SlideShare a Scribd company logo
1 of 5
Download to read offline
Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14)
30 – 31, December 2014, Ernakulam, India
1
MODIFIED LEACH PROTOCOL IN WIRELESS SENSOR
NETWORK–A SURVEY
Chinchu T Sony1
, Sangeeta C P2
, C D Suriyakala3
1
Dept., of ECE, TIST, Cochin, India
2
Dept., of ECE, TIST, Cochin, India
3
Dept., of ECE, SNGCE, Cochin, India
ABSTRACT
Advances in wireless technology, digital electronics, and MEMS (Micro-Electro Mechanical-Systems) have
enabled the deployment of large scale wireless sensor networks (WSN). The main problem in WSN is limited battery
life. So the efficient use of available battery power is one of the major factors to be considered. Studies on WSNs shows
that cluster based network architecture is the most energy efficient approach when compared with direct transmission and
multipath technique. From the different cluster based protocol, LEACH (Low Energy Adaptive Clustering Hierarchy)
shows the better performance in terms of energy consumption. We can make the LEACH network much more efficient
by reducing the energy usage during Cluster Head selection procedure, and communication between far away nodes to
base station. In this work, modified LEACH protocol is surveyed and analyzed their performance based on the metric,
residual energy.
Keywords: Cluster, Cluster Head, LEACH, Multihop, WSN;
1. INTRODUCTION
Wireless sensor networks are highly distributed networks of small, lightweight wireless nodes communicate
over a short range. These are deployed in large number to monitor the environment or the system by measuring the
physical parameters such as temperature, pressure, humidity etc. Each sensor nodes consist of three subsystems: the
sensor subsystem which senses the environment, the processing subsystem which perform local computation on the
sensed data and the communication subsystem responsible for exchange information with neighbor nodes. Networking
individual sensor to a large number leads to wider range, which cause robust and reliable. Two main operation carried
out in WSN are data dissemination and data aggregation. Data dissemination is spreading of data in whole network and
data aggregation is collection of data from several nodes by sink.
Sensor network consist of different types of sensors like seismic, thermal, visual and infrared and able to
monitor a wide variety of ambient conditions: temperature, pressure, humidity, soil makeup, vehicular movement, noise
levels, lighting conditions, the presence or absence of certain kinds of objects, mechanical stress levels on attached
objects and so on. These increases the application of sensor networks in battle fields, identification of contaminated
environments, environmental monitoring, analysis of structural conditions of buildings, Roads and highways in
intelligent applications in medicine etc.
Sensors are usually relying on battery for power which in most cases cannot recharge or replaced. Due to the
limited battery power, energy consumption is the most critical issues in wireless sensor networks which in turn effect the
INTERNATIONAL JOURNAL OF ELECTRONICS AND
COMMUNICATION ENGINEERING & TECHNOLOGY (IJECET)
ISSN 0976 – 6464(Print)
ISSN 0976 – 6472(Online)
Volume 5, Issue 12, December (2014), pp. 01-05
© IAEME: http://www.iaeme.com/IJECET.asp
Journal Impact Factor (2014): 7.2836 (Calculated by GISI)
www.jifactor.com
IJECET
© I A E M E
Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14)
30 – 31, December 2014, Ernakulam, India
2
lifetime of network. Conventional routing protocols used in WSN are directly communication with Base Station (BS) and
Minimum Transmission Energy (MTE). Both protocols the energy of node will drain out quickly [1]. Therefore most
energy efficient scheme, clustering of nodes is used to increase the life span of the network. Use of clustering results in
has small transmission distance from nodes. Cluster based architecture organizes the sensor nodes into clusters each
cluster have a cluster head (CH) and cluster members (CM). The CMs in each cluster are involved in message exchange
with their respective CH and BS will gathered data from CHs. The fundamental and most popular cluster based routing
protocol is Low Energy Adaptive Clustering Hierarchy (LEACH) which is discussed in section II, improvement in
LEACH protocol for different issues are in section III and the survey is concluded in section IV.
2. LEACH PROTOCOL
Low Energy Adaptive Cluster Hierarchy (LEACH) is the fundamental and most commonly used cluster based
routing protocol. The main advantage of this protocol is improved the lifetime of WSN by reducing energy consumption.
Even distribution of energy among the nodes in the network and performing data aggregation are the main features of
LEACH. Some assumption to be considered in LEACH are the BS is fixed and located far from the sensors,
homogenous sensor nodes in the network and have limited energy source. As LEACH is a cluster based protocol it
organize the nodes into clusters which helps to distribute the energy among the sensor nodes in the network. Each cluster
has a Cluster Head and non-cluster head nodes as shown in Fig (1).
LEACH randomly selects nodes as Cluster Heads and performs periodic reelection, so that high energy
dissipation experienced by the CH in communication with the BS is spread across all the nodes of the network. Each
iteration of CH selection is called a round. The operation of LEACH based on several rounds. Each round consists of
setup phase and steady state phase
Figure 1: Cluster formation in LEACH[4]
2.1. Setup Phase
In setup phase, cluster formation and Cluster Head selection takes place. For Cluster Head selection every node
