Title :
Noise Reduction Techniques for Network Topology Discovery
Author :
Pietro, Andrea D. ; Ficara, Domenico ; Giordano, Stefano ; Oppedisano, Francesco ; Procissi, Gregorio
Author_Institution :
Univ. of Pisa, Pisa
Abstract :
Topology discovery techniques based on a network tomography approach can be successfully adopted in almost all scenarios, in that they infer the internal characteristics of a network without any cooperation from the internal nodes. Out of the many tomographic topology discovery techniques proposed in the literature, those based on the use of packet sandwich probes (a special kind of packet trains) present some particularly attractive features. The rationale of such approaches is to take advantage of end-to-end measurements to infer the logical topology of the network through hierarchical clustering algorithms. Typically, due to the interference with cross traffic, such measurements are affected by a zero-mean noise which, in turn, may cause the wrong reconstruction of the network topology. This paper analyzes the causes of certain noise patterns (which have actually been observed during experiments) and proposes a noise reduction algorithm to sort out this issue. Such an algorithm does not rely on any assumption about the statistical model of the cross-traffic noise and its effectiveness has been tested through a campaign of ns2 simulations.
Keywords :
interference suppression; statistical analysis; telecommunication network topology; telecommunication traffic; cross traffic; cross-traffic noise; hierarchical clustering algorithms; interference; network tomography approach; network topology discovery; noise reduction techniques; packet sandwich probes; packet trains; statistical model; zero-mean noise; Algorithm design and analysis; Clustering algorithms; Interference; Network topology; Noise measurement; Noise reduction; Pattern analysis; Probes; Telecommunication traffic; Tomography;
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2007. PIMRC 2007. IEEE 18th International Symposium on
Conference_Location :
Athens
Print_ISBN :
978-1-4244-1144-3
Electronic_ISBN :
978-1-4244-1144-3
DOI :
10.1109/PIMRC.2007.4394166