TY - JOUR
T1 - An improved robust model predictive control for linear parameter-varying input-output models
AU - Abbas, H.S.
AU - Hanema, J.
AU - Tóth, R.
AU - Mohammadpour, J.
AU - Meskin, N.
PY - 2018/2/1
Y1 - 2018/2/1
N2 - This paper describes a new robust model predictive control (MPC) scheme to control the discrete-time linear parameter-varying input-output models subject to input and output constraints. Closed-loop asymptotic stability is guaranteed by including a quadratic terminal cost and an ellipsoidal terminal set, which are solved offline, for the underlying online MPC optimization problem. The main attractive feature of the proposed scheme in comparison with previously published results is that all offline computations are now based on the convex optimization problem, which significantly reduces conservatism and computational complexity. Moreover, the proposed scheme can handle a wider class of linear parameter-varying input-output models than those considered by previous schemes without increasing the complexity. For an illustration, the predictive control of a continuously stirred tank reactor is provided with the proposed method.
AB - This paper describes a new robust model predictive control (MPC) scheme to control the discrete-time linear parameter-varying input-output models subject to input and output constraints. Closed-loop asymptotic stability is guaranteed by including a quadratic terminal cost and an ellipsoidal terminal set, which are solved offline, for the underlying online MPC optimization problem. The main attractive feature of the proposed scheme in comparison with previously published results is that all offline computations are now based on the convex optimization problem, which significantly reduces conservatism and computational complexity. Moreover, the proposed scheme can handle a wider class of linear parameter-varying input-output models than those considered by previous schemes without increasing the complexity. For an illustration, the predictive control of a continuously stirred tank reactor is provided with the proposed method.
KW - Linear matrix inequalities
KW - Linear parameter-varying systems
KW - Model predictive control
KW - Robustness
KW - Stability
UR - http://www.scopus.com/inward/record.url?scp=85028355703&partnerID=8YFLogxK
U2 - 10.1002/rnc.3906
DO - 10.1002/rnc.3906
M3 - Article
AN - SCOPUS:85028355703
SN - 1049-8923
VL - 28
SP - 859
EP - 880
JO - International Journal of Robust and Nonlinear Control
JF - International Journal of Robust and Nonlinear Control
IS - 3
ER -