Page 352 - Kaleidoscope Academic Conference Proceedings 2024
P. 352

2024 ITU Kaleidoscope Academic Conference

            study will lay the groundwork for further study in this area   and  QoS  and  mobile  networks  often  struggle  to  meet  5G
            which can be used by other countries as well.     application  requirements  due  to  poor  signal  quality  [27].
         ii.  Most coverage prediction maps are unreliable. The Federal   Telecommunications companies need accurate mobile signal
            Communications  Commission  (FCC)  distributes  annual   strength  estimates  to  optimize  cell  tower  placement  and
            Broadband Deployment reports and shapefiles for telecom   improve  consumer  connectivity  [15].  For  non-telecom
            providers  indicating  their  geographic  coverage  areas.   experts, the statistics indicate the signal's quality as GREAT,
            Scholars caution this data may be false. M. Nekrasov et al.   GOOD, MODERATE and POOR.
            [13]  found  that  Pennsylvania's  broadband  connection  is
            considerably overestimated using Measurement Lab speed
            tests. Network providers sometimes exaggerate coverage
            with proprietary propagation models. Public systems for
            evaluating coverage regions and signal strength, especially
            in  poor  areas,  are  needed  to  assess  mobile  broadband
            accessibility.
         iii.  The  DoT,  responsible  for  telecom  policy  formulation  in
            India, lacks an independent framework for signal quality
            assessment. Hence developing this system was imperative.

                     5.  PROPOSED SOLUTIONS

           5.1   Development   of   the   mobile   application

           5.1.1 National Telecom Volunteer - mobile application
                                                                     Figure 5 - NTV application 'Signals tab’.
           A smartphone application [24] was developed (Figure 4) to
           serve  as  a  crowdsourcing  platform,  as  DoT  lacked  a   5.1.3 Data Captured by the App
           preexisting  mobile  application  for  this.  The  app  was   The application uses the Work Manager component of the
           designed  for  installation  by  volunteer  citizens  who  are   Android  API  to  periodically  collect  the  specified  data
           prepared to donate telecom-related data, despite the potential   attributes (Table 1) in the background at 15-minute intervals.
           impact  on  their  mobile  device's  battery  life  and  data   The application provides users with the option to pause and
           consumption.
                                                              resume background data collection at their convenience. To
           This tool collects statistics on voice quality, data network   motivate  users,  the  application  displays  the  total  count  of
           quality,  mobile  base  stations,  and mobile phone  hardware   data samples collected, showing the user's contribution.
           characteristics. This massive  data gathering  is intended to
           cover  all  future  research  applications.  Such  crowdsourced   Table 1 – Data captured by the NTV mobile application.
           measures are more cost-effective and efficient for predicting
           post-deployment  coverage  gaps  caused  by  highway     Signal      Data Network  Hardware  Subscriber
           construction or consumer residential preferences etc. [25].
           Adjusting  antenna  tilt,  height,  and  power  or  adding  more   Operator   Downstream   Manufacture Latitude
           BTS addresses these coverage gaps, notably in the 5G [26].   Technology   Bandwidth   r
           The NTV (National Telecom Volunteer) app was developed   Signal strength
           and released on Google Play on August 4, 2023.     Channel No.,     Upstream     Brand     Longitude
                                                              Base Station Code,   Bandwidth
                                                              Tracking Area Code
                                                              Cell ID, Location   Interface name  Model    Timestamp
                                                              Area Code
                                                              Mobile           Transport Type  Product   Other
                                                              Country/Network   (Mobile/Wi-Fi)        Network
                                                              code                                    information


                                                              5.2 Server Architecture
                                                              A highly reliable architecture (Figure 6) has been used as a
                                                              backend server for the mobile application, which serves as
           Figure 4 - NTV mobile application launched on Google   the  recipient  of  data  pushed  by  the  mobile  application.
           Play                                               Amazon Elastic Compute Cloud (EC2) was used as the cloud
                                                              computing  platform  to  host  the  databases.  Ubuntu  Linux
           5.1.2 Feature of the App                           distribution v. 22.04.2 LTS is used as the operating system
           The  application  displays  to  the  user  the  mobile  signals   on the server. The live database of the mobile application
           available on his/her mobile phone (Figure 5). The application   utilizes Apache Cassandra version 4.0.10.
           shows  the  telecom  operator’s  name.  It  also  shows  the   Apache Hive version 3.1.2 database was installed as a data
           telecom technology to which the system is latched whether   warehouse to store historic old data. Apache Spark version
           2G, 3G, 4G or 5G. Further, it displays the signal strength in   3.4.1 was installed for real-time batch processing of data to
           dBm. Signal strength affects mobile network performance   be fed to the Geospatial dashboard.

                                                          – 308 –
   347   348   349   350   351   352   353   354   355   356   357