DocumentCode
2827162
Title
The Research and Application of Adaptive PID Controller Based on Neural Network Predictive Model
Author
Sun, Yu ; Lin, Hui
Author_Institution
Autom. Inst., Northwestern Polytech. Univ., Xi´´an, China
Volume
2
fYear
2009
fDate
14-16 Aug. 2009
Firstpage
454
Lastpage
459
Abstract
Use a feed forward BP neural network to forecast the output of nonlinear process, use another feed-forward BP neural network to adjust PID control parameters Kp, Ki, Kd automatically, proposed an adaptive PID controller structure which based on neural network prediction model, discussed the network structure and parameter selection problem, the design method of neural network predictive controller has been given, made a contrast simulation study about neural network PID control and adaptive PID control which based on neural network prediction model, achieved satisfactory results, finally the application example of the algorithm given in this paper in the paper hot dispersion process control was given and illustrate the effectiveness of the algorithm.
Keywords
adaptive control; backpropagation; control system synthesis; feedforward neural nets; neurocontrollers; predictive control; three-term control; adaptive PID controller; feedforward BP neural network; neural network PID control; neural network predictive controller; Adaptive control; Automatic control; Design methodology; Feedforward neural networks; Feedforward systems; Feeds; Neural networks; Predictive models; Programmable control; Three-term control; Adaptive PID; Neural Network; Neural Network PID; Prediction Model;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation, 2009. ICNC '09. Fifth International Conference on
Conference_Location
Tianjin
Print_ISBN
978-0-7695-3736-8
Type
conf
DOI
10.1109/ICNC.2009.340
Filename
5363915
Link To Document