Project Details

Description

With the recent advances in artificial intelligence (AI) and machine learning (ML), the discovery of novel materials has been democratized in such a drastic way, that everyone with a computer can potentially simulate novel chemical compounds to help solve some of humanities grand challenges such as compounds for solar energy conversion, disease prevention or new materials for both efficient pollutant degradation and energy storage. The literature is full of theoretical studies and predictions however worryingly few contain actual synthesis and experimental validation of these materials due to the complications that are typically involved with synthesizing such compounds. To overcome the lack of actual synthesized compounds, this project attempts to answer the following question: Is it possible to use data-driven approaches to incorporate synthesis protocols directly into simulation-based compound discovery? Answering this question will pave the way for a new and improved discovery process of molecules and compounds that potentially are easy and more realistic to make and validate. Additionally, this it will pave the way to automate the process from simulation to product – similarly to how the automobile production industry was revolutionized more than 100 years ago by Henry Ford.
StatusActive
Effective start/end date01/01/202331/12/2024

Funding

  • Villum Fonden: DKK1,928,177.00

Fingerprint

Explore the research topics touched on by this project. These labels are generated based on the underlying awards/grants. Together they form a unique fingerprint.
  • What is missing in autonomous discovery: Open challenges for the community

    Maffettone, P. M., Friederich, P., Baird, S. G., Blaiszik, B., Brown, K. A., Campbell, S. I., Cohen, O. A., Davis, R. L., Foster, I. T., Haghmoradi, N., Hereld, M., Joress, H., Jung, N., Kwon, H-K., Pizzuto, G., Rintamaki, J., Steinmann, C., Torresi, L. & Sun, S., 16 Oct 2023, In: Digital Discovery. 2, 6, p. 1644-1659 16 p.

    Research output: Contribution to journalReview articlepeer-review

    Open Access
    File
    4 Citations (Scopus)
    3 Downloads (Pure)