Passer à la navigation principale Passer à la recherche Passer au contenu principal

Cognitive policy based SON management demonstrator

  • Orange Labs

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionContribution à une conférenceRevue par des pairs

Résumé

Policy Based SON Management (PBSM) framework has been introduced to manage Self-Organizing Networks (SON) functions in a way that they fulfill all together the operator global goals and provide a unique self-organized network that can be controlled as a whole. This framework mainly translates operator global objectives into policies to be followed by individual SON functions. To cope with the complexity of radio networks due to the impact of radio environment and traffic dynamics, we propose to empower the PBSM with cognition capability. We propose a Cognitive PBSM (CPBSM) that relies on a Reinforcement Learning (RL) algorithm which learns the optimal configuration of SON functions and steers them towards the global operator objectives. The visitor will see how changing the operator objectives leads to a reconfiguration of the SON functions in such a way that the new objectives are fulfilled. The operation of a RL based cognitive management will be illustrated and the exploration/exploitation and scalability dilemmas will be explained.

langue originaleAnglais
titre21st Conference on Innovation in Clouds, Internet and Networks, ICIN 2018
EditeurInstitute of Electrical and Electronics Engineers Inc.
Pages1-3
Nombre de pages3
ISBN (Electronique)9781538634585
Les DOIs
étatPublié - 29 juin 2018
Evénement21st International Conference on Innovation in Clouds, Internet and Networks, ICIN 2018 - Paris, France
Durée: 19 févr. 201822 févr. 2018

Série de publications

Nom21st Conference on Innovation in Clouds, Internet and Networks, ICIN 2018

Une conférence

Une conférence21st International Conference on Innovation in Clouds, Internet and Networks, ICIN 2018
Pays/TerritoireFrance
La villeParis
période19/02/1822/02/18

Empreinte digitale

Examiner les sujets de recherche de « Cognitive policy based SON management demonstrator ». Ensemble, ils forment une empreinte digitale unique.

Contient cette citation