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Reduction of nonlinear models using balancing of empirical gramians and Galerkin projections

Authors: Juergen Hahn; Thomas F. Edgar;

Reduction of nonlinear models using balancing of empirical gramians and Galerkin projections

Abstract

Nonlinear model predictive control has become increasingly popular in the chemical process industry. However, computational requirements grow with the complexity of the models. Many rigorous dynamic models require too much computation time to be useful for real-time model based controllers. This presents a need for model reduction techniques. The method introduced here reduces nonlinear systems, while retaining most of the input-output properties of the original system. The reduction itself is based on empirical gramians which capture the nonlinear behavior of the system in a region around an operating point. The gramians are then balanced and the less important states reduced. A Galerkin projection is performed onto the remaining states. This method has the advantage that it only requires linear matrix computations while being applicable to nonlinear systems.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
9
Average
Top 10%
Average
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