Title :
Implementation of a Wavelet-Based MRPID Controller for Benchmark Thermal System
Author :
Khan, M. A S K ; Rahman, M. Azizur
Author_Institution :
Fac. of Eng. & Appl. Sci., Memorial Univ. of Newfoundland, St. John´´s, NL, Canada
Abstract :
This paper presents a comparative analysis of the intelligent controllers for temperature control of a benchmark thermal system. The performances of the proposed wavelet-based multiresolution proportional-integral derivative (PID) (MRPID) controller, which can also be stated as a multiresolution wavelet controller, are compared with the conventional PID controller and the adaptive neural-network (NN) controller. In the proposed MRPID temperature controller, the temperature error of actual and command temperatures of a thermal system is decomposed into different frequency components at various scales of the discrete wavelet transform (DWT). The wavelet-transformed coefficients of temperature error at different scales of the DWT are scaled by their respective gains and then are added together to generate the control signal for the thermal system. The performances of these intelligent controllers are investigated in both simulation and experiments for different operating conditions of the thermal system. The performances of the wavelet-based MRPID controller are found superior to the conventional PID and adaptive NN controllers for temperature control of the thermal systems.
Keywords :
discrete wavelet transforms; neural nets; temperature control; three-term control; MRPID temperature controller; adaptive neural-network controller; benchmark thermal system; command temperatures; control signal; conventional PID controller; discrete wavelet transform; frequency components; intelligent controllers; multiresolution wavelet controller; temperature error; wavelet-based MRPID controller; wavelet-based multiresolution proportional-integral derivative controller; wavelet-transformed coefficients; Control systems; Discrete wavelet transforms; Neural networks; PD control; Pi control; Programmable control; Proportional control; Signal resolution; Temperature control; Three-term control; Adaptive control; digital-signal processor (DSP); discrete wavelet transform (DWT); feedforward neural network (NN); multiresolution decomposition; real-time implementation; temperature control; thermal system; wavelet control;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2010.2044121