Property-guided generation of complex polymer topologies using variational autoencoders

Keyphrases

• Polymer Topology 100%
• Complex Polymers 100%
• Variational Autoencoder 100%
• Guided Generation 100%
• Machine Learning 40%
• Dilute Solution 40%
• Engineering Polymers 40%
• Molecular Dynamics Simulation 20%
• Polymer Chain 20%
• Rheological Properties 20%
• Molecular Simulation 20%
• Science Application 20%
• Radius of Gyration 20%
• Solution Behavior 20%
• Polymer Properties 20%
• Polymer Science 20%
• Star Structure 20%
• Machine Learning Models 20%
• Dendritic Structure 20%
• Chain Architecture 20%
• Tailored Properties 20%
• Target Size 20%
• Generative Machine Learning 20%
• Topology Architecture 20%
• Variational Data 20%
• Multi-task Learning Framework 20%

Material Science

• Polymer 100%
• Variational Autoencoder 100%
• Molecular Simulation 11%
• Polymer Property 11%
• Polymer Engineering 11%