Page 52 - ITU Journal Future and evolving technologies Volume 3 (2022), Issue 2 – Towards vehicular networks in the 6G era
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ITU Journal on Future and Evolving Technologies, Volume 3 (2022), Issue 2




          Thus, the optimization is finally formulated as:     With (15), the three-dimensional relation curve of
                                                               signal  distance,  main  interferer  distance  and
                   max    = ∑      log     (   ,    ) ,   (14)
                            
                                              ,     
                                          ,  
                       ,   ,  ∈         ∈                      success probability could be plotted in Fig. 2. It can
                                                               be seen from the figure that     is a monotonically
          and  an  updating  algorithm  to  solve  this                                       ,  
          optimization problem by adjusting     is derived in   growing  function  with  signal  distance.  Therefore,
                                              ,  
          the following section.                               for each vehicle, shortening the signal distance will
                                                               result in better link success probability. However,
                                                               the slope will be vanished, which means that when
          5.   THE PROPOSED ALGORITHM
                                                               the distance is larger, the gain by making it shorter
          To  obtain  the  real  performance  of  each         is not that much. While, when the distance is small
          communication  link,  we  need  to  use  V2X-specific   (close to zero), it will be very attractive to make it
          and  accessible  attributes  to  represent  link     even shorter.
          performance.  With  the  discussion  above,  the  per
          node PRR should be predictable based on the two      By taking a partial derivative on both sides, we have
                                                               the gradient of the utility with respective to     as:
          distances,  e.g.,  the  signal  distance  and  the  main                                          ,  
          interference distance. we propose a two-distance                     =           =    ∙  1  ∙  1   ,      (16)
          model to predict     for a receiver as follows:                     ,           ,             ,         ,  
                             ,  
                                                               the  gradient       indicates  that  the  transmitter
                                                                                ,  
                  (   ,    ) = α log     ,    + β log   + γ ,       (15)   moves in a fair manner, i.e., if the     of one link for
                                                  
                 ,  
                              
                                             
                     ,     
                                         
                                                                                                  ,  
          where  α  is  the  coefficient  associated  to  signal   a receiver is high, the gain from moving closer will
                    
          distance    , β  is the coefficient associated to the   be relatively small.
                         
                     ,  
          main interference distance of a receiver j, i.e.,    , γ    For example,       is the transmitter in Fig. 3,      ,
                                                         i
                                                        
                                                                                                              1
                                                                               0
          is the intercept from the regression.                      and        are three receivers of the current V2X
                                                                  2
                                                                          3
          The  values  of  α ,  β  and  γ  are  receiver-specific   packet, they are traveling in three directions.    0,1 ,
                               
                           
                                      
          coefficients  as  their  values  depend  on  how  many      0,2 ,    0,3  (   0,3 >   0,1 >   0,2 ) are the distance between
          interferers  are  surrounding  j  as  well  as  the   transmitter       0   and  receivers.                       ,
                                                                                                             4
          strengths  of  the  interferences.  It  is  because  the                         and                       are  three  interferers
                                                                                          6
                                                                          5
          simplified  formula  of       ,     considers  the  main   using the same resource with transmitter      .    ,   
                                                                                                            1
                                                                                                         0
                                                                                                               2
          interference  distance  only.  The  accuracy  of  using   and      (    >    >    )  are  the  distance  between
                                                                         2
                                                                                  3
                                                                             1
                                                                     3
          the  main  interference  to  represent  the  whole   interferers  and  receivers.       has  a  good  packet
                                                                                            2
          interference in the SINR term in (7-8) varies when   receiving probability because the signal distance is
          the composition of interference at j varies. Thus, we   small  while  the  interference  distance  is  big.
          propose to assume the coefficients α , β  and γ  are   Similarly,  we  can  find  that        has  a  modest
                                                                                               1
                                                       
                                                 
                                              
          dependent  on  the  Number  of  Surrounding          receiving  probability  while        has  the  lowest
                                                                                              3
          interfering Vehicles (NSVs).  The value of α , β  and   receiving probability. In order to optimize the PRR,
                                                    
                                                       
          γ  will be found via regress in Section 6 for different   the    0,1 ,    0,2  and    0,3  need to be adjusted by moving
             
                                                               the  transmitter.  The  higher  the  return  it  is
          numbers of NSVs.
                                                               estimated  to  have  from  the  moving  closer  to  a
                                                               receiver   ,  the  more  the  transmitter should move
                                                               towards the receiver   .
           Fig. 2 – Three-dimensional relation curve of signal distance,
                 interferer distance and success probability
                                                                Fig. 3 – The position of transmitter, receivers and interferers

          40                                 © International Telecommunication Union, 2022
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