DocumentCode :
2120370
Title :
The Neural Network PID Controller for Cement Rotary Kiln Temperature Based on FPGA
Author :
Guo, Yaohua ; Ma, Junshuang ; Yao, Minglin
Author_Institution :
Dept. of Inf. Eng., Tangshan Coll., Tangshan, China
fYear :
2010
fDate :
24-26 Dec. 2010
Firstpage :
345
Lastpage :
348
Abstract :
In this paper, we discuss a method of using BP neural network to adjust PID parameters online for controlling the cement kiln temperature. First, according to the principle of the rotary kiln temperature, the BP_PID controller is designed in theory, and the neural network trainings and simulations in MATLAB are taken. Secondly, by using the top-down method in VHDL language, the modules of BP_PID controller which is the BP neural network forward transmission module, the error back propagation module, and the weigh and threshold adjustment module and so on are all implemented on FPGA chip. Eventually the simulations of program in Quartus are given in this paper. The simulation results show that this design is reasonable, the hardware implementation is correct, so it can create the conditions for a wide range of applications of hardware intelligent algorithm in the field of industrial.
Keywords :
backpropagation; cements (building materials); control engineering computing; control system synthesis; field programmable gate arrays; hardware description languages; kilns; learning (artificial intelligence); neurocontrollers; production engineering computing; temperature control; three-term control; BP neural network forward transmission module; BP_PID controller design; FPGA chip; MATLAB; PID parameter; Quartus; VHDL language; cement rotary kiln temperature; error back propagation module; hardware intelligent algorithm; neural network PID controller; neural network simulation; neural network training; threshold adjustment module; top-down method; weigh adjustment module; Artificial neural networks; Field programmable gate arrays; Hardware; Kilns; Neurons; Temperature; Temperature control; BP neural networks; PID; cement rotary kiln temperature; field programmable gate arrays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Science and Engineering (ISISE), 2010 International Symposium on
Conference_Location :
Shanghai
ISSN :
2160-1283
Print_ISBN :
978-1-61284-428-2
Type :
conf
DOI :
10.1109/ISISE.2010.74
Filename :
5945119
Link To Document :
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