Robust PID controllers by Taguchi's method
Abstract
Purpose
The aim of the paper is the fine‐tuning of proportional integral derivative (PID) controllers under model parameter uncertainties (noise).
Design/methodology/approach
The fine‐tuning of PID controllers achieved using the Taguchi method following the steps given: selection of the control factors of the PID with their levels; identification of the noise factors that cause undesirable variation on the quality characteristic of PID; design of the matrix experiment and definition of the data analysis procedure; analysis of the data; decision regarding optimum settings of the control parameters and predictions of the performance at optimum levels of control factors; calculation of the expected cost savings under optimum condition; and confirmation of experimental results.
Findings
An example of the proposed method is presented and demonstrates that given certain performance criteria, the Taguchi method can indeed provide sub‐optimal values for fine PID tuning in the presence of model parameter uncertainties (noise). The contribution of each factor to the variation of the mean and the variability of error is also calculated. The expected cost savings for PID under optimum condition are calculated. The confirmation experiments are conducted on a real PID controller.
Research limitations/implications
As a further research it is proposed the contiguous fine‐tuning of PID controllers under a number of a variant controllable models (noise).
Practical implications
The enhancement of PID controllers by Taguchi method is proposed with the form of a hardware mechanism. This mechanism will be incorporated in the PID controller and automatically regulate the PID parameters reducing the noise influence.
Originality/value
Application of Taguchi method in the scientific field of automation control.
Keywords
Citation
Vlachogiannis, J.G. and Roy, R.K. (2005), "Robust PID controllers by Taguchi's method", The TQM Magazine, Vol. 17 No. 5, pp. 456-466. https://doi.org/10.1108/09544780510615951
Publisher
:Emerald Group Publishing Limited
Copyright © 2005, Emerald Group Publishing Limited