Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach - Huang, Biao.; Kadali, Ramesh; SpringerLink (Online service) (London : Springer London : Imprint: Springer, 2008)
I Dynamic Modeling through Subspace Identification -- System Identification: Conventional Approach -- Open-loop Subspace Identification -- Closed-loop Subspace Identification -- Identification of Dynamic Matrix and Noise Model Using Closed-loop Data -- II Predictive Control -- Model Predictive Control: Conventional Approach -- Data-driven Subspace Approach to Predictive Control -- III Control Performance Monitoring -- Control Loop Performance Assessment: Conventional Approach -- State-of-the-art MPC Performance Monitoring -- Subspace Approach to MIMO Feedback Control Performance Assessment -- Prediction Error Approach to Feedback Control Performance Assessment -- Performance Assessment with LQG-benchmark from Closed-loop Data.
Keywords: Control engineering; System theory; Chemical engineering; Vibration; Dynamical systems; Dynamics; Robotics; Mechatronics; Computational complexity; Control and Systems Theory; Systems Theory, Control; Industrial Chemistry/Chemical Engineering; Vibration, Dynamical Systems, Control; Control, Robotics, Mechatronics; Complexity