Complex systems in catalysis refer to systems where multiple components interact in a non-linear fashion to produce a desired catalytic outcome. These systems are characterized by their intricate network of interactions, often involving multiple catalytic species, substrates, and reaction pathways. Understanding these interactions is critical for optimizing catalytic processes and developing new catalytic materials.