Title :
A riccati based homogeneous and self-dual interior-point method for linear economic model predictive control
Author :
Sokoler, Leo Emil ; Frison, Gianluca ; Edlund, K. ; Skajaa, Anders ; Jorgensen, John Bagterp
Author_Institution :
DONG Energy, Gentofte, Denmark
Abstract :
In this paper, we develop an efficient interior-point method (IPM) for the linear programs arising in economic model predictive control of linear systems. The novelty of our algorithm is that it combines a homogeneous and self-dual model, and a specialized Riccati iteration procedure. We test the algorithm in a conceptual study of power systems management. Simulations show that in comparison to state of the art software implementation of IPMs, our method is significantly faster and scales in a favourable way.
Keywords :
control system analysis computing; iterative methods; linear systems; predictive control; IPM; Riccati based homogeneous method; economic model predictive control; linear economic model predictive control; linear programs; linear systems; self-dual interior-point method; software implementation; specialized Riccati iteration procedure; Economics; Generators; Linear systems; Optimization; Production; Vectors;
Conference_Titel :
Control Applications (CCA), 2013 IEEE International Conference on
Conference_Location :
Hyderabad
DOI :
10.1109/CCA.2013.6662814