Automated Generation of Knowledge Plane Components for Multimedia Access Networks

Autor:	Pieter Simoens, Steven Van den Berghe, Filip De Turck, Wim Van de Meerssche, Piet Demeester, Steven Latre, Bart De Vleeschauwer, Bart Dhoedt, Edith Gilon de Lumley
Rok vydání:	2008
Předmět:	Service (systems architecture) Access network Computer science business.industry Distributed computing Service management computer.software_genre Packet loss Resource allocation Compiler Quality of experience business Tweaking computer Computer network
Zdroj:	Modelling Autonomic Communications Environments ISBN: 9783540873549 MACE
DOI:	10.1007/978-3-540-87355-6_5
Popis:	The management of Quality of Experience (QoE) in the access network is largely complicated by the wide range of offered services, the myriad of possible QoE restoring actions and the increasing heterogeneity of home network configurations. The Knowledge Plane is an autonomic framework for QoE management in the access network, aiming to provide QoE management on a per user and per service basis. The Knowledge Plane contains multiple problem solving components that determine the appropriate restoring actions. Due to the wide range of possible problems and the requirement of being adaptive to new services or restoring actions, it must be possible to easily add or adapt problem solving components. Currently, generating such a problem solving component takes a lot of time and needs manual tweaking. To enable an automated generation, we present the Knowledge Plane Compiler which takes a service management objective as input, stating available monitor inputs and relevant output actions and determines a suitable neural network based Knowledge Plane incorporating this objective. The architecture of the compiler is detailed and performance results are presented.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::2a50480a6ef46a9f16cfe80682e476cd https://doi.org/10.1007/978-3-540-87355-6_5 Zobrazit plný text záznamu