DOAJ Open Access 2024

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

Hu-Sheng Li He Huang Wei Yang Cheng-Ran Du

Abstrak

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

Topik & Kata Kunci

Plasma physics. Ionized gases Science

Penulis (4)

Hu-Sheng Li

He Huang

Wei Yang

Cheng-Ran Du

Format Sitasi

APA MLA BibTeX

Li, H., Huang, H., Yang, W., Du, C. (2024). Identification of the melting line in the two-dimensional complex plasmas using an unsupervised machine learning method. https://doi.org/10.1016/j.fpp.2023.100031

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Informasi Jurnal

Tahun Terbit: 2024
Sumber Database: DOAJ
DOI: 10.1016/j.fpp.2023.100031
Akses: Open Access ✓