Preventing discoloration often involves optimizing reaction conditions, such as temperature, pressure, and the concentration of reactants and catalysts. Additionally, using more stable catalytic materials or adding stabilizers can help minimize color changes. For instance, coating catalysts with protective layers can prevent oxidation and reduce discoloration.