Litcius/Paper detail

A cocrystal prediction method of graph neural networks based on molecular spatial information and global attention

Yanlei Kang, Jiahui Chen, Xiu-Rong Hu, Yunliang Jiang, Li Zhong

2023CrystEngComm15 citationsDOI

Abstract

This paper proposes a PFGNet model based on graph neural network, which adds molecular 3D point cloud information to represent the global aspect of molecules through the global attention mechanism.

Topics & Concepts

Computer scienceCocrystalArtificial neural networkGraphPoint cloudTheoretical computer scienceGlobal networkDeep neural networksArtificial intelligenceData miningMoleculeChemistryComputer networkHydrogen bondOrganic chemistryMachine Learning in Materials ScienceComputational Drug Discovery MethodsCrystallography and molecular interactions