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Handbook of Intelligent Computing and Optimization for Sustainable Development


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the current node, left node and right node index.

A snapshot of the ideal placement of nodes. A snapshot of the sensor nodes with faulty points.

      6.5.4 Separation of Faulty Nodes

      Now, we will separate out the faulty nodes from the whole nodes. To separate out faulty nodes formula is p = 40 where p is percentage of faulty nodes out of the total number of nodes.

       Types of Faulty Nodes

      We have four types of faulty nodes

      1 1. Permanent

      2 2. Transient

      3 3. Intermittent

      4 4. Dynamic

      Now, assign the x and y coordinates of faulty nodes and initiate the master node and calculate the distance of each faulty nodes from master nodes by mean square root formula, also the time from the master node to the faulty nodes. Plot the all four types (permanent, transient, intermittent, and dynamic) faulty nodes in the figure.

      6.5.5 Best Match of the Node

      6.5.6 Cases of Simulation

      Now, there are three conditions or cases. First two cases in which sender and receiver are outbound and third case is wen sender and receiver is inbound. But for third case, there are four scenarios.

      1 1. Scenario with no error.

      2 2. Scenario with error.

      3 3. Scenario with path hoping.

      4 4. Scenario with errors and correction.

      But, here we will discuss three cases of scenario without and with errors and with errors and correction.

       a. Case without errorsIn scenario without errors, we will first transfer the information of sender and reliever nodes. Now, check the range and distance between the nodes. Next step is to generate the blinking line and check the set of nodes (faulty nodes) and then send the information to the destination with the help of coordinates of x and y. In this figure, sender 21 is sending packet to the receiver through the minimum path and time delay. It passes through 3 nodes (72, 54, 65).

       b. Case with errorIn scenario with error, loop will run until the coordinate 1 is equal to the coordinate of receiver. After reaching at the receiver node, now find the coordinate 2 from the valid group of nodes (avoid faulty node). In this figure, 72 is faulty node and it stops the procedure but again scenario will generate another loop to reach at the receiver node. This time they avoid 72 and pass through 52, 54, and 57 or 45, 26, and 57. It is shorter path than the without errors.

       c. Case with error detection and correctionThird scenario is with errors and correction. This is proposed scenario in which we will simulate the loop with errors and then correct the errors to find out the best way to reach at the destination node. To correct the errors, we will change the way/nodes that are faulty in the whole scenario and choose another node for the receiver node. The simulation of such scenario is shown in figure. It will pass through.

      6.5.7 Delay

      6.5.8 Packet Delivery Ratio

A snapshot of delay. A snapshot of the packet delivery ratio.

      6.5.9 Throughput

A snapshot of throughput.

      6.6.1 Deploy of Nodes

A snapshot of the placement of nodes.

      Now, enter the source and receiver node from the total displaced nodes. Put the values of sender and receiver node. Now, put range of node which is 2 here. Assign the sender coordinates and draw the circle by the function.

      Find out the fault in routes and times in delivery. Next is the procedure of number of steps. First is to finding nodes which are in range to the sender nodes, calculate distances of senders with nodes in its range, indexes of ranged nodes with respect to sender, calculate distance between sender and all other nodes, select only the nodes in range. Now, make group of ranged nodes, and then, apply DE and find cost of all the groups collected. Selecting node combination with best cost, finding the closest node to the receiver, out of the selected ranged nodes, distance of the ranged nodes to receiver, arranging the indexes. Now, find the next node to hop on, from next hop to