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AI discovers new molecules and reactions

Posted on 07 Aug 2018 and read 2318 times
AI discovers new molecules and reactionsA new type chemistry driven by Artificial Intelligence (AI) could revolutionise the way molecules are discovered, according to chemists at the University of Glasgow. In a paper published in the journal Nature, they say they have trained an organic chemical synthesis robot to automatically explore a very large number of chemical reactions.

Their ‘self-driving’ system, underpinned by machine learning algorithms, can find new reactions and molecules, allowing a digital-chemical data-driven approach to locating new molecules of interest, rather than being confined to a known database and the normal rules of organic synthesis.

The result could be a cheaper way of discovering new molecules for drugs, plus new chemical products including materials, polymers and molecules for high-tech applications like imaging. The team demonstrated the system’s potential by searching about 1,000 reactions using combinations of 18 different starting chemicals.

After exploring only around 10% of the possible reactions, the robot was able to predict (with over 80% accuracy) which combinations of starting chemicals should be explored to create new reactions and molecules.

By exploring these reactions, a range of previously unknown new molecules and reactions was discovered, with one of the reactions classed as ‘in the top 1% of the most unique reactions known’.

Lee Cronin, the University of Glasgow’s Regius Chair of Chemistry (www.gla.ac.uk), said: “This approach will allow the real-time searching of chemical space, leading to new discoveries of drugs and interesting molecules with valuable applications, while cutting cost, time and waste, improving safety and helping chemistry enter a new digital era.”