Journal ArticleDOI
Kalman filtering of traffic fluctuations for real-time network management
Prosper Chemouil,Janusz Filipiak +1 more
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TLDR
In this paper, a version of the Kaiman filter algorithm is adopted to deal with traffic fluctuations in telephone networks, and the overall approach is tested against the real data gathered by the supervisor of the French toll network.Abstract:
Discrete- time stochastic models of sequential traffic records in telephone networks are considered. They appear to be well suited for a use of the Kaiman filter. A version of the filtering algorithm is adopted to deal with traffic fluctuations. The overall approach is tested against the real data gathered by the supervisor of the French toll network. The adaptive traffic estimator is inserted into a simulator of a testbed network operated in the urban zone of Paris. The traffic estimations provided by the filter are used to decide an overflow hierarchy.read more
Citations
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Journal ArticleDOI
A framework for bandwidth management in ATM networks—aggregate equivalent bandwidth estimation approach
TL;DR: A unified framework for traffic control and bandwidth management in ATM networks is proposed and the central concept is adaptive connection admission, which employs an estimation of the aggregate equivalent bandwidth required by connections carried in each output port of the ATM switches.
Journal ArticleDOI
Medium-term centralized virtual-path bandwidth control based on traffic measurements
TL;DR: Network simulation shows that a sophisticated VPB controller which relies on simple measurements of the offered traffic can substantially improve the performance of an ATM network.
Journal ArticleDOI
Modeling and Prediction of Traffic Fluctuations in Telephone Networks
Janusz Filipiak,Prosper Chemouil +1 more
TL;DR: Simulation results confirm the benefits of advanced routing concepts and allow us to classify various information patterns from the standpoint of their usefulness for traffic control.
Journal ArticleDOI
Analysis and control of traffic routing in circuit-switched networks
TL;DR: The simulation is used to highlight the significance of network structure, signalling techniques, multiple overflows and update cycle length for the efficiency of a flexible routing rule.
Proceedings ArticleDOI
Estimation of aggregate effective bandwidth for traffic admission in ATM networks
TL;DR: A framework for adaptive bandwidth management in ATM based networks is presented and the authors concentrate on evaluation of a bandwidth reserved for possible estimation error, using the error covariance matrix from a linear two state Kalman filter applied for the system state estimation.
References
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Journal ArticleDOI
An Introduction to Probability Theory and Its Applications.
Journal ArticleDOI
Adaptive filtering with unknown prior statistics
Andrew P. Sage,Gary W. Husa +1 more
Journal ArticleDOI
Network Management and Congestion in the U.S. Telecommunications Network
TL;DR: The evolution, status, and future needs for network management of the coterminous U.S. telecommunications network are presented.
Journal ArticleDOI
The use of learning algorithms in telephone traffic routing-A methodology
Kumpati S. Narendra,Philip Mars +1 more
TL;DR: The entire system is described as a Markov process and different learning schemes are shown to lead to different flow patterns in the steady state.
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Kalman Filtering of Traffic Fluctuations for Real-Time Network Management
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