Parameter estimation in catalysis involves determining the values of key parameters that define the catalytic process. These parameters include reaction rate constants, activation energy, adsorption coefficients, and diffusion coefficients. Accurate estimation is crucial for designing efficient catalytic systems and optimizing reaction conditions.