DocumentCode
741025
Title
Kron Reduction of Graphs With Applications to Electrical Networks
Author
Dorfler, Florian ; Bullo, Francesco
Author_Institution
Center for Control, Dynamical Syst. & Comput., Univ. of California at Santa Barbara, Santa Barbara, CA, USA
Volume
60
Issue
1
fYear
2013
Firstpage
150
Lastpage
163
Abstract
Consider a weighted undirected graph and its corresponding Laplacian matrix, possibly augmented with additional diagonal elements corresponding to self-loops. The Kron reduction of this graph is again a graph whose Laplacian matrix is obtained by the Schur complement of the original Laplacian matrix with respect to a specified subset of nodes. The Kron reduction process is ubiquitous in classic circuit theory and in related disciplines such as electrical impedance tomography, smart grid monitoring, transient stability assessment, and analysis of power electronics. Kron reduction is also relevant in other physical domains, in computational applications, and in the reduction of Markov chains. Related concepts have also been studied as purely theoretic problems in the literature on linear algebra. In this paper we analyze the Kron reduction process from the viewpoint of algebraic graph theory. Specifically, we provide a comprehensive and detailed graph-theoretic analysis of Kron reduction encompassing topological, algebraic, spectral, resistive, and sensitivity analyses. Throughout our theoretic elaborations we especially emphasize the practical applicability of our results to various problem setups arising in engineering, computation, and linear algebra. Our analysis of Kron reduction leads to novel insights both on the mathematical and the physical side.
Keywords
Laplace equations; Markov processes; equivalent circuits; graph theory; matrix algebra; sensitivity analysis; Kron reduction; Laplacian matrix; Markov chain reduction; Schur complement; algebraic graph theory; circuit theory; diagonal element; electrical impedance tomography; electrical network; equivalent circuit; linear algebra; power electronics analysis; sensitivity analysis; smart grid monitoring; transient stability assessment; weighted undirected graph; Equations; Impedance; Laplace equations; Markov processes; Mathematical model; Symmetric matrices; Transmission line matrix methods; Algebraic graph theory; Kron reduction; Ward equivalent; equivalent circuit; network-reduced model;
fLanguage
English
Journal_Title
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher
ieee
ISSN
1549-8328
Type
jour
DOI
10.1109/TCSI.2012.2215780
Filename
6316101
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