Page 113 - ITU Journal Future and evolving technologies Volume 2 (2021), Issue 4 – AI and machine learning solutions in 5G and future networks
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ITU Journal on Future and Evolving Technologies, Volume 2 (2021), Issue 4




          First of all, continuing to optimize the algorithm is a
          good  choice.  At  present,  we  only  use  the  greedy
          algorithm, but there are actually many optimization
          algorithms that have not been tested and verified
          for similar problems.

          Secondly, conduct pilot projects in more locations to              Fig. 20 – 5G for everything
          accumulate  sample  data  to  adjust  and  optimize   In  China  Mobile,  an  intelligent  operation  and
          strategies to improve accuracy.                      maintenance ecosystem of developers + platform +
          Finally, after the topology adjustment is completed,   standards  have  been  formed.  The  "Nine  days"
          perform a certain period of observation, roll back,   intelligent intermediate platform created by China
          and  analyze  the  reasons  for  those  that  have  not   Mobile  provides  functions  for  developers  and
          reached expectations, and guide the improvement      gathers  the  wisdom  of  developers  who  work  in
          of the strategy.                                     accordance  with  ITU  standards.  The  result  is
                                                               screened  by  China  Mobile  and  then  promoted,
          3.2.  Discussion                                     forming  an  endless  ecosystem.  Relying  on  this

          Through  this  research,  with  the  support  of  ITU   ecosystem,  China  Mobile  has  cultivated  many
          planning,  our  results  have  achieved  breakthrough   intelligent  operation  and  maintenance  results,
          success. Compared  with traditional operation and    supports  China  Mobile  in  building  the  world's
          maintenance methods, we have obvious advantages.     largest 5G network, and constantly discovers new
          We  think  that  this  AI/ML  application  in  the   problems    in   construction,   operation   and
          communications industry has positive significance    maintenance, and new problems have become new
          in three aspects:                                    goals for developers. In this way, we can realize the
                                                               efficient  operation  and  maintenance  of  complex
          The  communication  network  before  5G  mainly      networks.
          communicates  between  people,  and  the  three
          typical scenarios in the 5G standard reflect that 5G
          has increased the communication between people
          and  things,  and  between  things.  This  type  of
          communication  will  not  only  change  the  way  of
          human  life,  but  also  change  the  mode  of  social           Fig. 21 – ecological environment
          operations. Facing this great prospect, ITU, global
          operators and equipment vendors are all vigorously   Most  of  the  current  AI  development  is  the  to
          promoting  the  construction  and  operation  of  5G   customer mode that focuses on serving users, based
          networks. But this also causes the complexity of the   on user needs, and conforms to users' living habits.
          5G network to far exceed the previous network, and   Based  on  the  ITU  specifications,  this  project  has
          the  construction  cost  and  operation  and         achieved  the  integration  of  the  communications
          maintenance cost have doubled. The results of this   industry  and  AI.  This  is  an  exploration  of  the  to
          combination  of  communication  operation  and       business  model  of  AI  development  serving  the
          maintenance and AI can greatly reduce the cost of    industry.  It  is developed  based  on  industry  needs
          5G  network  construction  and  operation  and       and meets industry development specifications. It is
          maintenance, and accelerate the promotion of 5G.     foreseeable  that  more  and  more  AI  services  will
          Therefore,  it  is  recommended  that  the  ITU      adopt the industry-to-B model in the future,this
          continues  to  improve  the  integration  of  AI/ML   research will provide an example for them.
          technologies in the communication specifications to
          provide support for global operators and equipment
          vendors, so as to burst more intelligent operation
          and maintenance results, promote 5G networks to
          change society as soon as possible, and enable us to
          enter a better future.
                                                                             Fig. 22 – AI to C and AI to B










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