Identification of ill-conditioned process using closed-loop data

An ill-conditioned process is one in which there exists equipment with unmeasurable variables between the input and output data to be modeled. The identification of closed-loop systems is investigated using actual closed-loop data. The optimization calculation techniques are used to identify the closed-loop system, and small gain theorem is used to verify the model.