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A Machine Learning Model to Classify Dynamic Processes in Liquid Water
Authors:Jie Huang  Dr. Gang Huang  Prof. Dr. Shiben Li
Affiliation:1. Department of Physics, Wenzhou University, Wenzhou, Zhejiang, 325035 China;2. Institute of Theoretical Physics, Chinese Academy of Sciences, Beijing, 100190 China
Abstract:The front cover artwork is provided by the groups of Prof. Shiben Li (Wenzhou University, P.R. China) as well as Dr. Gang Huang (Institute of Theoretical Physics, Chinese Academy of Sciences, P.R. China). The image shows that characteristics of dynamic processes of water molecules in liquid water can be recognized and classified by a machine learning-based model if a graph representation is used to describe the hydrogen bond network. Read the full text of the Article at 10.1002/cphc.202100599 .
Keywords:AIMD  deep learning  dynamic process classification  hydrogen bond dynamics  LSTM
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