Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach /

Bibliographic Details
Main Authors: Huang, Biao. (Author), Kadali, Ramesh. (Author)
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: London : Springer London : Imprint: Springer, 2008.
Edition:1st ed. 2008.
Series:Lecture Notes in Control and Information Sciences,
Subjects:
Table of Contents:
  • 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.