chooses a random number between 0 and 1 and a threshold value T (n) is evaluate as in (1):
ܶሺ݊ሻ = ቊ
௣
ଵି௣∗௥௠௢ௗଵ
௣ൗ
	; if	nεG
0		; otherwise
(1)
Where p - desired percentage of CHs, r- current round and G - set of nodes that have not been CHs in the
last 1/P rounds. Nodes that are CHs in round 0 cannot be CHs again in the next 1/P rounds. Using this thresholdT(n),
each node will be a cluster-head at some point within 1/P rounds. If the random number is less than a threshold value
T(n) node become the Cluster Head.(CH). During round 0 (r=0), each node has a probability P of becoming a cluster-
head. The nodes that are cluster-heads in round 0 cannot be cluster-heads for the next 1/P rounds. Thus the probability
that the remaining nodes are cluster-heads must be increased, since there are fewer nodes that are eligible to become
cluster-heads. After 1/P -1 rounds, T(n)=1 for any nodes that have not yet been cluster-heads, and after rounds, all nodes
are once again eligible to become cluster-heads.
After CH selection, each CH advertises its selection to the rest of the nodes by using the CSMA/CA protocol.
After that each node selects a CH based on the Received Signal Strength Indication (RSSI) of the advertisement. Each
Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14)
30 – 31, December 2014, Ernakulam, India
3
node uses CSMA/CA protocol to transmit its selection. During that, all CHs must keep their receivers ON. Then when
clusters are formed, each CH creates a TDMA schedule according to the number of nodes in the cluster. Each node sends
their sensed data to its CH during its allocated transmission time in the TDMA. During the steady state phase, each
sensor node senses and transmits data to its CH based on the TDMA schedule. The CHs receive all the data and
aggregate it before being sent to the BS. After a certain time, which is determined a priori, the network starts another
round by going back to the setup and steady state phases again.
Figure 3: Timing diagram of round [1]
2.2. Steady State
During the steady state phase, each sensor node senses and transmits data to its CH based on the TDMA
schedule. The steady state operation is broken into frames, where nodes send data to their CH at most once per frame
during allocated transmission slot. The CHs receive all the data and aggregate it before being sent to the BS. After a
certain time, the network starts another round by going back to the setup and steady state phases again.
3. MODIFICATION ON LEACH
LEACH is an energy efficient protocol works on multiple clusters. Only Cluster Head will communicate with
the Base Station. Cluster Head selection procedure, idle listening and overhead in CH, far distance from BS will reduce
energy efficiency of the protocol. To overcome these issues so many improvements on LEACH are done.
Sensor nodes far away from their cluster-heads or cluster heads far away from the base station will spend more
energy for longer distance transmission. As a result, the remaining energy level for each node in the network will be
unbalanced. An optimal energy adaptive clustering algorithm has been developed in [2]. For nodes having higher
residual energy than the average energy of the whole network are continued to select cluster head. Otherwise there can be
high probability to exhaust all their rest energy for data transmission and become dead nodes[2].Selecta Super Cluster
Head (SCH) responsible for routing the gathered data to the BS. SCH are taken from Cluster Head that should be at an
optimum distance and energy from the BS. This node will act as an intermediate between cluster head and BS[3]. Relay
nodes was chosen from the CHs based on residual energy and the distance to the BS. In set-up phase, they improved the
threshold value to ensure node has high residual energy. After the cluster formation relay node is selected based on
residual energy and distance to the BS. Therefore instead of direct transmission from distant BS and CH can use relay
node as the intermediate node between BS and CH. Here number of CHs in the network should not be too large or too
small which will cause reduction of energy in the networks. So CH should be optimal [4].Thus there will reduction in
energy consumption for larger communication distance. Simulation in [4] shows that LEACH-R saves 20 % energy than
LEACH(Fig 3).
Figure 3: network lifetime[4]
In the LEACH, the CH is always on for receiving data from cluster members, sometimes CH dies earlier
than the other nodes in the cluster because of its operation of receiving, sending and overhearing. When the CH die,
the cluster will become useless because the data gathered by cluster nodes will never reach the base station. Besides
transmitting data directly from CH to base station, CH sends data to the other cluster head which is inside a pre-
Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14)
30 – 31, December 2014, Ernakulam, India
4
defined radius, so that transmitting energy is less dissipated [5].BS selects the upper layer cluster heads to act as super
cluster heads for lower layer cluster heads[6]. This protocol reduces the energy consumption of sensor nodes by
adaptively increasing the clustering hierarchy. It uses the concept of equal clustering i.e., any node in the given layer will
reach the BS in equal number of hops (Fig 4)[6].
Figure 4: Clustering in different layers [5].
Cluster head selection procedure will increase the energy consumption; if the selected Cluster Head has less
energy than average network energy then Cluster Head will die quickly which reduce the lifetime. Modification in cluster
