Title :
Estimation of network link loss rates via chaining in multicast trees
Author :
Ziotopoulos, Agisilaos Georgios P ; Hero, Alfred O., III ; Wasserman, Kimberly M.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Abstract :
Of increasing importance is estimation of internal link parameters in communications networks. Multicast probes are a way to gather statistics about internal links from edge node measurements. The problem of estimating link loss probabilities for a multicast distribution tree is examined. Our model assumes loss statistics are distributed to session participants by a network protocol such as RTCP. We propose a decentralized algorithm for ML estimation of the link loss probabilities in a chain of nodes rooted at the source node of the multicast distribution tree and terminating at a given leaf. An expression for the Cramer-Rao bound and an approximate form for the probability distribution function of the estimator are given. The performance of the algorithm is evaluated using computer simulations for a bottleneck detection application
Keywords :
maximum likelihood estimation; multicast communication; parameter estimation; probability; telecommunication links; telecommunication networks; transport protocols; trees (mathematics); Cramer-Rao bound; ML estimation; MLE; RTCP; algorithm performance; approximate probability distribution function; bottleneck detection; chaining; communications networks; computer simulations; decentralized algorithm; edge node measurements; internal link parameters; link loss probabilities; loss statistics; multicast distribution tree; multicast probes; network link loss rates estimation; network protocol; network tomography; source node; Application software; Communication system traffic control; Computer network management; Intelligent networks; Multicast algorithms; Probability; Probes; Propagation losses; Statistical distributions; Tomography;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940513