Linear parameter varying model predictive control tutorial pdf

Model predictive control based on lpv models with parameter varying delays fatemeh karimi pour, vicenc. Linear model predictive control is a common method to control processes that operate near steady state. Pdf explicit model predictive control for systems with. Nonlinear model predictive control in simulink youtube.

Anticipative model predictive control for linear parameter. New methods for computing the terminal cost for minmax model predictive control. This paper describes a new robust model predictive control mpc scheme to. Pdf an mpc approach for lpv systems in inputoutput form.

Publishers pdf, also known as version of record includes final page, issue and. Pdf wind turbine control based on a modified model predictive. A numerical example is provided to illustrate effectiveness of the proposed method. In this paper we propose a closedloop minmax mpc algorithm based on dynamic programming, to compute explicit control laws for systems with a linear parameter varying state transition matrix.

Abstracta novel model predictive control method based on subspace identification for linear parameter varying lpv systems is presented. Model predictive control for linear parameter varying systems using a new parameter dependent terminal weighting matrix. Index termslinear matrix inequality lmi, linear parameter varying lpv. For example, the robust mpc with bounded rates of parameter changes and robust mpc with saturated actuator are studied by li and xi and he. Model predictive control of a nonlinear system with known. Explicit model predictive control for systems with linear. Chapter1 introductiontononlinearmodel predictivecontroland movinghorizon estimation tor a. Nonlinear model predictive control using parameter varying. Model predictive control, linear parameter varying, nonlinear systems, wind turbines, lidar measurements. Linear parameter varying analysis of switched controllers. Mpc for linear systems with parametric uncertainty. A linear parameter varying lpv system is a linear statespace model whose dynamics vary as a function of certain time varying parameters called scheduling parameters. Model predictive control for linear parameter varying.

Linear model predictive control in simulink youtube. Linear, parametervarying control of a supercavitating. Introduction model predictive control mpc has been an active area of research and has been successfully applied on di erent applications in the last decades qin and. Robust shrinking ellipsoid model predictive control for linear. A singleaxis version of the flexible microsatellite demeter is considered.

Polytopic linear parameter varying modelbased tube model. Model predictive control of a nonlinear system with. Chapter1 introductiontononlinearmodel predictivecontroland. Subspace based model predictive control for linear parameter. Nonlinear model predictive control using parameter varying bparx combination model article in international journal of systems science 433. A relevant example of a constrained system can be found in. In this paper, we present an implementation of a model predictive controller mpc for wind farm power tracking problem.

Pdf in this paper, a discretetime model predictive control mpc design. Tutorial overview of model predictive control ieee control systems mag azine author. Anticipative model predictive control for linear parameter varying. Anticipative model predictive control for linear parameter varying systems hanema, j. This paper proposes a fast ellipsoidal model predictive control mpc strategy to address feedback regulation problems for constrained polytopic linear parameter varying lpv systems subject to. Explicit model predictive control for systems with linear parameter. In matlab, an lpv model is represented in a statespace form using coefficients that are parameter dependent. Stabilizing nonlinear mpc using linear parametervarying. A model predictive wind farm controller with linear. Python beginner tutorial 1 for absolute beginners setting up python duration. Pdf the model predictive control technique is widely used for optimizing the performance of constrained multiinput multioutput processes.

This paper investigates a class of uncertain linear discretetime systems subject to input rate saturation. In this paper, a new offline model predictive control strategy is presented for a kind of linear parameter varying system with polytopic. The linear parameter varying analysis of switched controllers for attitude control systems is examined. A fast ellipsoidal mpc scheme for discretetime polytopic.

Puig and carlos ocampomartinez abstractthis paper presents a model predictive control mpc strategy based on linear parameter varying lpv models with varying delays affecting states and inputs. Linear parametervarying models what are linear parametervarying models. The simulation example is a model of the outofplane dynamics of a flexible rotor blade. Linear, parametervarying control of a supercavitating vehicle. Robust predictive sliding mode control for input rate. Recently, variants of explicit model predictive control were proposed for linear parametervarying systems with polytopic representation, decreasing the online computational effort by orders of. The effectiveness of the proposed lpvmpc design is demonstrated using a numerical example. Simulink and matlab are used to implement model predictive control mpc of a nonlinear process. Johansen abstract nonlinear model predictive control and moving horizon estimation are related methods since both are based on the concept of solving an optimization problem that involves a. Anticipative model predictive control for linear parametervarying systems. An improved robust model predictive control for linear parameter. Pdf this study presents a successful application of a model predictive control mpc design approach based on linear parametervarying.

42 889 1153 1139 1525 865 837 610 1202 826 1213 1093 1056 1469 1119 1290 102 117 150 606 102 312 1310 757 146 551 859 234 630 622 615 1111 1250 1147 1335 224 1485 710 1491 1417 387 609