Fast optimal \(\mathcal H_2\) model reduction algorithms based on Grassmann manifold optimization (Q2865655)
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scientific article; zbMATH DE number 6235044
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Fast optimal \(\mathcal H_2\) model reduction algorithms based on Grassmann manifold optimization |
scientific article; zbMATH DE number 6235044 |
Statements
2 December 2013
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dynamical system
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integral transform
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stability
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convergence
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\(\mathcal H_2\) approximation
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gradient flow
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Grassmann manifold
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model reduction
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large-scale sparse system
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Laplace transform
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numerical result
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heat transfer equation
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spiral inductor
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0.93800426
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0.9027508
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0.9013685
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0.8873322
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0.8829271
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0.88260627
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Fast optimal \(\mathcal H_2\) model reduction algorithms based on Grassmann manifold optimization (English)
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The linear dynamical system NEWLINE\[NEWLINE \frac{dx}{dt}=A x(t)+B u(t),NEWLINE\]NEWLINE NEWLINE\[NEWLINE y(t)=C x(t),NEWLINE\]NEWLINE where \(x\in \mathbb R^{n}\), \(A\in \mathbb R^{n\times n}\), \(B\in \mathbb R^{n\times p}\), \(C \in \mathbb R^ {q\times p}\), \(y\in \mathbb R^{q}\), \(x(t_{0})=x_{0}\) is reduced, via projection by a special selecting matrix \(U\) such that \( U^{T}U=I\), to a lower-order system. This problem can be formulated as a minimization problem NEWLINE\[NEWLINE \min J(U)\quad \text{ on the set of Grassmann manifold}. NEWLINE\]NEWLINE The functional \(J(U)\) is obtained using the Laplace transform of the function \( y(t)\). This method is illustrated by numerical results for two problems: the heat transfer equation and the model of a spiral inductor.
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