head selection method can makes energy efficient protocol. By introducing efficient cluster head replacement scheme
and dual transmitting power levels [7] thus life time of node get improved (Fig 5) and also by Choosing the CH based on
remaining energy and distance from the center of gravity [8] will improve the Cluster Head selection method to reduce
energy consumption.
Figure 5: Graph of node dead in LEACH and BEC-LEACH[7]
Cluster heads should be selected based on maximum coverage and should have sufficient energy to prolong the
communication [9] Clusters are dynamically formed and changed with transmission. A QOS aware protocol in [9] is
provided that ensures maximum lifetime of the edges through which routing is performed and thus minimizing the losses
due to node mobility or collision, thereby enhancing the lifetime by minimizing the energy losses. Fig.6 shows that
improved LEACH better performance than LEACH.
Figure 6: Average cluster lifetime and Latency For 25 & 50 nodes[9]
Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14)
30 – 31, December 2014, Ernakulam, India
5
Uneven clustering can balance the energy consumption of cluster heads by making clusters which are closer to
BS have smaller radius[10], Multi-hop inter-cluster routing mechanism is used to save node energy and BS select an
optimal path from multi-paths for source and sink nodes.BS does everything from broadcasting control packets, routing
paths selection and maintenance. Sensor nodes are only responsible for basic functions, such as sensing data, forwarding
packets on behalf of other nodes and sending sensing data to BS. In [11], developed a Dynamic Cluster Head procedure
and inter-cluster routing selection, which evenly distribute the energy load among all the sensor nodes in the network.
Therefore no overly-utilized sensor nodes, so that nodes energy will not run out quickly before the others. In this Cluster
heads (CHs) which are closer to the base station (BS) have smaller cluster size than those farther from BS [11]. LEACH
is homogenous, so it cannot be used in heterogeneous environment. To overcome this limitation two protocol SEECP and
MEECP were developed [12].
4. CONCLUSION
One of the main challenges in the design of routing protocols for WSNs is how to efficiently use the available
energy, because energy resources are very limited. The main aim while design a routing protocol is to make the nodes
lifetime as long as possible. From our side we concluded that if the improvements on Cluster Head procedure and
multihop technique is included with existing techniques, the sensor network would have been much more energy
efficient. They can reduce the energy consumption thereby increase the life time. In this paper we have surveyed various
LEACH-based protocols and discussed how they reduce energy consumption in WSNs and increase network’s lifetime.
5. ACKNOWLEDGEMENT
We would like to express special thanks to Mr. George M. Jacob, Lab Instructor, Toc H Institute of Science and
Technology. We are also deeply grateful for all those who made it possible to complete this survey successfully.
REFERENCES
[1] Wendi B. Heinzelman, Anantha P. Chandrakasa, HariBalakrishnan, An Application-Specific Protocol
Architecture for Wireless Microsensor Networks, IEEE Transactions On Wireless Communications, Vol. 1, No. 4,
October 2002.
[2] LIANG Ying, YU Haibin, Energy Adaptive Cluster-Head Selection for Wireless Sensor Networks, Sixth
International Conference on PDCAT’05,IEEE,2005.
[3] SaurabhSaxena, SiddharthRoshan, MohitPandey, Manish Yadav, NabajyotiMedhi, SunasheerBhattacharjee, Super
Cluster based Modified LEACH Protocol for Wireless Sensor Networks, 2nd International conference on
Computing Communication and Sensor Network,2013.
[4] Ningbo WANG, Hao ZHU, An Energy Efficient Algrithm Based on LEACH Protocol, International Conference
on Computer Science and Electronics Engineering, 2012.
[5] HimanshuTaneja, ParvinderBhalla, An Improved Version of LEACH: Three Levels Hierarchical Clustering
LEACH Protocol(TLHCLP) for Homogeneous WSN, International Journal of Advanced Research in Computer
and Communication Engineering, Vol. 2, Issue 9, September 2013.
[6] Muhamnmad Omer Farooq, Abdul BasitDogar, GhalibAsadullah Shah, MR-LEACH: Multi-hop Routing with
Low Energy Adaptive Clustering Hierarchy, Fourth International Conference on Sensor Technologies and
Applications,2010.
[7] D. Mahmood, N. Javaid, S. Mahmood, S. Qureshi, A. M. Memon, T. ZamanMODLEACH: A Variant of LEACH
for WSNs, 2011.
[8] V. Kumar, S. Jain and S. Tiwari, Energy efficient clustering algorithms in wireless sensor networks: A survey,
IJCSI International Journal of Computer Science Issues, vol. 8, September 2011.
[9] NandakishorSirdeshpande, VishwanathUdupi, Lifetime Maximization Using Modified Leach Protocol for Energy
Efficient Routing In Wireless Sensor Networks, IJES,VoL-2, Issue- 2 ,Pages-17-23 ,2013.
[10] Jiguo Yu, Wenjun Liu, Jingjing Song, Baoxiang Cao, EEMR: An Energy-Efficient Multi-hop Routing Protocol
for Wireless Sensor Networks, IEEE 2008.
[11] Wenjun Liu, Jiguo Yu, Energy efficient clustering and routing scheme for Wireless Sensor Networks, IEEE,
2009.
[12] Dilip Kumar, Performance analysis of energy efficient clustering protocols for maximizing lifetime of wireless
sensor networks, IET Wireless Sensor. System, Vol. 4, pp. 9–16, 2014.
[13] Ankit Thakkar and Ketan Kotecha, “S-Leach: A Sequential Selection Approach to Elect Cluster Heads for Leach
Protocol”, International Journal of Electronics and Communication Engineering & Technology (IJECET),
Volume 5, Issue 1, 2014, pp. 148 - 157, ISSN Print: 0976- 6464, ISSN Online: 0976 –6472.

