Lecture Notes in Control and Information Sciences

A Data-driven Subspace Approach

By: Biao Huang, Ramesh Kadali

Write A Review

Paperback | 11 April 2008

At a Glance

Paperback
268 Pages

Dimensions(cm)
23.5 x 15.24 x 1.91

Paperback

$169.00

or 4 interest-free payments of $42.25 with

Ships in 5 to 7 business days

A typical design procedure for model predictive control or control performance monitoring consists of: 1. identification of a parametric or nonparametric model; 2. derivation of the output predictor from the model; 3. design of the control law or calculation of performance indices according to the predictor.

Both design problems need an explicit model form and both require this three-step design procedure. Can this design procedure be simplified? Can an explicit model be avoided? With these questions in mind, the authors eliminate the first and second step of the above design procedure, a "data-driven" approach in the sense that no traditional parametric models are used; hence, the intermediate subspace matrices, which are obtained from the process data and otherwise identified as a first step in the subspace identification methods, are used directly for the designs. Without using an explicit model, the design procedure is simplified and the modelling error caused by parameterization is eliminated.

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $89.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.

Defective items

If there is a problem with any of the items received for your order then the Booktopia Customer Care team is ready to assist you.

For more info please visit our Help Centre.

Introduction	p. 1
Dynamic Modeling through Subspace Identification
System Identification: Conventional Approach	p. 9
Open-loop Subspace Identification	p. 31
Closed-loop Subspace Identification	p. 55
Identification of Dynamic Matrix and Noise Model Using Closed-loop Data	p. 79
Predictive Control
Model Predictive Control: Conventional Approach	p. 101
Data-driven Subspace Approach to Predictive Control	p. 121
Control Performance Monitoring
Control Loop Performance Assessment: Conventional Approach	p. 145
State-of-the-art MPC Performance Monitoring	p. 157
Subspace Approach to MIMO Feedback Control Performance Assessment	p. 177
Prediction Error Approach to Feedback Control Performance Assessment	p. 195
Performance Assessment with LQG-bench mark from Closed-loop Data	p. 213
References	p. 229
Index	p. 237
Table of Contents provided by Blackwell. All Rights Reserved.

Lecture Notes in Control and Information Sciences

A Data-driven Subspace Approach

At a Glance

Paperback

Shipping

How to return your order

Defective items

You Can Find This Book In

More in Maths for Engineers

Mathematics for Technicians

7th Edition

Modern Engineering Mathematics

6th Edition

Bird's Engineering Mathematics

9th Edition

Mathematics for Machine Learning

Engineering Mathematics

8th edition

Mathematical Methods for Physics and Engineering

A Comprehensive Guide

Modern Engineering Mathematics pack with MyMathLab Global

6th edition

Bird's Higher Engineering Mathematics

9th Edition

Sustainability and Reliability of Networks

Technology and Applications

Dynamic Characteristics of Layered Structures

Mathematical Modelling and Numerical Simulations

Fuzzy Sets and Triangular Norms

Aggregation in Decision-Aided Intelligent Systems

Advanced Engineering Mathematics, International Adaptation

ISE Numerical Methods for Engineers

8th edition

Model-Based Enterprise

Achieving Lasting Value with MBD and MBE

Control of Nonlinear Systems

Stability and Performance

Foundation Engineering Mathematics

Engineering Mathematics and Operations Research

Application of Group Theory to Symmetric Structures

Data-Driven Modelling with Fuzzy Sets

A Neutrosophic Perspective

Performance-Based Seismic Design of Reinforced Concrete Buildings

Advanced Modeling and Applications

Mathematical Demography

Theory and Modeling

Complex Networks & Their Applications XIV

Proceedings of the Fourteenth International Conference on Complex Networks and Their Applications: COMPLEX NETWORKS 2025, Volume 2

Soil Conditioning in Shield Tunneling

Theory and Application

Proceedings of the 19th International Conference Inter-Eng 2025 Interdisciplinarity in Engineering Held During 3-4 October 2025

Volume 2

ELECTRIMACS 2024

Selected Papers â" Volume 2

This product is categorised by