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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Crow Search BEENISH Routing Protocol to Increase the Lifetime and Stability of Nodes in WSN</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Supriya Sharma</string-name>
          <email>sharmasupriya14@ymail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Gurpurneet Kaur</string-name>
          <email>gurpurneetkaur@gndec.ac.in</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Harminder Kaur</string-name>
          <email>harminderece@gndec.ac.in</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Alive Nodes</institution>
          ,
          <addr-line>Crow Search, Energy Efficiency, Residual Energy, Throughput</addr-line>
          ,
          <country>Wireless Sensor Networks</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>International Conference on Emerging Technologies: AI, IoT, and CPS for Science &amp; Technology Applications</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>Routing protocols are utmostneeded for communication between source nodes and sink node, least disruptive &amp; more efficient. The performance of the network and reliability is generally determined by selecting appropriate routing protocol. Since energy consumption has become crucial problem in WSNs, therefore Energy Efficient (EE) routing protocols have been introduced such as balanced energy-efficient network-integrated super heterogeneous (BEENISH), improved-BEENISH and enhanced-BEENISH. Optimization techniques are mandatory for achieving desired goals, minimizing energy depletion and maximizing network's life. The aim of this article is to extend the network's life and stability of sensing nodes through the use of heterogeneity factors such as alive nodes, dead nodes, throughput and average residual energy by using the cross-search based balanced energy efficiency network integrated super heterogeneous(CR-BEENISH) optimization technique.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>2) To compare the proposed (crow search) optimized E-BEENISH performance for number of alive
/dead nodes, network lifespan and throughput with the previous work.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Crow Search BEENISH to Increase the Lifetime of Nodes</title>
      <p>A heterogeneous 4-level network conceptwith alive/dead nodes, advanced, super and ultra-super
nodes are used in the CR-BEENISH protocol. The following flowchart indicates the process of
choosing cluster head using crow search optimization technique:</p>
      <p>Start</p>
      <sec id="sec-2-1">
        <title>Selection of Cluster Heads</title>
      </sec>
      <sec id="sec-2-2">
        <title>Calculate probability of nodes</title>
      </sec>
      <sec id="sec-2-3">
        <title>Generate Random Number</title>
      </sec>
      <sec id="sec-2-4">
        <title>Compare Random Number with Threshold Value</title>
      </sec>
      <sec id="sec-2-5">
        <title>If Random Number &lt; Threshold Value</title>
      </sec>
      <sec id="sec-2-6">
        <title>Node becomes Head</title>
        <p>If a node has determined which cluster it belongs to, the cluster head must notify its status as a
cluster node. Each node uses this information to be returned to the head cluster. For this, all CH
nodes must retain their recipients. The cluster head node mustmaintain the source to gather all
data from the cluster’s node set. When the cluster is set up, every round begins with a steady
state process where the information is transferred to the Base Station. Then, a heterogeneous
fourlayered wireless network threshold is described as:</p>
        <p>T (si) = { 1− ( .
0

Firstly, when a cluster is formed, each node first determines if it is the head of the recent
round. The network's current CH percentage (prior determination) is based on this decision
and the total CHs assigned to a particular node. If threshold T(si) is more than the random
number, the node will becomethe cluster head (CH) of the present round.</p>
        <p>The CH is chosen based on the amount of energy send by node to the sink as well as the
number of frames. The crow search optimization algorithm works with fusion factor (FF), as
depicted in equation 2 only in the current state.</p>
        <p>
          FF =  (

 0
 

) + ∅ (



 
)
(
          <xref ref-type="bibr" rid="ref1">1</xref>
          )
(
          <xref ref-type="bibr" rid="ref2">2</xref>
          )
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Results and Discussions</title>
      <p>The performance of CR-BEENISH protocol is evaluated in thissegment in MATLAB Software.
The sensor nodes are randomly deployed having 100m * 100m area (x and y-coordinates) and
Base Station (BS) at the center. The proposed CR-BEENISH protocol is compared to current
EBEENISH protocol. The simulation results are given below:
)
s
r
e
t
e
m
n
i
(
a
e
r
a</p>
      <p>area (in meters)
The above figure represents that the sensing nodes are organized randomly in a 100m*100m area
including member nodes;cluster heads (CHs) and base station (BS) in the middle or center.</p>
      <p>In figure 3, the Enhanced BEENISH protocol clearly shows better performance in the earlyphase,
but it decreases gradually as the number of rounds increases. Above simulations show that
the performance of proposed CR-BEENISH protocol increases with the given total rounds.
From fig. 4, it has been clearly analyzed that the dead nodes have been decreased in CR- BEENISH
than the existing E-BEENISH. Hence, the lifetime of the network has been increased.
The results of the average left behind energy for the existing (E-BEENISH) and proposed
(CRBEENISH) approaches are shown in figure6. This clearly shows that the existing technique
has steeper drops in average residual energy than the proposed algorithm, where steeper drops
indicate faster energy depletion.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>The proposed CR-BEENISH uses multi-hop communication while the previous method
(EBEENISH) uses single-hop communication. The numerical results indicate that the algorithm exceeds
the network lifetime,average residual energy and throughput. In addition, by selecting parameters
carefully, for the proposed protocol, the life cycle can be extended further. Finally, more improvement
in performance can enhance the CR-BEENISH adaptability.</p>
    </sec>
    <sec id="sec-5">
      <title>5. References</title>
    </sec>
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