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Property-guided generation of complex polymer topologies using variational autoencoders

Engineering and Technology

Property-guided generation of complex polymer topologies using variational autoencoders

S. Jiang, A. B. Dieng, et al.

This research by Shengli Jiang, Adji Bousso Dieng, and Michael A. Webb delves into the innovative application of variational autoencoders to generate intricate polymer topologies tailored for specific properties. With a diverse dataset of polymers, their model, TopoGNN, not only predicts key characteristics but also opens new opportunities for engineered polymers using machine learning.... show more
Citation Metrics
Citations
40
Influential Citations
0
Reference Count
90
Citation by Year

Note: The citation metrics presented here have been sourced from Semantic Scholar and OpenAlex.

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