Polymers for Extreme Conditions Designed Using Syntax-Directed Variational Autoencoders

no code implementations • 4 Nov 2020 • Rohit Batra, Hanjun Dai, Tran Doan Huan, Lihua Chen, Chiho Kim, Will R. Gutekunst, Le Song, Rampi Ramprasad

The design/discovery of new materials is highly non-trivial owing to the near-infinite possibilities of material candidates, and multiple required property/performance objectives.

GPR

Polymer Informatics: Current Status and Critical Next Steps

no code implementations • 1 Nov 2020 • Lihua Chen, Ghanshyam Pilania, Rohit Batra, Tran Doan Huan, Chiho Kim, Christopher Kuenneth, Rampi Ramprasad

Artificial intelligence (AI) based approaches are beginning to impact several domains of human life, science and technology.

Property Prediction