Title data
Grüne, Lars ; Krügel, Lisa ; Müller, Matthias A.:
Multiobjective strict dissipativity via a weighted sum approach.
Bayreuth ; Hannover
,
2022
. - 19 p.
DOI: https://doi.org/10.48550/arXiv.2207.00373
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Project information
Project title: |
Project's official title Project's id Performance Analysis for Distributed and Multiobjective Model Predictive Control Gr 1569/13-2 |
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Project financing: |
Deutsche Forschungsgemeinschaft |
Abstract in another language
We consider nonlinear model predictive control (MPC) with multiple competing cost functions. This leads to the formulation of multiobjective optimal control problems (MO OCPs). Since the design of MPC algorithms for directly solving multiobjective problems is rather complicated, particularly if terminal conditions shall be avoided, we use an indirect approach via a weighted sum formulation for solving these MO OCPs. This way, for each set of weights we obtain an optimal control problem with a single objective. In economic MPC it is known that strict dissipativity is the key assumption for concluding performance and stability results. We thus investigate under which conditions a convex combination of strictly dissipative stage costs is strictly dissipative again. We first give conditions for problems with linear dynamics and then move on to consider fully nonlinear optimal control problems. We derive both necessary and sufficient conditions on the individual cost functions and on the weights to conclude strict dissipativity and illustrate our findings with numerical examples.
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- Multiobjective strict dissipativity via a weighted sum approach. (deposited 04 Jul 2022 09:17) [Currently Displayed]