Ab initio calculations are computational methods used to solve quantum mechanical problems from first principles. These methods do not rely on empirical parameters and can provide highly accurate information about the electronic structure of molecules and materials. In the context of catalysis, these calculations are crucial for understanding the fundamental processes at the atomic and molecular levels.