Title :
A Simplified Dynamic Matrix Control for application of embedded real-time MPC
Author :
Jiao, Xiaolong ; Zhu, Xuemei ; Xu, Ming ; Di, Liming
Author_Institution :
Sch. of Electr. & Autom. Eng., Nanjing Normal Univ., Nanjing, China
Abstract :
Model predictive control (MPC) has been proved to be an effective advanced control method in the petrochemical industry and extended to other areas gradually. Dynamic Matrix Control (DMC) is an early widely used representative algorithm of MPC. As quick and powerful computing requirements of normal DMC, it is difficult to apply it to the real-time control with a small-physical-size embedded system. In order to extend the MPC application, in this paper, a shifted matrix is introduced to make the control increment convergence to zero in the control horizon. Computing a number´s reciprocal can substitute for the matrix inversion and the control horizon need not be one in the simplified algorithm. The simulation confirms the validity of the algorithm. The problem with a simple constraint can be solved by modifying parameters of the shifted matrices.
Keywords :
matrix algebra; petrochemicals; predictive control; dynamic matrix control; embedded real-time MPC; model predictive control; petrochemical industry; shifted matrix; Computational modeling; Heuristic algorithms; Prediction algorithms; Predictive control; Predictive models; Water heating;
Conference_Titel :
Information Science and Technology (ICIST), 2011 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4244-9440-8
DOI :
10.1109/ICIST.2011.5765154