Page 118 - ITU Journal Future and evolving technologies Volume 2 (2021), Issue 1
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ITU Journal on Future and Evolving Technologies, Volume 2 (2021), Issue 1




          under jamming of a transmitter with a group of receivers  We say that the communication from the transmitter to
          when the channels are affected by Rayleigh fading is mod‑  the receiver is maintained if and only if the SINR at the
          eled as a zero‑sum power power allocation game.      receiver is greater than or equal to a given TCC   , i.e., the
          (2) Existence and uniqueness of the equilibrium in power  following condition holds:
          allocation strategies are proven. Thus, in contrast to
          Colonel Blotto games, if channels are affected by Rayleigh             SINR(  ,   ) ≥   .          (2)
          fading, then stability of communication connectivity in a  This TCC    depends on the system’s requirements, such as
          multi‑link system can be maintained without introducing  bit rate and bit error rate (BER).
          a random factor for a decision maker.                Then, since    and    are random variables, the probability
          (3) We reduce the problem of  inding the equilibrium in  that the link between the transmitter and the receiver is
          power resource allocation strategies to the problem of  maintained, i.e., PCC, is given by
          solving a  ixed point equation in a scalar variable. An al‑
          gorithm based on the bisection method to  ind the  ixed              (  ,   ) =      (SINR(  ,   ) ≥   ) .  (3)
          point (and so equilibrium strategies) is developed, and its
          convergence is proven. This algorithm can be considered  For the case when the channels are affected by Rayleigh
          to be a learning algorithm since it allows one to reduce the  fading (i.e.,    and    are exponential random variables
          zone of uncertainty for the equilibrium by a factor of two  with means     [  ] =    and     [  ] = ℎ, respectively), by
          on iteration.                                        [14, 15], the probability (3) can be represented as follows:
          The organization of this paper is as follows. In Section 2,                          
          a short summary of an SLCC model is given. In Section 3,                       −    ℎ  
          its generalization for the MLCC scenario is suggested as a               (  ,   ) =            .   (4)
          zero‑sum game between the transmitter communicating                           1 +   
          with a group of receivers and the jammer. In Section 4, the                        ℎ  
          equilibrium strategies are designed and the uniqueness  Note that     (  ,   ) is continuous in    ≥ 0 and    ≥ 0 and
          of the equilibrium is proven. In Section 5, the equilibrium      (0,   ) = 0 for    ≥ 0.
          strategies are established in closed form for the bound‑
          ary cases of network parameters: (a) for small or large  3.  A MULTI‑LINK COMMUNICATION CON‑
          TCC, (b) for small or large total jamming and transmission  NECTIVITY MODEL
          power budgets and (c) for small background noise at the
          receivers. In Section 6, an algorithm to design the equilib‑  In this section, we generalize the SLCC problem to the
          rium in the general case is presented and its convergence  MLCC problem involving a transmitter with    receivers as
          is proven. Finally, in Section 7, illustrations of the results  follows:
          are given, and, in Section 8, conclusions are offered. All
          proofs are provided in the appendix.                   • We assume that the transmitter is equipped with   
                                                                   directed antennas to communicate with    receivers.

          2.  SHORT OVERVIEW OF A SINGLE‑LINK                    • Let    = (   , … ,    ) be the strategy of the transmitter
                                                                                   
                                                                            1
              COMMUNICATION              CONNECTIVITY              where    is the power assigned to communicate with
                                                                            
              MODEL                                                the receiver    and
          In this section following [14, 15] we give a short overview              =    and    ≥ 0,    ∈     (5)
                                                                                    
                                                                                             
          of the SLCC model with one transmitter communicating                 ∈  
          directly to a single receiver. This communication is af‑
          fected by hostile interference from a jammer. Let    and  with    is the transmitter’s total power budget and
             be the channel power gains from the transmitter to the     ≜ {1, … ,   }. Denote by    the set of all feasible
          receiver and the jammer to the receiver, respectively. In  strategies for the transmitter.
          practice, the channel power fading gains depend on dis‑  • Let the jammer also be equipped with    directed an‑
          tances, fading and antenna characteristics. In general, the  tennas.
          channel power gains are random variables (e.g., repre‑
          sentingchannelfading)withmeans    [  ] =    and    [  ] =  • Let    = (   , … ,    ) be strategy of the jammer, where
                                                                                   
                                                                            1
          ℎ. Let    and    be the power levels used by the transmitter     is the power assigned to jam the communication
                                                                      
          and the jammer, respectively. Thus, ℝ is the set of fea‑  between the transmitter with receiver   , and
                                          +
          sible strategies for the transmitter as well as for the jam‑
          mer. The receiver also is affected by noise power   . Thus,             =    and    ≥ 0,    ∈      (6)
                                                                                    
                                                                                             
          the SINR at the receiver is given by                                 ∈  
                                                                   with    is the total jamming power budget. Denote by
                        SINR(  ,   ) =     .           (1)
                                       +                              the set of all feasible strategies for the jammer.



          102                                © International Telecommunication Union, 2021
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