Prediction of the adsorption properties of liquid at solid surfaces with molecular scale surface roughness via encoding-decoding convolutional neural networks
Gaoyang Li, Yuting Guo, Takuya Mabuchi, Donatas Surblys, Taku Ohara, Takashi Tokumasu
Topics & Concepts
Convolutional neural networkVisualizationDeep learningSurface roughnessEncoding (memory)Materials scienceAdsorptionSurface finishNanoscopic scaleScale (ratio)Decoding methodsComputer scienceArtificial neural networkArtificial intelligenceMolecular dynamicsBiological systemComputational scienceAlgorithmNanotechnologyChemistryPhysicsComputational chemistryOrganic chemistryBiologyQuantum mechanicsComposite materialMachine Learning in Materials ScienceNanopore and Nanochannel Transport StudiesTheoretical and Computational Physics