More Related Content

What's hot

Performance evaluation of various routing techniques in wireless multimedia
Performance evaluation of various routing techniques in wireless multimediaPerformance evaluation of various routing techniques in wireless multimedia
Performance evaluation of various routing techniques in wireless multimediaIAEME Publication
 
Enhanced Leach Protocol
Enhanced Leach ProtocolEnhanced Leach Protocol
Enhanced Leach Protocolijceronline
 
Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...
Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...
Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...IJTET Journal
 
Performance evaluation of variants of particle swarm optimization algorithms ...
Performance evaluation of variants of particle swarm optimization algorithms ...Performance evaluation of variants of particle swarm optimization algorithms ...
Performance evaluation of variants of particle swarm optimization algorithms ...Aayush Gupta
 
Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...
Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...
Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...ijsrd.com
 
An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...
An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...
An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...IJERD Editor
 
SIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORK
SIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORKSIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORK
SIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORKijngnjournal
 
Clouster Based Routing Protocol
Clouster Based Routing ProtocolClouster Based Routing Protocol
Clouster Based Routing ProtocolSantosh Regmi
 
Optimized Cluster Establishment and Cluster-Head Selection Approach in WSN
Optimized Cluster Establishment and Cluster-Head Selection Approach in WSNOptimized Cluster Establishment and Cluster-Head Selection Approach in WSN
Optimized Cluster Establishment and Cluster-Head Selection Approach in WSNIJCNCJournal
 
Energy efficient cluster head selection in LEACH protocol
Energy efficient cluster head selection in LEACH protocolEnergy efficient cluster head selection in LEACH protocol
Energy efficient cluster head selection in LEACH protocolARUNP116
 
A General Self Organized Tree Based Energy Balance Routing Protocol for WSN
A General Self Organized Tree Based Energy Balance Routing Protocol for WSN A General Self Organized Tree Based Energy Balance Routing Protocol for WSN
A General Self Organized Tree Based Energy Balance Routing Protocol for WSN Sathish Silence
 
Routing protocols of wsn
Routing protocols of wsnRouting protocols of wsn
Routing protocols of wsnAyman Adel
 
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...ijwmn
 

What's hot (18)

eeca
eecaeeca
eeca
 
Performance evaluation of various routing techniques in wireless multimedia
Performance evaluation of various routing techniques in wireless multimediaPerformance evaluation of various routing techniques in wireless multimedia
Performance evaluation of various routing techniques in wireless multimedia
 
Thesis-Final-slide
Thesis-Final-slideThesis-Final-slide
Thesis-Final-slide
 
Enhanced Leach Protocol
Enhanced Leach ProtocolEnhanced Leach Protocol
Enhanced Leach Protocol
 
B045070510
B045070510B045070510
B045070510
 
Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...
Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...
Prolong Lifetime Analysis and Efficient Utilization of Energy in Heterogeneou...
 
Performance evaluation of variants of particle swarm optimization algorithms ...
Performance evaluation of variants of particle swarm optimization algorithms ...Performance evaluation of variants of particle swarm optimization algorithms ...
Performance evaluation of variants of particle swarm optimization algorithms ...
 
Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...
Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...
Optimizing the Performance of I-mod Leach-PD Protocol in Wireless Sensor Netw...
 
An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...
An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...
An Analysis of Low Energy Adaptive Clustering Hierarchy (LEACH) Protocol for ...
 
Kianoosh&sajjad
Kianoosh&sajjadKianoosh&sajjad
Kianoosh&sajjad
 
SIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORK
SIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORKSIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORK
SIMULATION BASED ANALYSIS OF CLUSTER-BASED PROTOCOL IN WIRELESS SENSOR NETWORK
 
Clouster Based Routing Protocol
Clouster Based Routing ProtocolClouster Based Routing Protocol
Clouster Based Routing Protocol
 
Optimized Cluster Establishment and Cluster-Head Selection Approach in WSN
Optimized Cluster Establishment and Cluster-Head Selection Approach in WSNOptimized Cluster Establishment and Cluster-Head Selection Approach in WSN
Optimized Cluster Establishment and Cluster-Head Selection Approach in WSN
 
Energy efficient cluster head selection in LEACH protocol
Energy efficient cluster head selection in LEACH protocolEnergy efficient cluster head selection in LEACH protocol
Energy efficient cluster head selection in LEACH protocol
 
Leach
LeachLeach
Leach
 
A General Self Organized Tree Based Energy Balance Routing Protocol for WSN
A General Self Organized Tree Based Energy Balance Routing Protocol for WSN A General Self Organized Tree Based Energy Balance Routing Protocol for WSN
A General Self Organized Tree Based Energy Balance Routing Protocol for WSN
 
Routing protocols of wsn
Routing protocols of wsnRouting protocols of wsn
Routing protocols of wsn
 
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
 

Similar to Modified LEACH Protocols Surveyed for Wireless Sensor Networks

A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...
A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...
A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...IJEEE
 
Iaetsd survey on wireless sensor networks routing
Iaetsd survey on wireless sensor networks routingIaetsd survey on wireless sensor networks routing
Iaetsd survey on wireless sensor networks routingIaetsd Iaetsd
 
