Technical Note: \cal Q-Learning
Machine Learning
A translation approach to portable ontology specifications
Knowledge Acquisition - Special issue: Current issues in knowledge modeling
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Numerical Optimization of Computer Models
Numerical Optimization of Computer Models
Adaptive Video Multicast over the Internet
IEEE MultiMedia
A knowledge plane for the internet
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Application of neural networks for achieving 802.11 QoS in heterogeneous channels
Computer Networks: The International Journal of Computer and Telecommunications Networking
Design of an Autonomic QoE Reasoner for Improving Access Network Performance
ICAS '08 Proceedings of the Fourth International Conference on Autonomic and Autonomous Systems
Neural networks for QoS network management
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
QoE monitoring platform for video delivery networks
IPOM'07 Proceedings of the 7th IEEE international conference on IP operations and management
PerfSONAR: a service oriented architecture for multi-domain network monitoring
ICSOC'05 Proceedings of the Third international conference on Service-Oriented Computing
IEEE Journal on Selected Areas in Communications
A study of real-time packet video quality using random neural networks
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
MACE '09 Proceedings of the 4th IEEE International Workshop on Modelling Autonomic Communications Environments
The design of a quality of experience model for providing high quality multimedia services
MACE'10 Proceedings of the 5th IEEE international conference on Modelling autonomic communication environments
Recent advances in multimedia networking
Multimedia Tools and Applications
QoE model driven for network services
WWIC'10 Proceedings of the 8th international conference on Wired/Wireless Internet Communications
A simple survey of knowledge plane approaches for future cognitive wireless networks
International Journal of Mobile Network Design and Innovation
DataTraffic Monitoring and Analysis
Multimedia Tools and Applications
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The recent emergence of multimedia services, such as Broadcast TV and Video on Demand over traditional twisted pair access networks, has complicated the network management in order to guarantee a decent Quality of Experience (QoE) for each user. The huge amount of services and the wide variety of service specifics require a QoE management on a per-user and per-service basis. This complexity can be tackled through the design of an autonomic QoE management architecture. In this article, the Knowledge Plane is presented as an autonomic layer that optimizes the QoE in multimedia access networks from the service originator to the user. It autonomously detects network problems, e.g. a congested link, bit errors on a link, etc. and determines an appropriate corrective action, e.g. switching to a lower bit rate video, adding an appropriate number of FEC packets, etc. The generic Knowledge Plane architecture is discussed, incorporating the triple design goal of an autonomic, generic and scalable architecture. The viability of an implementation using neural networks is investigated, by comparing it with a reasoner based on analytical equations. Performance results are presented of both reasoners in terms of both QoS and QoE metrics.