Algorithm optimization in the context of catalysis refers to the process of improving computational methods to enhance the efficiency and accuracy of simulations, predictions, and experimental designs in catalytic processes. This optimization is crucial for accelerating the discovery of new catalysts and optimizing existing ones for industrial applications.