Dynamic Application Profiles using Neural Networks for adaptive quality of service support in the Internet

Authors:
Charilaos A. Tsetsekas;Apostolos G. Fertis;Iakovos S. Venieris
Affiliations:
National Technical University of Athens, School of Electrical and Computer Engineering, Telecommunications Laboratory, 9 Heroon Polytechniou str., 15773 Athens, Greece;National Technical University of Athens, School of Electrical and Computer Engineering, Telecommunications Laboratory, 9 Heroon Polytechniou str., 15773 Athens, Greece;National Technical University of Athens, School of Electrical and Computer Engineering, Telecommunications Laboratory, 9 Heroon Polytechniou str., 15773 Athens, Greece
Venue:
Computer Communications
Year:
2006

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Abstract

The Internet continues to evolve into a network that supports a wide spectrum of applications with diverse requirements. The introduction of multimedia poses delay, throughput and packet loss requirements towards the network and makes the provision of QoS a very important issue. In this paper, we present the concept of Dynamic Application Profiles for the transparent support of QoS in the Internet. The paper builds on existing work on a distributed QoS architecture, and uses intelligent mechanisms, such as Neural Networks, in an effort to provide dynamic QoS to network applications in a fashion comprehensible to the average end user.