Inverse optimal controller based on extended Kalman filter for discrete-time nonlinear systems

Moayed Almobaied, Ibrahim Eksin*, Mujde Guzelkaya

*Bu çalışma için yazışmadan sorumlu yazar

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15 Atıf (Scopus)

Özet

In this study, we present an inverse optimal control approach based on extended Kalman filter (EKF) algorithm to solve the optimal control problem of discrete-time affine nonlinear systems. The main aim of inverse optimal control is to circumvent the tedious task of solving the Hamilton-Jacobi-Bellman equation that results from the classical solution of a nonlinear optimal control problem. Here, the inverse optimal controller is based on defining an appropriate quadratic control Lyapunov function (CLF) where the parameters of this candidate CLF were estimated by adopting the EKF equations. The root mean square error of the system states is used as the observed error in the case of classical EKF algorithm application, whereas, here, the EKF tries to eliminate the same root mean square error defined over the parameters by generating a CLF matrix with appropriate elements. The performance and the applicability of the proposed scheme is illustrated through both simulations performed on a nonlinear system model and a real-time laboratory experiment. Simulation study demonstrate the effectiveness of the proposed method in comparison with 2 other inverse control approaches. Finally, the proposed controller is implemented on a professional control board to stabilize a DC-DC boost converter and minimize a meaningful cost function. The experimental results show the applicability and effectiveness of the proposed EKF-based inverse optimal control even in real-time control systems with a very short time constant.

Orijinal dilİngilizce
Sayfa (başlangıç-bitiş)19-34
Sayfa sayısı16
DergiOptimal Control Applications and Methods
Hacim39
Basın numarası1
DOI'lar
Yayın durumuYayınlandı - 1 Oca 2018

Bibliyografik not

Publisher Copyright:
Copyright © 2017 John Wiley & Sons, Ltd.

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