A system-theoretic reduced-order model approximates index-1 quadratic DAEs from Euler equations to enable faster optimal control of district heating networks with changing flow directions.
Model order reduction of hyperbolic systems at the example of district heating networks
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abstract
In this article a framework for the generation of a computationally fast surrogate model for district heating networks is presented. An appropriate model results in an index-1 hyperbolic, differential algebraic equation quadratic in state, exhibiting several hundred of outputs to be approximated. We show the existence of a global energy matrix which fulfills the Lyapunov inequality ensuring stability of the reduced model. By considering algebraic variables as parameters to the dynamical transport, the reduction of a linear, time varying (LTV) problem results. We present a scheme to efficiently combine linear reductions to a global surrogate model using a greedy strategy in the frequency domain. The numerical effectiveness of the scheme is demonstrated at different, existing, large scale networks.
fields
math.OC 1years
2019 1verdicts
UNVERDICTED 1representative citing papers
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Optimal control of district heating networks using a reduced order model
A system-theoretic reduced-order model approximates index-1 quadratic DAEs from Euler equations to enable faster optimal control of district heating networks with changing flow directions.