International Journal of Adaptive Control and Signal Processing · 1999 · 29 citations · 13 references
EngineeringMathematicsDynamical SystemsProcess ControlSystem DynamicsAdaptive ControlControl SystemsControl TheoryDecoupling ControlMultivariable ControlSystem IdentificationAdaptive Nonlinear ControlCross CouplingFeedforward CompensationNeural Network ControlNonlinear Control SystemsNonlinear Multivariable ControlNonlinear SystemsPredictive Control
A novel robust decoupling method with multivariable generalized predictive control (MGPC) for a class of nonlinear systems is presented in an adaptive version. The cross-coupling action and the non-linear actors of the system are identified on-line by a neural network. A feedforward compensation based on generalized predictive control, is proposed for decoupling control. A modified recursive least-squares (RLS) algorithm can be used to estimate the linear parameters for time-varying systems. Simulations are carried out and the results show the effectiveness of the proposed algorithm. Copyright © 1999 John Wiley & Sons, Ltd.
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