Title
Robust monitor placement for network tomography in dynamic networks
Abstract
We consider the problem of placing the minimum number of monitors in a communication network with possible topology changes to identify additive link metrics from path metrics. The core of our solution is a suite of robust monitor placement algorithms with different performance-complexity tradeoffs that guarantee network identifiability for the multiple possible topologies. In particular, we show that the optimal (i.e., minimum) monitor placement is the solution to a generalized hitting set problem, where we provide a polynomial-time algorithm to construct the input. Although the optimal placement is NP-hard in general, we identify non-trivial special cases that can be solved efficiently. We further demonstrate how the proposed algorithms can be augmented to handle unpredictable topology changes and tradeoffs between monitor cost and adaptation cost. Our evaluations on mobility-induced dynamic topologies verify the effectiveness and robustness of the proposed algorithms.
Year
DOI
Venue
2016
10.1109/INFOCOM.2016.7524374
IEEE INFOCOM 2016 - The 35th Annual IEEE International Conference on Computer Communications
Keywords
Field
DocType
network tomography,dynamic networks,communication network,robust monitor placement algorithms,performance-complexity tradeoffs,polynomial time algorithm,unpredictable topology
Telecommunications network,Suite,Identifiability,Computer science,Network topology,Robustness (computer science),Network tomography,Distributed computing
Conference
ISSN
ISBN
Citations 
0743-166X
978-1-4673-9954-8
6
PageRank 
References 
Authors
0.44
17
6
Name
Order
Citations
PageRank
Ting He171644.82
Liang Ma21048.75
Athanasios Gkelias316213.88
Kin K. Leung42463183.60
Swami, A.55105566.62
Don Towsley6186931951.05