Network Inference with Network Coding
Collaborators:
Christina Fragouli, EPFL, Lausanne.
Problem Statement
Monitoring is an important component for the operation of any network.
We are particularly interested in a family of monitoring techniques,
known as network tomography, which aim at inferring internal network
characteristics by sending and collecting probe packets from the edge
of the network. Prior work on network tomography considered networks
that implement multicast and unicast forwarding.
Independently, the network coding community advocates that additional
functionality should be added to network nodes, to allow for processing
of incoming packets before forwarding them. This functionality comes
at the cost of additional processing but also brings the potential of
significant performance benefits, as it has already been demonstrated
in the context of peer-to-peer and wireless multi-hop networks.
In this work, we consider networks where internal nodes implement
network coding and we re-visit two network tomography problems:
(i) link loss inference and (ii) topology inference. We develop new
techniques that make use of the network coding capabilities and we show
that they improve several aspects of interest (including identifiability
of links, accuracy of estimation, and complexity of probe path selection)
over traditional techniques. Our rationale is that if network coding is
to be deployed in some networks in the near future, then one can exploit
this opportunity to also improve other operations, such as network monitoring.
Talks
An overview of this work can be found in this
talk presented at UCR, in Dec. 2006.
Publications
Topology Inference:
Link Loss Inference:
- M.Gjoka, C.Fragouli, P.Sattari, A.Markopoulou,"Loss Tomography in General Topologies with Network Coding", in Proc. of IEEE Globecom 2007.
- C.Fragouli, A.Markopoulou, R.Srivanasan, S.Diggavi, "Network Monitoring: It Depends on your Points of View", in Proc. of ITA Workshop'07, UCSD, Jan. 2007.
- C.Fragouli, A.Markopoulou, "A Network Coding approach to Overlay Network Monitoring",
in Proc. 43rd Allerton Conference on Communication, Control, and Computing
, Monticello, IL, Sep. 2005
Last updated: Dec. 06