge about the structureof nucleon, and thus it is purposed in the Solenoidal Large IntensityDevice(SoLID) at Jefferson Lab(JLab). In this experiment, the identification ofthe kaons is planed to be accomplished with the Multi-gap Resistive PlateChambers(MRPC), and the requirement for the time resolution is around 20 $\rmps$. This is very challenging for the present MRPC systems (typical resolution60 $\rm ps$), while in this paper, it is proved that the performance can beimproved largely if the signal waveform is obtained and analyzed with a neuralnetwork method. In a cosmic ray experiment, the time resolution of a 6-gap0.25$\rm mm$-thick MRPC reaches 36 $\rm ps$ with this method, and a even betterperformance is expected with a thinner MRPC.

The study of a new time reconstruction method for MRPC read out by waveform digitizer