Title :
Autotuning of fractional order hold circuits for digital control systems
Author :
Bárcena, Rafael ; De la Sen, Manuel ; Garrido, Aitor J.
Author_Institution :
Dept. de Electron. y Telecommun., Pais Vasco Univ., Bilbao, Spain
Abstract :
A connectionist method for autotuning the free parameter of a fractional order hold (FROH) in order to improve the stability properties of the resulting discrete-time zeros is proposed. Such a technique employs multilayer perceptrons to approximate the mapping between the sampling period/continuous-time parameters of the plant and the optimal values of the FROH parameter. The neural networks are designed to adapt online to changing system structures, parameter values and sampling periods. To achieve this objective, the network weighting coefficients are determined during an off-line training phase. In this training phase, the optimal values of the FROH parameter are obtained by applying the classical generalized root locus procedure. Simulation results are presented in order to illustrate the properties of the complete regression system applied to a digitally controlled printing device
Keywords :
adaptive control; continuous time systems; control system synthesis; digital control; discrete time systems; neural nets; poles and zeros; tuning; autotuning; connectionist method; continuous-time parameters; digital control systems; discrete-time zeros; fractional order hold circuits; multilayer perceptrons; sampling period; stability properties; Circuits; Control systems; Digital control; Digital systems; Electrical equipment industry; Multilayer perceptrons; Neural networks; Printing; Sampling methods; Stability;
Conference_Titel :
Control Applications, 2001. (CCA '01). Proceedings of the 2001 IEEE International Conference on
Conference_Location :
Mexico City
Print_ISBN :
0-7803-6733-2
DOI :
10.1109/CCA.2001.973829