DocumentCode
1168741
Title
New MPLS network management techniques based on adaptive learning
Author
Anjali, Tricha ; Scoglio, Caterina ; De Oliveira, Jaudelice Cavalcante
Author_Institution
Illinois Inst. of Technol., Chicago, IL, USA
Volume
16
Issue
5
fYear
2005
Firstpage
1242
Lastpage
1255
Abstract
The combined use of the differentiated services (DiffServ) and multiprotocol label switching (MPLS) technologies is envisioned to provide guaranteed quality of service (QoS) for multimedia traffic in IP networks, while effectively using network resources. These networks need to be managed adaptively to cope with the changing network conditions and provide satisfactory QoS. An efficient strategy is to map the traffic from different DiffServ classes of service on separate label switched paths (LSPs), which leads to distinct layers of MPLS networks corresponding to each DiffServ class. In this paper, three aspects of the management of such a layered MPLS network are discussed. In particular, an optimal technique for the setup of LSPs, capacity allocation of the LSPs and LSP routing are presented. The presented techniques are based on measurement of the network state to adapt the network configuration to changing traffic conditions.
Keywords
DiffServ networks; IP networks; Markov processes; multimedia communication; multiprotocol label switching; telecommunication network management; telecommunication network routing; telecommunication traffic; DiffServ; IP networks; Kalman filters; LSP routing; MPLS network management; Markov decision process; QoS; adaptive learning; capacity allocation; differentiated services; label switched paths; multimedia traffic; multiprotocol label switching; network configuration; network resources; quality of service; stochastic comparison theory; Aggregates; Diffserv networks; IP networks; Multiprotocol label switching; Protocols; Quality of service; Routing; Stochastic processes; Telecommunication traffic; Tellurium; Adaptive learning; Kalman filter; Markov decision process; differentiated services multiprotocol label switching (DiffServ/MPLS) networks; network measurement; stochastic comparison theory; Algorithms; Artificial Intelligence; Computer Simulation; Information Storage and Retrieval; Internet; Models, Statistical; Pattern Recognition, Automated; Signal Processing, Computer-Assisted; Telecommunications;
fLanguage
English
Journal_Title
Neural Networks, IEEE Transactions on
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/TNN.2005.853428
Filename
1510723
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