For the MD simulation of chemical reactions, to construct a reference dataset that covers the target chemical space while has as low redundancy as possible is critical. The workflow of the dataset preparation process is shown in Fig. , which can be roughly divided in to two steps: Building the Initial dataset and the Concurrent Learning process.