Closed-loop optimization of general reaction conditions for heteroaryl Suzuki-Miyaura coupling
作者:Nicholas H. Angello、Vandana Rathore、Wiktor Beker、Agnieszka Wołos、Edward R. Jira、Rafał Roszak、Tony C. Wu、Charles M. Schroeder、Alán Aspuru-Guzik、Bartosz A. Grzybowski、Martin D. Burke
DOI:10.1126/science.adc8743
日期:2022.10.28
matrix down-selection, uncertainty-minimizing machine learning, and robotic experimentation to discover general reaction conditions. Application to the challenging and consequential problem of heteroarylSuzuki-Miyaura cross-coupling identified conditions that double the average yield relative to a widely used benchmark that was previously developed using traditional approaches. This study provides a practical