N-benzylation¶
This dataset reports the yield of undesired product (impurity) in an N-benzylation reaction. Four conditions of this reaction performed in a flow reactor can be controlled to minimize the yield of impurity. 1
The dataset includes 73 samples with four parameters and one objective.
Feature |
Kind |
Settings |
Description |
---|---|---|---|
flow rate |
continuous |
[ 0.2, 0.4] |
flow rate [mL/min] |
ratio |
continuous |
[ 1, 5] |
benzyl bromide equivalents |
solvent |
continuous |
[ 0.5, 1.0] |
solvent equivalents |
temperature |
continuous |
[ 110, 150] |
reaction temperature [Celsius] |
Objective |
Kind |
Goal |
---|---|---|
yield of impurity |
continuous |
minimize |
Reference
- 1
A.M. Schweidtmann, A.D. Clayton, N. Holmes, E. Bradford, R.A. Bourne, A.A. Lapkin. Machine learning meets continuous flow chemistry: Automated optimization towards the Pareto front of multiple objectives. Chem. Eng. J. 352 (2018) 277-282.