An Improved LEACH-C Algorithm for Energy Efficiency in WSN Routing
An Improved LEACH-C Algorithm for Energy Efficiency in WSN RoutingAn Improved LEACH-C Algorithm for Energy Efficiency in WSN Routing
An Improved LEACH-C Algorithm for Energy Efficiency in WSN Routingijsrd.com
 
29 ijaprr vol1-4-14-23kishor
29 ijaprr vol1-4-14-23kishor29 ijaprr vol1-4-14-23kishor
29 ijaprr vol1-4-14-23kishorijaprr_editor
 
Energy efficient protocol with static clustering (eepsc) comparing with low e...
Energy efficient protocol with static clustering (eepsc) comparing with low e...Energy efficient protocol with static clustering (eepsc) comparing with low e...
Energy efficient protocol with static clustering (eepsc) comparing with low e...Alexander Decker
 
Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...
Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...
Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...ijwmn
 
ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...
ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...
ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...IJCNCJournal
 
A PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORK
A PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORKA PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORK
A PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORKIJCNCJournal
 
A Survey of Routing Protocols for Structural Health Monitoring
A Survey of Routing Protocols for Structural Health MonitoringA Survey of Routing Protocols for Structural Health Monitoring
A Survey of Routing Protocols for Structural Health MonitoringIJEEE
 
Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...
Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...
Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...Editor IJCATR
 
Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...
Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...
Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...IRJET Journal
 
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...ijassn
 
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...ijassn
 
DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...
DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...
DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...IJCNCJournal
 
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...ijwmn
 

Similar to Modified LEACH Protocols Surveyed for Wireless Sensor Networks (20)

A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...
A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...
A survey on Energy Efficient ProtocolsLEACH, Fuzzy-based approach and Neural ...
 
Iaetsd survey on wireless sensor networks routing
Iaetsd survey on wireless sensor networks routingIaetsd survey on wireless sensor networks routing
Iaetsd survey on wireless sensor networks routing
 
1909 1913
1909 19131909 1913
1909 1913
 
An Improved LEACH-C Algorithm for Energy Efficiency in WSN Routing
An Improved LEACH-C Algorithm for Energy Efficiency in WSN RoutingAn Improved LEACH-C Algorithm for Energy Efficiency in WSN Routing
An Improved LEACH-C Algorithm for Energy Efficiency in WSN Routing
 
29 ijaprr vol1-4-14-23kishor
29 ijaprr vol1-4-14-23kishor29 ijaprr vol1-4-14-23kishor
29 ijaprr vol1-4-14-23kishor
 
Energy efficient protocol with static clustering (eepsc) comparing with low e...
Energy efficient protocol with static clustering (eepsc) comparing with low e...Energy efficient protocol with static clustering (eepsc) comparing with low e...
Energy efficient protocol with static clustering (eepsc) comparing with low e...
 
Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...
Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...
Magnify Network Lifetime in WSN by Reducing Data Aggregation Distance of Weak...
 
ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...
ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...
ENERGY CONSUMPTION IMPROVEMENT OF TRADITIONAL CLUSTERING METHOD IN WIRELESS S...
 
A PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORK
A PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORKA PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORK
A PROPOSAL FOR IMPROVE THE LIFETIME OF WIRELESS SENSOR NETWORK
 
A Survey of Routing Protocols for Structural Health Monitoring
A Survey of Routing Protocols for Structural Health MonitoringA Survey of Routing Protocols for Structural Health Monitoring
A Survey of Routing Protocols for Structural Health Monitoring
 
Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...
Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...
Improvement In LEACH Protocol By Electing Master Cluster Heads To Enhance The...
 
40120130406013
4012013040601340120130406013
40120130406013
 
Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...
Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...
Energy Efficient Optimized LEACH-C Protocol using PBO Algorithm For Wireless ...
 
6 ijcse-01222-1
6 ijcse-01222-16 ijcse-01222-1
6 ijcse-01222-1
 
C04501027035
C04501027035C04501027035
C04501027035
 
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
 
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
THRESHOLD SENSITIVE HETEROGENOUS ROUTING PROTOCOL FOR BETTER ENERGY UTILIZATI...
 
B05630814
B05630814B05630814
B05630814
 
DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...
DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...
DYNAMIC RE-CLUSTERING LEACH-BASED (DR-LEACH) PROTOCOL FOR WIRELESS SENSOR NET...
 
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
INCREASE THE LIFETIME OF WIRELESS SENSOR NETWORKS USING HIERARCHICAL CLUSTERI...
 

