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Research Article: Althalji et al                                                                81





                 40

                 30
                PDR %   20
                 10
                  0
                        1 root     2 roots     3 roots

                                 num of roots


                Fig. 9: Packet Delivery Ratio vs num of roots
                                                                     Fig.10: Average End to End delay vs num of roots
            By  comparing  the  MARPL  simulation  results
            with  the  proposed  protocol,  we  notice  the       FL-RPL  [13]  is modified the RPL using fuzzy logic
                                                                  with  several  parameters.  The  simulation  was
            superiority of the proposed protocol due to its
                                                                  implemented  with  an  area  of  10000^m2,  9
            ability to support mobile nodes by making the
            parent  and  child  nodes  of  the  mobile  node      mobile  nodes  and  (15,20,25,30)  fixed  nodes,
                                                                  the simulation results showed that the value of
            aware of its movement via the proposed control
                                                                  the  packet  delivery  rate  is  close  when
            message (HERE). MARPL increases the ratio of
            sending control messages, which causes more           comparing the proposed protocol with the FL-
                                                                  RPL  protocol,  where  the  proposed  protocol
            overhead  on  the  network  and  increases
                                                                  exceeded  3%  (Figure  11).  The  proposed
            collisions because it sends DIO messages to all
            neighbors, while the HERE control messages are        protocol outperforms FL-RPL through reducing
                                                                  the  delay  by  about  half  because  the  FL-RPL
            sent  only  to  the  parent  and  child  nodes  that
                                                                  protocol performs many operations every time
            need  this  information  .  Average  end-to-end
            delay:  The  result  shown  in  Figure  10.           a node receives a DIO message, (see Figure 12).
                                                                  The routing metrics are given as input of fuzzy
            Considering  that  MARPL  relied  on  calculating
            the value of node availability through the RSSI,      inference system to obtain a confidence score
                                                                  of the node and recalculate the mobility time.
            this leads to recalculating the value for all nodes
                                                                  Therefore, these steps cause more delay and an
            every  time  .  In  the  proposed  protocol,  even  if
            the  node  moves  and  changes  its  location,  it    increase  in  power  consumption.  Figure  13
                                                                  shows  that  the  proposed  protocol  reduced
            makes sure that the parent node is still within
                                                                  energy  consumption,  especially  when  the
            its radio range in order to reduce repeating the
            search process for a new parent node, and that        number of mobile nodes was more than fixed
                                                                  ones  .
            reduces the power consumption, collision, and
            delay.















                                                                    Fig. 11: Packet Delivery Ratio vs num of fixed nodes

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