Title :
On the definiteness of the weighted Laplacian and its connection to effective resistance
Author :
Zelazo, Daniel ; Bürger, Mathias
Author_Institution :
Fac. of Aerosp. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Abstract :
This work explores the definiteness of the weighted graph Laplacian matrix with negative edge weights. The definiteness of the weighted Laplacian is studied in terms of certain matrices that are related via congruent and similarity transformations. For a graph with a single negative weight edge, we show that the weighted Laplacian becomes indefinite if the magnitude of the negative weight is less than the inverse of the effective resistance between the two incident nodes. This result is extended to multiple negative weight edges. The utility of these results are demonstrated in a weighted consensus network where appropriately placed negative weight edges can induce a clustering behavior for the protocol.
Keywords :
matrix algebra; pattern clustering; clustering behavior; negative edge weights; similarity transformations; weighted consensus network; weighted graph Laplacian matrix; Eigenvalues and eigenfunctions; Laplace equations; Protocols; Resistance; Resistors; Symmetric matrices; Trajectory;
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
DOI :
10.1109/CDC.2014.7039834