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Control of Graph Signals over Random Time-Varying Graphs

Abstract: 

In this work, we jointly exploit tools from graph signal processing and control theory to drive a bandlimited graph signal that is being diffused on a random time-varying graph from a subset of nodes. As our main contribution, we rely only on the statistics of the graph to introduce the concept of controllability in the mean, and therefore drive the signal on the expected graph to a desired state. A mean-square error (MSE) analysis is performed for two main tasks: i) to highlight the role played by the signal bandwidth and the control nodes to the deviation from the mean signal of a particular realization; and ii) to select the control nodes and design the control signal that minimize this MSE. Numerical results validate the introduced controllability in the mean framework and show its ability to cope with time-varying topologies.

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Paper Details

Authors:
Fernando Gama, Elvin Isufi, Geert Leus and Alejandro Ribeiro
Submitted On:
19 April 2018 - 7:37pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Fernando Gama
Paper Code:
SPTM-P1.3
Document Year:
2018
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control-icassp18-poster.pdf

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[1] Fernando Gama, Elvin Isufi, Geert Leus and Alejandro Ribeiro, "Control of Graph Signals over Random Time-Varying Graphs", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3041. Accessed: May. 25, 2018.
@article{3041-18,
url = {http://sigport.org/3041},
author = {Fernando Gama; Elvin Isufi; Geert Leus and Alejandro Ribeiro },
publisher = {IEEE SigPort},
title = {Control of Graph Signals over Random Time-Varying Graphs},
year = {2018} }
TY - EJOUR
T1 - Control of Graph Signals over Random Time-Varying Graphs
AU - Fernando Gama; Elvin Isufi; Geert Leus and Alejandro Ribeiro
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3041
ER -
Fernando Gama, Elvin Isufi, Geert Leus and Alejandro Ribeiro. (2018). Control of Graph Signals over Random Time-Varying Graphs. IEEE SigPort. http://sigport.org/3041
Fernando Gama, Elvin Isufi, Geert Leus and Alejandro Ribeiro, 2018. Control of Graph Signals over Random Time-Varying Graphs. Available at: http://sigport.org/3041.
Fernando Gama, Elvin Isufi, Geert Leus and Alejandro Ribeiro. (2018). "Control of Graph Signals over Random Time-Varying Graphs." Web.
1. Fernando Gama, Elvin Isufi, Geert Leus and Alejandro Ribeiro. Control of Graph Signals over Random Time-Varying Graphs [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3041