More from IAEME Publication

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME Publication
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...IAEME Publication
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSIAEME Publication
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSIAEME Publication
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSIAEME Publication
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSIAEME Publication
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOIAEME Publication
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IAEME Publication
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYIAEME Publication
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...IAEME Publication
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEIAEME Publication
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...IAEME Publication
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...IAEME Publication
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...IAEME Publication
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...IAEME Publication
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...IAEME Publication
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...IAEME Publication
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...IAEME Publication
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...IAEME Publication
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTIAEME Publication
 

More from IAEME Publication (20)

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdf
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICE
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
 

Recently uploaded

Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Science&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfScience&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfjimielynbastida
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentationphoebematthew05
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsAndrey Dotsenko
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
Bluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfBluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfngoud9212
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 

Recently uploaded (20)

Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptxVulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
The transition to renewables in India.pdf
The transition to renewables in India.pdfThe transition to renewables in India.pdf
The transition to renewables in India.pdf
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
Science&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfScience&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdf
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentation
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
Bluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfBluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdf
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 

Modified LEACH Protocols Surveyed for Wireless Sensor Networks

  • 1. Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14) 30 – 31, December 2014, Ernakulam, India 1 MODIFIED LEACH PROTOCOL IN WIRELESS SENSOR NETWORK–A SURVEY Chinchu T Sony1 , Sangeeta C P2 , C D Suriyakala3 1 Dept., of ECE, TIST, Cochin, India 2 Dept., of ECE, TIST, Cochin, India 3 Dept., of ECE, SNGCE, Cochin, India ABSTRACT Advances in wireless technology, digital electronics, and MEMS (Micro-Electro Mechanical-Systems) have enabled the deployment of large scale wireless sensor networks (WSN). The main problem in WSN is limited battery life. So the efficient use of available battery power is one of the major factors to be considered. Studies on WSNs shows that cluster based network architecture is the most energy efficient approach when compared with direct transmission and multipath technique. From the different cluster based protocol, LEACH (Low Energy Adaptive Clustering Hierarchy) shows the better performance in terms of energy consumption. We can make the LEACH network much more efficient by reducing the energy usage during Cluster Head selection procedure, and communication between far away nodes to base station. In this work, modified LEACH protocol is surveyed and analyzed their performance based on the metric, residual energy. Keywords: Cluster, Cluster Head, LEACH, Multihop, WSN; 1. INTRODUCTION Wireless sensor networks are highly distributed networks of small, lightweight wireless nodes communicate over a short range. These are deployed in large number to monitor the environment or the system by measuring the physical parameters such as temperature, pressure, humidity etc. Each sensor nodes consist of three subsystems: the sensor subsystem which senses the environment, the processing subsystem which perform local computation on the sensed data and the communication subsystem responsible for exchange information with neighbor nodes. Networking individual sensor to a large number leads to wider range, which cause robust and reliable. Two main operation carried out in WSN are data dissemination and data aggregation. Data dissemination is spreading of data in whole network and data aggregation is collection of data from several nodes by sink. Sensor network consist of different types of sensors like seismic, thermal, visual and infrared and able to monitor a wide variety of ambient conditions: temperature, pressure, humidity, soil makeup, vehicular movement, noise levels, lighting conditions, the presence or absence of certain kinds of objects, mechanical stress levels on attached objects and so on. These increases the application of sensor networks in battle fields, identification of contaminated environments, environmental monitoring, analysis of structural conditions of buildings, Roads and highways in intelligent applications in medicine etc. Sensors are usually relying on battery for power which in most cases cannot recharge or replaced. Due to the limited battery power, energy consumption is the most critical issues in wireless sensor networks which in turn effect the INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATION ENGINEERING & TECHNOLOGY (IJECET) ISSN 0976 – 6464(Print) ISSN 0976 – 6472(Online) Volume 5, Issue 12, December (2014), pp. 01-05 © IAEME: http://www.iaeme.com/IJECET.asp Journal Impact Factor (2014): 7.2836 (Calculated by GISI) www.jifactor.com IJECET © I A E M E
