In the field of catalysis, graph theory can be used to model and analyze the structural and functional properties of catalysts. Catalysts often have complex, interconnected structures that can be represented as graphs. By analyzing these graphs, researchers can gain insights into the reaction mechanisms, optimize catalyst structures, and predict the behavior of catalytic systems.