BANYAN - Big dAta aNalYtics in 5G data-driven radio Access Networks (DIT.AD003.084)
Area tematica
Ingegneria, ICT e tecnologie per l'energia e i trasporti
Area progettuale
Internet del futuro (DIT.AD003)Struttura responsabile del progetto di ricerca
Istituto di elettronica e di ingegneria dell'informazione e delle telecomunicazioni (IEIIT)
Responsabile di progetto
FABRIZIO DABBENE
Telefono: 0110905416
E-mail: Fabrizio.dabbene@ieiit.cnr.it
Abstract
The BANYAN project is designed to address major open issues towards the realisation if datadriven
5G RAN, as follows: - modelling and forecasting macroscopic high-dimensional mobile
traffic patterns observed at RAN for individual services, at multiple scales in time and space; -
geo-locating and characterising in-building mobile traffic patterns observed at RAN; - designing
data-driven strategies for the allocation of 5G RAN resources; - designing data-driven policies
for the orchestration of 5G RAN resources to suit service requirements and dynamics via
network slices; - coordinating outdoor and indoor 5G, multi-RAT and heterogeneous networks
to meet user QoS requirements.
Obiettivi
"The measurable research objectives for the BANYAN project are as follows:
o Develop algorithms based on multivariate analysis and deep learning (DL) to forecast macroscopic spatial-temporal mobile service demands caused by user traffic and mobility;
o Develop data analytics based geo-location algorithms to geo-locate and characterise in-building mobile traffic demands at a high level of detail (e.g., including the exact time, building and floor where traffic is generated); and
o Develop data analytics-driven mechanisms to proactively optimize the orchestration of virtualized 5G RAN resources, to coordinate outdoor and indoor networks and to coordinate multi-RAT indoor networks.
In addition to the above research objectives, the project has the following doctoral training objectives:
o Train a group of 5 outstanding early-stage researchers (ESRs) for both academia and industry.
o Establish a virtual European centre of excellence for data-driven 5G RAN research that will exist well beyond the end of this project, reducing the fragmentation and facilitating long-term transnational and inter-sectoral collaborations."
Data inizio attività
01/12/2019
Parole chiave
-
Ultimo aggiornamento: 01/04/2025