Paper Info
Title
Awareness and its use in Incremental Data Driven Modelling for Plug and Play Process Control.
Abstract
In this paper, we focus on the problem of incremental system identification for the purpose of automatic reconfiguration of control systems. We consider the particular case where a linear time-invariant system is augmented with either an extra sensor or an extra actuator and derive prediction error methods for recursively estimating the additional parameters while retaining the existing system model. Next, we propose a novel measure of the “usefulness” of new signals that appear in an existing control loop due to the addition of a new device, e.g., a sensor. This measure, which we refer to as awareness, indicates if there is a relation between the signal provided by the new device and the existing process, as well as what the new device is good for in terms of control performance. Finally, a simulation example illustrates the potentials of the proposed method.
Year
DOI
Venue
2012
10.3166/ejc.18.24-37
European Journal of Control
Keywords
Field
DocType
System identification,incremental modelling,reconfigurable systems,adaptive control,plug and play process control,model validation
Control theory,Control engineering,Plug and play,Automatic control,Process control,Adaptive control,Control system,System identification,System model,Control reconfiguration,Mathematics
Journal
Volume
Issue
ISSN
18
1
0947-3580
Citations 
PageRank 
References 
0
0.34
4
Authors
3
Name
Order
Citations
PageRank
Torben Knudsen1135.23
Jan Dimon Bendtsen24622.56
Klaus Trangbaek3154.03