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From experiment design to closed-loop control
H Hjalmarsson - Automatica, 2005 - Elsevier
The links between identification and control are examined. The main trends in this research
area are summarized, with particular focus on the design of low complexity controllers from a …
area are summarized, with particular focus on the design of low complexity controllers from a …
Identification for control: From the early achievements to the revival of experiment design
M Gevers - European journal of control, 2005 - Elsevier
This paper presents the author's views on the development of identification for control. The
paper reviews the emergence of this subject as a specific topic over the last 15 years, at the …
paper reviews the emergence of this subject as a specific topic over the last 15 years, at the …
[PDF][PDF] Optimal experiment design for open and closed-loop system identification
This article reviews the development of experiment design in the field of identification of
dynamical systems, from the early work of the seventies on input design for open loop …
dynamical systems, from the early work of the seventies on input design for open loop …
Optimal experimental design and some related control problems
L Pronzato - Automatica, 2008 - Elsevier
This paper traces the strong relations between experimental design and control, such as the
use of optimal inputs to obtain precise parameter estimation in dynamical systems and the …
use of optimal inputs to obtain precise parameter estimation in dynamical systems and the …
Least costly identification experiment for control
All approaches to optimal experiment design for control have so far focused on deriving an
input signal (or input signal spectrum) that minimizes some control-oriented measure of …
input signal (or input signal spectrum) that minimizes some control-oriented measure of …
Robust optimal experiment design for system identification
This paper develops the idea of min–max robust experiment design for dynamic system
identification. The idea of min–max experiment design has been explored in the statistics …
identification. The idea of min–max experiment design has been explored in the statistics …
System identification of complex and structured systems
H Hjalmarsson - European journal of control, 2009 - Elsevier
A key issue in system identification is how to cope with high system complexity. In this
contribution we stress the importance of taking the application into account in order to cope …
contribution we stress the importance of taking the application into account in order to cope …
Input design via LMIs admitting frequency-wise model specifications in confidence regions
H Jansson, H Hjalmarsson - IEEE transactions on Automatic …, 2005 - ieeexplore.ieee.org
A framework for reformulating input design problems in prediction error identification as
convex optimization problems is presented. For linear time-invariant single input/single …
convex optimization problems is presented. For linear time-invariant single input/single …
A personal view of the development of system identification: A 30-year journey through an exciting field
M Gevers - IEEE Control systems magazine, 2006 - ieeexplore.ieee.org
In this article the author describes the development of system identification in the control
community as he has observed it over the last 30 years, both as a student of the subject …
community as he has observed it over the last 30 years, both as a student of the subject …
Identification and the information matrix: How to get just sufficiently rich?
In prediction error identification, the information matrix plays a central role. Specifically,
when the system is in the model set, the covariance matrix of the parameter estimates …
when the system is in the model set, the covariance matrix of the parameter estimates …