DocumentCode
728211
Title
Sparse allocation of resources in dynamical networks with application to spread control
Author
Torres, Jackeline Abad ; Roy, Sandip ; Yan Wan
Author_Institution
Sch. of Electr. Eng. & Comput. Sci., Washington State Univ., Pullman, WA, USA
fYear
2015
fDate
1-3 July 2015
Firstpage
1873
Lastpage
1878
Abstract
Sparse resource allocation to shape a network dynamical process is studied. Specifically, we consider allocating limited distributed control resources among a subset of a network´s components, to minimize the dominant eigenvalue of a linear dynamical process associated with the network. Structural characterizations of the closed-loop dynamics at the optimum are obtained. These results are then used to 1) develop constructive algorithms for optimal resource allocation, 2) identify limits on the control performance, and 3) understand the relationship between the network´s graph and the optimal resource profile. This study advances a research thrust on disease spread control in networks, toward the realistic paradigm that control resources can only be allocated at a subset of network locations.
Keywords
closed loop systems; diseases; distributed control; eigenvalues and eigenfunctions; linear systems; network theory (graphs); resource allocation; closed-loop dynamics; constructive algorithm; control performance; disease spread control; distributed control resource; dominant eigenvalue; dynamical network; linear dynamical process; network dynamical process; network graph; network location; optimal resource allocation; optimal resource profile; sparse resource allocation; structural characterization; Algorithm design and analysis; Computational modeling; Eigenvalues and eigenfunctions; Mathematical model; Optimal control; Resource management; Symmetric matrices;
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.2015.7171006
Filename
7171006
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