Optimization algorithms in catalysis are computational methods designed to enhance the efficiency and performance of catalysts. These algorithms are used to discover optimal conditions, such as temperature, pressure, and reactant concentrations, to maximize the rate of chemical reactions or selectivity towards a desired product.