DocumentCode :
3277021
Title :
Nonlinear simulation of Kaplan turbine regulating system based on RBF networks
Author :
Zhiyong, Zhang ; Bing, Shi ; Xu, Lai ; Xuerui, Gao
Author_Institution :
Shandong Province Key Lab. of Ocean Eng., Ocean Univ. of China, Qingdao, China
fYear :
2011
fDate :
15-17 April 2011
Firstpage :
4302
Lastpage :
4306
Abstract :
To simulate the hydroelectric power unit dynamic behavior as accurately as possible, the nonlinear characteristics of hydroturbine is considerable. This paper presents a nonlinear model of double regulated Kaplan turbine. Radial Basis Function (RBF) networks are applied to process the synthetic characteristic curve of Kaplan turbine. This improves the fitted data´s accuracy. Based on this, the nonlinear Kaplan turbine regulating system model is developed in Simulink. The digital simulations of three cases for an actual hydroelectric power plant in China were performed, and the difference between nonlinear and linear Kaplan turbine regulating system model was analyzed. The results indicate that in small fluctuate transient process, the two models´ simulation results are in good agreement, but in large fluctuate transient process, the nonlinear characteristics is not negligible and the two models´ simulation results are deviate from each other seriously. The nonlinear model based on RBF networks is more accurate to reflect the regulating system´s nonlinear dynamic process.
Keywords :
hydroelectric power stations; power engineering computing; radial basis function networks; RBF networks; Simulink; hydroelectric power plant; hydroelectric power unit dynamic behavior; hydroturbine; linear Kaplan turbine regulating system model; nonlinear Kaplan turbine regulating system model; radial basis function networks; Hydraulic turbines; Hydroelectric power generation; Mathematical model; Oceans; Radial basis function networks; Transient analysis; Kaplan turbine; Radial Basis Function networks; Simulink; nonlinear simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electric Information and Control Engineering (ICEICE), 2011 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-8036-4
Type :
conf
DOI :
10.1109/ICEICE.2011.5777449
Filename :
5777449
Link To Document :
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