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Machine learning methods have been widely used in the investigations of thecomplex plasmas. In this paper, we demonstrate that the unsupervisedconvolutional neural network can be applied to obtain the melting line in thetwo-dimensional complex plasmas based on the Langevin dynamics simulationresults. The training samples do not need to be labeled. The resulting meltingline coincides with those obtained by the analysis of hexatic order parameterand supervised machine learning method.

Identification of the melting line in the two-dimensional complex plasmas using an unsupervised machine learning method