Title :
Design of a robust neuro-controller for complex dynamic systems
Author :
Song, Ki-Young ; Gupta, Madan M. ; Jena, Debashisha ; Subudhi, Bidyadhar
Author_Institution :
Div. of Biomed. Eng., Univ. of Saskatchewan, Saskatoon, SK, Canada
Abstract :
Design of neuro-controller for complex dynamic systems is a big challenge faced by the researchers. In this paper we present a design of a robust neuro-controller for a dynamic system to make the system response fast with no overshoot. Here the control action decided by the controller completely depends on the value of the error at that point of time. The position feedback which controls the bandwidth of the system as well as the dynamic response is a function of the system error. For large error the position feedback is made large increasing the bandwidth of the system, and for small errors the position feedback value is small. Thus, during the dynamic response of the system the bandwidth of the system is controlled by the system error. Similarly, the velocity feedback which controls the damping in the system is kept very small for large errors, and large for small errors. Thus, in the proposed neuro-controller the position feedback Kp(e,t), and velocity feedback Kv(e,t) are made as a function of error which yields a very fast response with no or very little overshoot.
Keywords :
control system synthesis; damping; dynamic response; feedback; large-scale systems; neurocontrollers; robust control; complex dynamic systems; damping; dynamic response; position feedback; robust neuro-controller design; system response; velocity feedback; Bandwidth; Control systems; Damping; Error correction; Fuzzy systems; Information processing; Neural networks; Neurofeedback; Robust control; Robustness; Neural Networks; position feedback; robust neuro-controller; velocity feedback;
Conference_Titel :
Fuzzy Information Processing Society, 2009. NAFIPS 2009. Annual Meeting of the North American
Conference_Location :
Cincinnati, OH
Print_ISBN :
978-1-4244-4575-2
Electronic_ISBN :
978-1-4244-4577-6
DOI :
10.1109/NAFIPS.2009.5156405