In catalysis research, supercomputers are used to perform computational simulations and modeling of catalytic processes. These simulations help researchers understand the mechanisms of catalytic reactions at the atomic and molecular levels. By utilizing supercomputers, scientists can predict the behavior of catalysts, optimize their performance, and design new catalytic materials more efficiently.