Autor: |
Jan Heiland, Peter Benner, Jens Bremer, Kai Sundmacher |
Rok vydání: |
2021 |
Předmět: |
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Zdroj: |
IFAC-Papers |
ISSN: |
2405-8963 |
DOI: |
10.1016/j.ifacol.2021.08.229 |
Popis: |
The optimization of a controlled process in a simulation without access to the model itself is a common scenario and very relevant to many chemical engineering applications. A general approach is to apply a black-box optimization algorithm to a parameterized control scheme. The success then depends on the quality of the parametrization that should be low-dimensional though rich enough to express the salient features. This work proposes using solution snapshots to extract dominant modes of the temporal dynamics of a process and use them for low-dimensional parametrizations of control functions. The approach is called proper orthogonal decomposition in time (time-POD). We provide theoretical reasoning and illustrate the performance for the optimal control of a methanation reactor. |
Databáze: |
OpenAIRE |
Externí odkaz: |
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