An automated intermolecular reaction discovery approach relying on heuristic atom-partitioned frontier orbital features

23 April 2025, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

Large-scale computational exploration of reactions o ers a new perspective for understanding chemical reaction processes. However, it often relies on chemical intuition and extensive manual e ort. We introduce here a novel algorithm for fast exploration of possible products in bimolecular reactions. The algorithm is based on atomistic features derived from the inexpensive electronic structure theory calculations. With the electronic structure as the sole required input from reactants, the reaction search includes the assessment of reactivity sites, the construction of corresponding trial reaction coordinates, and their exploration, all of which can be carried out autonomously. We demonstrate that our algorithm significantly reduces the manual effort involved in chemical reaction exploration using as reference a large set of prototype reactions obtained from textbooks and published databases. Furthermore, our approach achieves around 97% success in reproducing reference reaction outcomes, while keeping the computational cost low, thus, ensuring both reliability and efficiency. This exploration tool has been implemented in a self-developed reaction exploration package called aRST.

Keywords

reaction discovery
reactivity analysis

Supplementary materials

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Description
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Supporting information
Description
Sample code for computing the AFO features; reactions and products from the used benchmarks
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Supplementary weblinks

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