Page 78 - ITU Journal Future and evolving technologies Volume 2 (2021), Issue 6 – Wireless communication systems in beyond 5G era
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ITU Journal on Future and Evolving Technologies, Volume 2 (2021), Issue 6









                (P1) ∶ max                         Υ   ,  ,    Ω   ,  ,      (     ,  ,  ,   )
                      Υ,Ω,  
                               ∈ℐ   ∈{  ,  ,  ,    }   ∈{ℰ∪ℳ∪ℛ}
                      s.t.:  Υ   ,    ,    Ω   ,  ,   [     ,  ,  ,    −      ℎ       ] ≥ 0     ∈ {ℰ ∪ ℳ ∪ ℛ},    ∈ {  ,   ,   ,     }  (23)a
                                                 ,  ,  
                                     Υ   ,  ,    Ω   ,  ,    ≤ 1                   ∈   ,    ∈ {ℰ ∪ ℳ ∪ ℛ}  (23)b
                           ∈ℐ   ∈{  ,  ,  ,    }
                        Υ   ,  ,    ∈ {0, 1}                                 ∈ {ℰ ∪ ℳ ∪ ℛ},    ∈ ℐ,    ∈     (23)c
                        Ω   ,    ,    ∈ {0, 1}                            ∈ {  ,   ,   ,     },    ∈ {ℰ ∪ ℳ ∪ ℛ}  (23)d
                                                Υ   ,  ,    Ω   ,  ,         ,  ,  ,    = 1,     ∈   ,    ∈ ℐ  (23)e
                               ∈        ∈{ℰ   ,  ,   ∪ℳ   ,  ,   ∪ℛ   ,  ,   }
                                          Υ   ,  ,    Ω   ,  ,         ,  ,  ,    = 1,       ∈   ,    ∈ ℐ  (23)f
                               ∈ℱ       ∈{ℰ   ,  ,   ∪ ℳ   ,  ,   }
                                           Υ   ,  ,    Ω   ,  ,         ,  ,  ,    = 1,      ∈   ,    ∈ ℐ  (23)g

                               ∈         ∈{ℰ   ,  ,   ∪ ℳ   ,  ,   }
                                                    Υ   ,  ,    Ω   ,  ,         ,  ,    ,    = 1,     ∈   ,    ∈ ℐ  (23)h
                               ∈               ∈  ℱ       ∈{ℰ   ,    ,   ∪ ℳ   ,    ,   }
                             ,  ,  ,    = (0, 1)                               ∈ {ℰ   ,  ,    ∪ ℳ   ,  ,    ∪ ℛ   ,  ,   }  (23)i
                             ,  ,  ,    = (0, 1)                                       ∈ {ℰ   ,  ,    ∪ ℳ   ,  ,   }  (23)j
                             ,  ,  ,    = (0, 1)                                       ∈ {ℰ   ,  ,    ∪ ℳ   ,  ,   }  (23)k
                             ,  ,    ,    = (0, 1)                                   ∈ {ℰ   ,    ,    ∪ ℳ   ,    ,   }  (23)l





                    (P2) ∶ max                ,        ∇   ,                      ℬ
                                                                 
                           Υ,Ω
                                         ∈        ∈ℐ
                           s.t.:            ≤                        ∈ ℐ,    ∈                             (24)a
                                 ∈    
                               ∇   ,    ∈ {0, 1}                     ∈   ,    ∈ ℐ                          (24)b
                                    ,    ∈ (0, 1)                    ∈   ,    ∈ ℐ                          (24)c
                                      ,    ≥                         ∈                                     (24)d
                                 ∈        ∈ℐ


          7.   PROPOSED SOLUTIONS                                      ′
                                                                    (P1 ) ∶max             Υ   ,    Ω   ,      (     ,  ,   )
                                                                           Υ,Ω
                                                                                ∈ℐ   ∈     ∈{ℰ∪ℳ∪ℛ}
          In this section, we give an in‑depth description of the pro‑
          posed solutions to the latency and bid aware dynamic re‑          +                Υ   ,    Ω   ,      (     ,  ,   )
          source allocation problem in an M‑TTSD network stated in
                                                                                ∈ℐ       ∈ℱ      ∈{ℰ∪ℳ}
          (P1)  and  (P2).  First,  the  objective  function  in  (P1)  is  re‑
          formulated for tractability and complexity reduction us‑          +               Υ   ,    Ω   ,      (     ,  ,   )
          ing  the  hierarchical  decomposition  technique  [74].  For          ∈ℐ       ∈        ∈{ℰ∪ℳ}
          clarity, readability, and without the abuse of notations, in
          the  reformulation  of  (P1), we drop indexes in Υ   ,  ,   , Ω   ,  ,     +            Υ   ,    Ω     ,      (     ,    ,   )
                                               ′
          and   (     ,  ,  ,   ). (P1) is transformed into (P1 ) taking into     ∈ℐ       ∈              ∈  ℱ      ∈{ℰ∪ℳ}
          consideration   the   physical   network   described   in
          Subsection                in
          Subsection 3.3.




          66                                 © International Telecommunication Union, 2021
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