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
Link To Document :
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