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Combining High-Throughput Experimentation and Automated Flow for Bayesian Optimization of a Metallaphotoredox
Stefan Desimpel1, Jan Dijkmans2, Florian Medina2
1SynBioC Research Group, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium.
This study optimized metallaphotoredox C(sp2)-C(sp3) coupling using a two-stage workflow. The method efficiently identifies optimal conditions for aryl halides and alkyl boronic esters, enabling greener chemical synthesis.
Area of Science:
- Organic Chemistry
- Catalysis
- Chemical Synthesis
Background:
- Metallaphotoredox catalysis enables challenging C-C bond formations.
- Optimization of these reactions often requires extensive screening.
- Developing efficient and sustainable synthetic methods is crucial.
Purpose of the Study:
- To develop an optimized two-stage workflow for metallaphotoredox C(sp2)-C(sp3) coupling.
- To apply high-throughput experimentation (HTE) and Bayesian optimization (BO) for reaction variable selection.
- To extend the coupling reaction to a wider range of substrates, including aryl triflates.
Main Methods:
- A two-stage optimization strategy combining HTE with BO for discrete variables.
- Flow chemistry for fine-tuning continuous reaction parameters.
- Screening of photocatalyst, nickel precursor, ligand, solvent, and amine.
Main Results:
- Identified optimal conditions for C(sp2)-C(sp3) coupling across four aryl (pseudo)halides and alkyl boronic acid pinacol esters.
- Achieved autonomous identification of reactivity trends without prior knowledge.
- Developed DMF- and precious-metal-free protocols, extending the reaction to aryl triflates.
Conclusions:
- The sequential HTE-BO and flow chemistry approach efficiently optimizes metallaphotoredox coupling.
- This strategy enables the development of sustainable and broadly applicable synthetic protocols.
- The study successfully expanded the scope of C(sp2)-C(sp3) coupling to include aryl triflates.
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