DocumentCode :
2796659
Title :
Multiscale model predictive control algorithm for multirate dynamic systems
Author :
Wang, Lei ; Wen, Cheng-lin
Author_Institution :
Inst. of Inf. & control, Hangzhou Dianzi Univ., Hangzhou
Volume :
7
fYear :
2008
fDate :
12-15 July 2008
Firstpage :
4062
Lastpage :
4067
Abstract :
This paper presents a new multiscale model predictive control algorithm for multirate system by applying multiscale theory framework. The key advantage of this algorithm is that the modeling of multirate system in multiscale domain is easy and has wide generality. The multiscale model can treat with the multirate variable ingeniously. The second contribution of this algorithm is that the computation efficiency is greatly improved by employing the parallel operation and variable horizon, while it has the same control effect as the model predictive control method in time domain. Furthermore, this paper proposes a multiscale fusion estimation method to estimate state for multirate control system.
Keywords :
multivariable control systems; predictive control; multirate dynamic systems; multiscale fusion estimation method; multiscale model predictive control algorithm; parallel operation; variable horizon; Control systems; Heuristic algorithms; Machine learning; Machine learning algorithms; Prediction algorithms; Predictive control; Predictive models; Sampling methods; Sensor systems; State estimation; Model predictive control; Multirate; Multiscale; Multisensor fusion; Parallel operation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2008 International Conference on
Conference_Location :
Kunming
Print_ISBN :
978-1-4244-2095-7
Electronic_ISBN :
978-1-4244-2096-4
Type :
conf
DOI :
10.1109/ICMLC.2008.4621113
Filename :
4621113
Link To Document :
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