TY - GEN
T1 - PID and CMAC compound control of complex TRS using chaotic optimization strategy
AU - Wang, Xinzheng
AU - Zheng, Shiqiang
AU - Han, Yujie
AU - Yang, Hui
PY - 2010
Y1 - 2010
N2 - A CMAC (Cerebellar Model Articulation Controller) network combined with PID (Proportion Integration Differential) control method was proposed in this paper. Aiming at the characteristics such as multivariable, strong coupling, nonlinear and time-varying parameters for the turbine regulating system, an improved mutative scale chaotic optimization algorithm was used for tuning the weight parameters of neural network and PID parameters to realize the multivariable optimal control. The new control strategy doesn't depend on the accurate math model of the plant. Moreover, it avoids a mass of tuning work in the progress of design. Simulation results showed that the method has many advantages such as fast response, strong robustness and good self-adaptability, thus the control quality can be greatly improved.
AB - A CMAC (Cerebellar Model Articulation Controller) network combined with PID (Proportion Integration Differential) control method was proposed in this paper. Aiming at the characteristics such as multivariable, strong coupling, nonlinear and time-varying parameters for the turbine regulating system, an improved mutative scale chaotic optimization algorithm was used for tuning the weight parameters of neural network and PID parameters to realize the multivariable optimal control. The new control strategy doesn't depend on the accurate math model of the plant. Moreover, it avoids a mass of tuning work in the progress of design. Simulation results showed that the method has many advantages such as fast response, strong robustness and good self-adaptability, thus the control quality can be greatly improved.
UR - https://www.scopus.com/pages/publications/78649293532
U2 - 10.1109/ICMA.2010.5589460
DO - 10.1109/ICMA.2010.5589460
M3 - 会议稿件
AN - SCOPUS:78649293532
SN - 9781424451418
T3 - 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010
SP - 1330
EP - 1335
BT - 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010
T2 - 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010
Y2 - 4 August 2010 through 7 August 2010
ER -