Title :
Describing function analysis of systems with NN compensated odd symmetric nonlinear actuators
Author :
Kuljaca, O. ; Horvat, K. ; Gadewadikar, J.
Author_Institution :
Control Eng. Dept., Brodarski Inst., Zagreb, Croatia
Abstract :
Paper deals with NN compensated odd symmetric nonlinear actuators. Most actuators are nonlinear sporting odd symmetric nonlinearities such as deadzone and saturation. One of ways of dealing with such actuators is to try to compensate for nonlinearities by static neural networks. Compensated actuators can improve behavior of the system, but then arises the problem of stability analysis because compensated nonlinearity is now complex nonlinearity not described in common literature. One way of dealing with such problem is to perform stability analysis via describing function method. Paper describes the method for compensating nonlinearities, recording describing function and performing stability analysis.
Keywords :
actuators; compensation; control nonlinearities; neural nets; stability; NN compensated odd symmetric nonlinear actuators; deadzone; describing function method; nonlinearities compensation; saturation; stability analysis; static neural networks; system function analysis; Actuators; Approximation methods; Artificial neural networks; Mathematical model; Polynomials; Stability analysis;
Conference_Titel :
MIPRO, 2012 Proceedings of the 35th International Convention
Conference_Location :
Opatija
Print_ISBN :
978-1-4673-2577-6