Name
Title | ||
|---|---|---|
A framework for nonlinear model-predictive control using object-oriented modeling with a case study in power plant start-up |
Abstract | ||
|---|---|---|
In t his paper, nonlinear model predictive control (NMPC) is applied to the start-up of a combined-cycle power plant. An object-oriented first-principle model library expressed in the high-level language Modelica has been written for the plant and used to set up the simulation and optimization models. The NMPC optimization problems are both encoded, using a high-level notation, and solved in the open-source framework JModelica.org. The results demonstrate the effectiveness of the framework and its high-level description. It bridges the gap between an intuitive physical modeling format and state of the art numerical optimization algorithms. Promising closed-loop control results are shown for plant start-up when the NMPC model contains parametric errors and the simulation model, corresponding to the real plant, is subject to disturbances. |
Year | DOI | Venue |
|---|---|---|
2013 | 10.1109/CACSD.2013.6663487 | Computer Aided Control System Design |
Keywords | Field | DocType |
closed loop systems,combined cycle power stations,control engineering computing,nonlinear control systems,object-oriented programming,optimisation,predictive control,public domain software,specification languages,JModelica.org,NMPC model,NMPC optimization problems,case study,closed-loop control,combined-cycle power plant,high-level description,high-level language,high-level notation,intuitive physical modeling format,nonlinear model-predictive control,numerical optimization algorithms,object-oriented first-principle model library,object-oriented modeling,open-source framework,optimization model,parametric errors,power plant start-up,simulation model | Notation,Object-oriented programming,Computer science,Control theory,Model predictive control,Control engineering,Parametric statistics,Modelica,Nonlinear model,Optimization problem,Power station | Conference |
Citations | PageRank | References |
2 | 0.71 | 3 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Larsson, P.-O. | 1 | 2 | 0.71 |
| Casella, F. | 2 | 2 | 0.71 |
| Magnusson, F. | 3 | 2 | 0.71 |
| Andersson, J. | 4 | 8 | 1.24 |