New Paper and Conference Talk about EVARS-GPR

New Paper and Conference Talk about EVARS-GPR

We published a novel machine learning algorithm EVARS-GPR an EVent-triggered Augmented Refitting of Gaussian Process Regression for Seasonal Data. Florian presented the method at the German AI Conference. The talk can be found on youtube: https://youtu.be/jZ6hZNMa-TE

New DFG Funding

New DFG Funding

We successfully attracted funding from the German Research Foundation (DFG) for the project “Reinforcement Learning for Automated Flowsheet Synthesis of Steady-State Processes”

New Publication in Nature Methods: The AIMe registry for artificial intelligence in biomedical research

New Publication in Nature Methods: The AIMe registry for artificial intelligence in biomedical research

An international research team with participants from several universities including Prof. Dr. Dominik Grimm has proposed a standardized registry for artificial intelligence (AI) work in biomedicine to improve the reproducibility of results and create trust in the use of AI algorithms in biomedical research and, in the future, in everyday clinical practice. The scientists presented their proposal in the scientific journal “Nature Methods”.

New Publication: Automated Flowsheet Synthesis Using Hierarchical Reinforcement Learning

New Publication: Automated Flowsheet Synthesis Using Hierarchical Reinforcement Learning

Recently we showed that reinforcement learning can be used to automatically generate process flowsheets without heuristics or prior knowledge. For this purpose, SynGameZero, a novel two-player game has been developed. In this work we extend SynGameZero by structuring the agent’s actions in several hierarchy levels, which improves the approach in terms of scalability and allows the consideration of more sophisticated flowsheet problems. We successfully demonstrate the usability of our novel framework for the fully automated synthesis of an ethyl tert-butyl ether process.

New Funding: Glycoside Production

New Funding: Glycoside Production

We successfully attracted funding for a new project from the Bavarian Ministry of Economic Affairs, Regional Development and Energy. More details will follow soon on our project page.