  • 2. Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14) 30 – 31, December 2014, Ernakulam, India 2 lifetime of network. Conventional routing protocols used in WSN are directly communication with Base Station (BS) and Minimum Transmission Energy (MTE). Both protocols the energy of node will drain out quickly [1]. Therefore most energy efficient scheme, clustering of nodes is used to increase the life span of the network. Use of clustering results in has small transmission distance from nodes. Cluster based architecture organizes the sensor nodes into clusters each cluster have a cluster head (CH) and cluster members (CM). The CMs in each cluster are involved in message exchange with their respective CH and BS will gathered data from CHs. The fundamental and most popular cluster based routing protocol is Low Energy Adaptive Clustering Hierarchy (LEACH) which is discussed in section II, improvement in LEACH protocol for different issues are in section III and the survey is concluded in section IV. 2. LEACH PROTOCOL Low Energy Adaptive Cluster Hierarchy (LEACH) is the fundamental and most commonly used cluster based routing protocol. The main advantage of this protocol is improved the lifetime of WSN by reducing energy consumption. Even distribution of energy among the nodes in the network and performing data aggregation are the main features of LEACH. Some assumption to be considered in LEACH are the BS is fixed and located far from the sensors, homogenous sensor nodes in the network and have limited energy source. As LEACH is a cluster based protocol it organize the nodes into clusters which helps to distribute the energy among the sensor nodes in the network. Each cluster has a Cluster Head and non-cluster head nodes as shown in Fig (1). LEACH randomly selects nodes as Cluster Heads and performs periodic reelection, so that high energy dissipation experienced by the CH in communication with the BS is spread across all the nodes of the network. Each iteration of CH selection is called a round. The operation of LEACH based on several rounds. Each round consists of setup phase and steady state phase Figure 1: Cluster formation in LEACH[4] 2.1. Setup Phase In setup phase, cluster formation and Cluster Head selection takes place. For Cluster Head selection every node chooses a random number between 0 and 1 and a threshold value T (n) is evaluate as in (1): ܶሺ݊ሻ = ቊ ௣ ଵି௣∗௥௠௢ௗଵ ௣ൗ ; if nεG 0 ; otherwise (1) Where p - desired percentage of CHs, r- current round and G - set of nodes that have not been CHs in the last 1/P rounds. Nodes that are CHs in round 0 cannot be CHs again in the next 1/P rounds. Using this thresholdT(n), each node will be a cluster-head at some point within 1/P rounds. If the random number is less than a threshold value T(n) node become the Cluster Head.(CH). During round 0 (r=0), each node has a probability P of becoming a cluster- head. The nodes that are cluster-heads in round 0 cannot be cluster-heads for the next 1/P rounds. Thus the probability that the remaining nodes are cluster-heads must be increased, since there are fewer nodes that are eligible to become cluster-heads. After 1/P -1 rounds, T(n)=1 for any nodes that have not yet been cluster-heads, and after rounds, all nodes are once again eligible to become cluster-heads. After CH selection, each CH advertises its selection to the rest of the nodes by using the CSMA/CA protocol. After that each node selects a CH based on the Received Signal Strength Indication (RSSI) of the advertisement. Each
  • 3. Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14) 30 – 31, December 2014, Ernakulam, India 3 node uses CSMA/CA protocol to transmit its selection. During that, all CHs must keep their receivers ON. Then when clusters are formed, each CH creates a TDMA schedule according to the number of nodes in the cluster. Each node sends their sensed data to its CH during its allocated transmission time in the TDMA. During the steady state phase, each sensor node senses and transmits data to its CH based on the TDMA schedule. The CHs receive all the data and aggregate it before being sent to the BS. After a certain time, which is determined a priori, the network starts another round by going back to the setup and steady state phases again. Figure 3: Timing diagram of round [1] 2.2. Steady State During the steady state phase, each sensor node senses and transmits data to its CH based on the TDMA schedule. The steady state operation is broken into frames, where nodes send data to their CH at most once per frame during allocated transmission slot. The CHs receive all the data and aggregate it before being sent to the BS. After a certain time, the network starts another round by going back to the setup and steady state phases again. 3. MODIFICATION ON LEACH LEACH is an energy efficient protocol works on multiple clusters. Only Cluster Head will communicate with the Base Station. Cluster Head selection procedure, idle listening and overhead in CH, far distance from BS will reduce energy efficiency of the protocol. To overcome these issues so many improvements on LEACH are done. Sensor nodes far away from their cluster-heads or cluster heads far away from the base station will spend more energy for longer distance transmission. As a result, the remaining energy level for each node in the network will be unbalanced. An optimal energy adaptive clustering algorithm has been developed in [2]. For nodes having higher residual energy than the average energy of the whole network are continued to select cluster head. Otherwise there can be high probability to exhaust all their rest energy for data transmission and become dead nodes[2].Selecta Super Cluster Head (SCH) responsible for routing the gathered data to the BS. SCH are taken from Cluster Head that should be at an optimum distance and energy from the BS. This node will act as an intermediate between cluster head and BS[3]. Relay nodes was chosen from the CHs based on residual energy and the distance to the BS. In set-up phase, they improved the threshold value to ensure node has high residual energy. After the cluster formation relay node is selected based on residual energy and distance to the BS. Therefore instead of direct transmission from distant BS and CH can use relay node as the intermediate node between BS and CH. Here number of CHs in the network should not be too large or too small which will cause reduction of energy in the networks. So CH should be optimal [4].Thus there will reduction in energy consumption for larger communication distance. Simulation in [4] shows that LEACH-R saves 20 % energy than LEACH(Fig 3). Figure 3: network lifetime[4] In the LEACH, the CH is always on for receiving data from cluster members, sometimes CH dies earlier than the other nodes in the cluster because of its operation of receiving, sending and overhearing. When the CH die, the cluster will become useless because the data gathered by cluster nodes will never reach the base station. Besides transmitting data directly from CH to base station, CH sends data to the other cluster head which is inside a pre-
