DocumentCode :
3101096
Title :
Adaptive radial basis function sliding-mode controller for the molten steel level control of strip casting processes
Author :
Chen, Hung-Yi ; Huang, Shiuh-Jer
Author_Institution :
Dept. of Mech. Eng., Mingchi Univ. of Technol., Taipei, Taiwan
fYear :
2010
fDate :
15-17 June 2010
Firstpage :
1939
Lastpage :
1944
Abstract :
Since the twin-roll strip casting process has the properties of nonlinear uncertainty and time-varying characteristics, it is difficult to establish an accurate process model for designing a model-based controller to monitor the strip quality. In this paper, a model-free adaptive radial basis function sliding-mode controller is developed to overcome this problem. The proposed control strategy is based on a neural network structure combined with sliding-mode control scheme. An adaptive rule is employed to on-line adjust the weights of radial basis functions by using the reaching condition of a specified sliding surface. It has on-line learning ability for responding to the system´s nonlinear and time-varying behaviors. Since this model-free controller has simple control structure and small number of control parameters, it is easy to implement. Simulation results based on semi-experimental system dynamic model and parameters are executed to show the control performance of the proposed intelligent controller.
Keywords :
adaptive control; casting; level control; neurocontrollers; nonlinear control systems; radial basis function networks; strips; time-varying systems; uncertain systems; variable structure systems; adaptive radial basis function sliding-mode controller; adaptive rule; intelligent controller; molten steel level control; neural network structure; nonlinear uncertainty characteristics; on-line learning ability; strip quality; time-varying characteristics; twin-roll strip casting process; Adaptive control; Casting; Level control; Monitoring; Process design; Programmable control; Sliding mode control; Steel; Strips; Uncertainty; daptive neural network controller; molten steel level control; radial basis functions; strip casting processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics and Applications (ICIEA), 2010 the 5th IEEE Conference on
Conference_Location :
Taichung
Print_ISBN :
978-1-4244-5045-9
Electronic_ISBN :
978-1-4244-5046-6
Type :
conf
DOI :
10.1109/ICIEA.2010.5515513
Filename :
5515513
Link To Document :
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