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  4. Model Predictive Control with Stabilizing Prediction Horizon of Systems Described by Time-Discretized ODEs and DAEs
 
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2024
Doctoral Thesis
Title

Model Predictive Control with Stabilizing Prediction Horizon of Systems Described by Time-Discretized ODEs and DAEs

Other Title
Modellprädiktive Regelung mit stabilisierendem Prädiktionshorizont von Systemen beschrieben durch zeit-diskretisierte GDGLn und DAGLn
Abstract
In this thesis, model predictive control (MPC) of linear time-invariant inhomogeneous explicit and implicit difference equations is considered. Closed-loop stability via a sufficiently long prediction horizon is addressed.
A stabilizing prediction horizon can be determined via an optimization problem that is dependent on a comparison function sufficing a controllability condition. Methods for the determination of such a comparison function are developed. Here, quadratic level costs with symmetric state-input weighting matrices are considered. Methods for the inclusion of linear inequality state and input constraints are developed. Considering the comparison function, a maximal singular value is wanted to be minimal. A solution can be obtained by mainly computing an inverse or a QR decomposition. Methods for the systematic determination of a stabilizing prediction horizon are contributed. The existing theory is extended in, for example, the possibility to consider state and input constraints. The benefits of the developed methods are shown via two examples. It is shown how to implement MPC algorithms by transforming the optimal control problem into a quadratic program.
Thesis Note
Zugl.: Kaiserslautern, TU, Diss., 2024
Author(s)
Morgenstern, Dimitri
Advisor(s)
Wirsen, Andreas  
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Publisher
Fraunhofer Verlag  
Open Access
File(s)
Download (1.36 MB)
Link
Link
Rights
CC BY 4.0: Creative Commons Attribution
DOI
10.24406/publica-3618
Language
English
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Keyword(s)
  • Model Predictive Control (MPC)

  • Receding Horizon Control (RHC)

  • Stabilizing Prediction Horizon

  • Differential-Algebraic Equations (DAEs)

  • Constraints

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