Index-based sampling policies for tracking dynamic networks under sampling constraints

Ting He, Animashree Anandkumar, Dakshi Agrawal

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Abstract

We consider the problem of tracking the topology of a large-scale dynamic network with limited monitoring resources. By modeling the dynamics of links as independent ON-OFF Markov chains, we formulate the problem as that of maximizing the overall accuracy of tracking link states when only a limited number of network elements can be monitored at each time step. We consider two forms of sampling policies: link sampling, where we directly observe the selected links, and node sampling, where we observe states of the links adjacent to the selected nodes. We reduce the link sampling problem to a Restless Multi-armed Bandit (RMB) and prove its indexability under certain conditions. By applying the Whittle's index policy, we develop an efficient link sampling policy with methods to compute the Whittle's index explicitly. Under node sampling, we use a linear programming (LP) formulation to derive an extended policy that can be reduced to determining the nodes with maximum coverage of the Whittle's indices. We also derive performance upper bounds in both sampling scenarios. Simulations show the efficacy of the proposed policies. Compared with the myopic policy, our solution achieves significantly better tracking performance for heterogeneous links.

Original languageEnglish (US)
Title of host publication2011 Proceedings IEEE INFOCOM
Pages1233-1241
Number of pages9
DOIs
StatePublished - Aug 2 2011
EventIEEE INFOCOM 2011 - Shanghai, China
Duration: Apr 10 2011Apr 15 2011

Publication series

NameProceedings - IEEE INFOCOM
ISSN (Print)0743-166X

Other

OtherIEEE INFOCOM 2011
Country/TerritoryChina
CityShanghai
Period4/10/114/15/11

All Science Journal Classification (ASJC) codes

  • Computer Science(all)
  • Electrical and Electronic Engineering

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