Page 331 - Big data - Concept and application for telecommunications
P. 331

Big data - Concept and application for telecommunications                       5


            It is required to compare the information between the newly-built stations and the already operating base
            stations and draw conclusions on the effect of newly-built base stations according to reasonable models or
            algorithms.
            It is required to support summaries of the effects of newly-built base stations in a certain area or construction
            period.


            9       Framework of big-data-driven networking – mobile network traffic management and
                    planning
            [ITU-T Y.3650] describes the general framework of bDDN. As is shown in [ITU-T Y.3650], the bDDN framework
            is made up of three planes, the big data plane, the management plane and the network plane. The framework
            described  in  this  Recommendation  is  based on  the general  framework  presented  in  [ITU-T Y.3650].  The
            framework described in this Recommendation focuses on the big data plane.

            The framework of big-data-driven networking – mobile network traffic management and planning is shown
            in Figure 9-1.
























                           Figure 9-1 – Framework of big-data-driven networking – mobile network
                                             traffic management and planning

            Layer I – Data colleting
            The data collecting layer collects the signal data both in RAN and CN, the users' behaviour data and the
            common parameter data.
            Layer II – Data pre-processing

            The data pre-processing layer extracts, transforms and then loads the data to data warehouses for storage.
            Layer III – Data analysis

            The  data  analysis  layer  has  two  main  tasks,  the  real-time  task  and  the  off-line  task.  The  real-time  task
            computes data items for multiple dimensions as long as the data from the mobile network is collected. The
            off-line task computes data items for multiple dimensions at regular intervals. Besides the real-time and the
            off-line task, the QoS sensing task senses the experience of mobile network users based on the result data of
            the real-time and off-line task.

            Layer IV – Application
            Many applications can be generated based on the result data of the data analysis layer. The big-data-driven
            networking - mobile network planning is one of these applications.








                                                                           Network and infrastructure    323
   326   327   328   329   330   331   332   333   334   335   336