DocumentCode :
3349896
Title :
Implications of a dynamical-network´s graph on the estimability of its modes
Author :
Torres, Jackeline Abad ; Roy, Sandip
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Washington State Univ., Pullman, WA, USA
fYear :
2015
fDate :
1-3 July 2015
Firstpage :
1375
Lastpage :
1380
Abstract :
The estimation of the modes of a linear dynamical network (specifically, a network synchronization process) is considered. We study pole/eigenvalue estimation when the network dynamics is subject to impulsive stimulation at one location, and time-course measurements are taken at a subset of network locations. We develop several characterizations of mode estimation performance, as indicated by the Cramér-Rao bound matrix, in terms of the eigenstructure and graph topology of the network. These results 1) allow comparison of the single- and multiple- observation cases, 2) provide structural bounds for particular graph classes (like planar and tree graphs), and 3) inform sensor placement.
Keywords :
eigenvalues and eigenfunctions; matrix algebra; network theory (graphs); synchronisation; Cramér-Rao bound matrix; dynamical-network graph topology; eigenstructure; impulsive stimulation; linear dynamical network mode estimation; network dynamics; network synchronization process; pole-eigenvalue estimation; sensor placement; structural bounds; time-course measurements; Autoregressive processes; Eigenvalues and eigenfunctions; Estimation; Laplace equations; Noise measurement; Synchronization; Transmission line matrix methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
Type :
conf
DOI :
10.1109/ACC.2015.7170925
Filename :
7170925
Link To Document :
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