The paper discusses the system identification of a debutanizer column, a complex unit operation in chemical engineering, focusing on obtaining mathematical models through simulations. Using MATLAB's system identification toolbox, both linear and nonlinear models were analyzed, revealing instability in the linear model while some parameters in the nonlinear model demonstrated stability. The study highlights the challenges of managing such systems and the importance of accurate modeling for achieving stability.