4.6 Article

A novel adaptive Runge-Kutta controller for nonlinear dynamical systems

Journal

SOFT COMPUTING
Volume 25, Issue 16, Pages 10915-10933

Publisher

SPRINGER
DOI: 10.1007/s00500-021-05792-4

Keywords

Adaptive Runge– Kutta controller; Model predictive control; Model predictive Runge– Kutta controller; Runge– Kutta integration

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This paper introduces a new adaptive controller based on RK integration, adjusting adaptive parameters by treating control law as an ODE and using LM technique. Performance evaluation on VdV system shows reasonable results for the introduced adaptation mechanism.
This paper introduces a new Runge-Kutta (RK) integration-based adaptive controller by considering control law as an ODE for nonlinear MIMO systems. It is aimed to derive a novel adaptive controller by regarding the control law as an ODE with limited information about control law structure. Adaptive parameters are adjusted via an RK predictive system model where Levenberg-Marquardt (LM) technique is deployed. The adjustment mechanism enables to utilize RK both in adaptive controller and system model. The performance evaluation has been delved into on Van de Vusse (VdV) system for diverse situations, and reasonable results have been acquired for introduced adaptation mechanism.

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