  • 4. Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14) 30 – 31, December 2014, Ernakulam, India 4 defined radius, so that transmitting energy is less dissipated [5].BS selects the upper layer cluster heads to act as super cluster heads for lower layer cluster heads[6]. This protocol reduces the energy consumption of sensor nodes by adaptively increasing the clustering hierarchy. It uses the concept of equal clustering i.e., any node in the given layer will reach the BS in equal number of hops (Fig 4)[6]. Figure 4: Clustering in different layers [5]. Cluster head selection procedure will increase the energy consumption; if the selected Cluster Head has less energy than average network energy then Cluster Head will die quickly which reduce the lifetime. Modification in cluster head selection method can makes energy efficient protocol. By introducing efficient cluster head replacement scheme and dual transmitting power levels [7] thus life time of node get improved (Fig 5) and also by Choosing the CH based on remaining energy and distance from the center of gravity [8] will improve the Cluster Head selection method to reduce energy consumption. Figure 5: Graph of node dead in LEACH and BEC-LEACH[7] Cluster heads should be selected based on maximum coverage and should have sufficient energy to prolong the communication [9] Clusters are dynamically formed and changed with transmission. A QOS aware protocol in [9] is provided that ensures maximum lifetime of the edges through which routing is performed and thus minimizing the losses due to node mobility or collision, thereby enhancing the lifetime by minimizing the energy losses. Fig.6 shows that improved LEACH better performance than LEACH. Figure 6: Average cluster lifetime and Latency For 25 & 50 nodes[9]
  • 5. Proceedings of the International Conference on Emerging Trends in Engineering and Management (ICETEM14) 30 – 31, December 2014, Ernakulam, India 5 Uneven clustering can balance the energy consumption of cluster heads by making clusters which are closer to BS have smaller radius[10], Multi-hop inter-cluster routing mechanism is used to save node energy and BS select an optimal path from multi-paths for source and sink nodes.BS does everything from broadcasting control packets, routing paths selection and maintenance. Sensor nodes are only responsible for basic functions, such as sensing data, forwarding packets on behalf of other nodes and sending sensing data to BS. In [11], developed a Dynamic Cluster Head procedure and inter-cluster routing selection, which evenly distribute the energy load among all the sensor nodes in the network. Therefore no overly-utilized sensor nodes, so that nodes energy will not run out quickly before the others. In this Cluster heads (CHs) which are closer to the base station (BS) have smaller cluster size than those farther from BS [11]. LEACH is homogenous, so it cannot be used in heterogeneous environment. To overcome this limitation two protocol SEECP and MEECP were developed [12]. 4. CONCLUSION One of the main challenges in the design of routing protocols for WSNs is how to efficiently use the available energy, because energy resources are very limited. The main aim while design a routing protocol is to make the nodes lifetime as long as possible. From our side we concluded that if the improvements on Cluster Head procedure and multihop technique is included with existing techniques, the sensor network would have been much more energy efficient. They can reduce the energy consumption thereby increase the life time. In this paper we have surveyed various LEACH-based protocols and discussed how they reduce energy consumption in WSNs and increase network’s lifetime. 5. ACKNOWLEDGEMENT We would like to express special thanks to Mr. George M. Jacob, Lab Instructor, Toc H Institute of Science and Technology. We are also deeply grateful for all those who made it possible to complete this survey successfully. REFERENCES [1] Wendi B. Heinzelman, Anantha P. Chandrakasa, HariBalakrishnan, An Application-Specific Protocol Architecture for Wireless Microsensor Networks, IEEE Transactions On Wireless Communications, Vol. 1, No. 4, October 2002. [2] LIANG Ying, YU Haibin, Energy Adaptive Cluster-Head Selection for Wireless Sensor Networks, Sixth International Conference on PDCAT’05,IEEE,2005. [3] SaurabhSaxena, SiddharthRoshan, MohitPandey, Manish Yadav, NabajyotiMedhi, SunasheerBhattacharjee, Super Cluster based Modified LEACH Protocol for Wireless Sensor Networks, 2nd International conference on Computing Communication and Sensor Network,2013. [4] Ningbo WANG, Hao ZHU, An Energy Efficient Algrithm Based on LEACH Protocol, International Conference on Computer Science and Electronics Engineering, 2012. [5] HimanshuTaneja, ParvinderBhalla, An Improved Version of LEACH: Three Levels Hierarchical Clustering LEACH Protocol(TLHCLP) for Homogeneous WSN, International Journal of Advanced Research in Computer and Communication Engineering, Vol. 2, Issue 9, September 2013. [6] Muhamnmad Omer Farooq, Abdul BasitDogar, GhalibAsadullah Shah, MR-LEACH: Multi-hop Routing with Low Energy Adaptive Clustering Hierarchy, Fourth International Conference on Sensor Technologies and Applications,2010. [7] D. Mahmood, N. Javaid, S. Mahmood, S. Qureshi, A. M. Memon, T. ZamanMODLEACH: A Variant of LEACH for WSNs, 2011. [8] V. Kumar, S. Jain and S. Tiwari, Energy efficient clustering algorithms in wireless sensor networks: A survey, IJCSI International Journal of Computer Science Issues, vol. 8, September 2011. [9] NandakishorSirdeshpande, VishwanathUdupi, Lifetime Maximization Using Modified Leach Protocol for Energy Efficient Routing In Wireless Sensor Networks, IJES,VoL-2, Issue- 2 ,Pages-17-23 ,2013. [10] Jiguo Yu, Wenjun Liu, Jingjing Song, Baoxiang Cao, EEMR: An Energy-Efficient Multi-hop Routing Protocol for Wireless Sensor Networks, IEEE 2008. [11] Wenjun Liu, Jiguo Yu, Energy efficient clustering and routing scheme for Wireless Sensor Networks, IEEE, 2009. [12] Dilip Kumar, Performance analysis of energy efficient clustering protocols for maximizing lifetime of wireless sensor networks, IET Wireless Sensor. System, Vol. 4, pp. 9–16, 2014. [13] Ankit Thakkar and Ketan Kotecha, “S-Leach: A Sequential Selection Approach to Elect Cluster Heads for Leach Protocol”, International Journal of Electronics and Communication Engineering & Technology (IJECET), Volume 5, Issue 1, 2014, pp. 148 - 157, ISSN Print: 0976- 6464, ISSN Online: 0976 –6472.