Publications (4)
Polygrammar: Grammar for Digital Polymer Representation and Generation
Minghao Guo, Wan Shou, Liane Makatura +3
Polymers are widely-studied materials with diverse properties and applications determined by different molecular structures. It is essential to represent these structures clearly a…
Closed-Loop Control of Direct Ink Writing via Reinforcement Learning
Michal Piovarci, Michael Foshey, Jie Xu +6
Enabling additive manufacturing to employ a wide range of novel, functional materials can be a major boost to this technology. However, making such materials printable requires pai…
Accelerated Discovery of 3D Printing Materials Using Data-Driven Multi-Objective Optimization
Timothy Erps, Michael Foshey, Mina KonakoviÄ LukoviÄ +6
Additive manufacturing has become one of the forefront technologies in fabrication, enabling new products impossible to manufacture before. Although many materials exist for additi…
AutoOED: Automated Optimal Experiment Design Platform
Yunsheng Tian, Mina KonakoviÄ LukoviÄ, Timothy Erps +2
We present AutoOED, an Optimal Experiment Design platform powered with automated machine learning to accelerate the discovery of optimal solutions. The platform solves multi-object…