Page 87 - ITU Journal Future and evolving technologies – Volume 2 (2021), Issue 2
P. 87

ITU Journal on Future and Evolving Technologies, Volume 2 (2021), Issue 2














                                      Table 4 – Review of methods used in mobile resource deployment for MEC

                                                         Joint problematic                             Main
        Ref        Method                                              CPU                           constraints
                                  Bits   Scheduling  Of loading  Power  optimi‑  Resource  User
                                allocation                   allocation       allocation  association
                                                                      zation
               Lagrangian duality,                                                                   Power and
        [83]    Successive convex  x         x                  x                                    computation
                 approximation                                                                        capacities
                Successive convex                                                                   Energy devices
                 approximation,
        [78]                       x                            x       x                           consumption’s,
               Decomposition and                                                                 Trajectory constraints
               iterative algorithm
               Decomposition and                                                                    Task deadlines,
        [87]                       x                  x
               iterative algorithm                                                                  Energy budget
               Dinkelbach method,
                Successive convex
       [102]     approximation,                                                 x                Computing capacities,
               Decomposition and                                                                 Mechanical constraints
               iterative algorithm
               Decomposition and                                                                    Energy budget,
        [86]                       x
               iterative algorithm                                                                  Data Causality
                   Penalty
       [104]   dual‑decomposition            x        x                                            Residual battery,
                                                                                                    Energy budget
                   method
               Decomposition and
       [105]                                                                    x                    UAV speed
               iterative algorithm
               Decomposition and                                                                      Devices
       [109]                                          x
               iterative algorithm                                                                    coverage
                Successive convex                                                                    Computing
        [88]                                                                    x
                 approximation                                                                        capacities
                Block successive                                                                  Latency constraints,
       [103]     upper‑bound                          x                         x                   Computation
              minimization algorithm                                                              and power capacities
                                                                                                    Computation
       [110]    Greedy algorithm                                                          x
                                                                                                      capacity
               Greedy dispatching                                                                Communication range,
       [111]
                  algorithm                                                                         UAVs number
               Decomposition and                                                                     UAV Velocity,
        [89]                                                                    x         x
               iterative algorithm                                                                    Obstacles
               Decomposition and                                                                     UAV battery
       [106]                                                    x                         x
               iterative algorithm                                                                   and velocity
               Deep Reinforcement
       [107]                                 x                                  x                        ‑
                   Learning
                                                                                                    Computation
       [108]      Differential               x                                                        capacities
               Evolution algorithm                                                                  Computation
        [92]                                 x        x                         x
                                                                                                      capacities
                                                                                                 Computation capacities,
        [82]     Meta‑Heuristic                       x                                               Time and
                                                                                                   power constraints
                                                                                                     UAV battery,
                  SCA‑based
        [77]                                          x                         x                  Tasks reliabiltiy,
               iterative algorithm
                                                                                                 Latency requirements









                                             © International Telecommunication Union, 2021                    73
   82   83   84   85   86   87   88   89   90   91   92