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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2237
A Study on Hierarchical Cluster based Routing Techniques in Wireless
Sensor Network
Mr Srinivas Kalaskar1, Dr Channappa Bhyri2
1Asst. Prof. Dept of E & I, KBN College of Engineering Kalaburagi, affiliated to VTU Belagavi, Karnataka, India
2Prof&Head Dept of E & IE PDA College of Engineering Kalaburagi affiliated to VTU Belagavi, Karnataka, India
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Energy is the scarcest resource in any Wireless sensor network (WSN) as the nodes are battery driven. In most of
the applications the sensing area is harsh and remote so in these applications the functions carried out without human
involvement throughout the time. Energy conservation is the crucial factor in all wireless sensor networks since battery[1] of
the nodes discharges for various functions and communication functionality consumes more energy then other functions. To
monitor movements of the endangered species, base station needs to be located at the center and data gathering nodes are
attached to the moving objects (nodes become dynamic or movable). To monitor ecological conditions like temperature,
humidity, vibration etc no need to move the sensor nodes and they are fixed in the sensing area. Energy saving and improving
network life time are the performance measurements in designing any wireless sensor network. Routing strategy selection is
very important for proper delivery of packets. Hence need arises for survey of cluster and location basedroutingprotocols[2].
Most of the researchers put their effort on less energyconsumedbysensornodesduringcommunication. Thispaperprovidesa
survey of various cluster based routing protocols, characteristics and design issues of WSN. The paper is divided as section 1:
Introduction of WSN. Section 2: Network Characteristics and Design considerations Section 3: Various Routing Protocols in
WSN Section 4: Classification of Cluster Based routing protocols in WSN. Section 5: Comparisonbetweenvariouscluster based
routing protocols. Section 6: Conclusion. Section 7: References.
Key Words: Cluster Head, Energy drain out, hierarchical protocols, Cluster and non-clustered Network
1. INTRODUCTION
Sensor network is a structure of sensor nodes and base station. The nodes have integrated functionalities of data sensing,
acquiring, processing and transmitting to the BS.Thesesenornodesarebatterydriven whichareusedtoagreeably monitorthe
objects and ecological conditions like temp, vibration, forecast animal monitoring etc. The communication functionalityinthe
network consumes more energy then other functions. All the applications of wsn are run without human involvement
throughout the time. In these applications once the battery is drained it is very difficult or impossible to recharge or replace.
Hence particular node stops functioning or it will die reducing the network lifetime. So, energy dischargingproblem isa major
[3] issue in any wsn. Hence the researchers put their effort for findinghowtominimizethe energyconsumptionandenhancing
network lifetime.
Generally the WSNs may be non-Cluster or Clustered as shown in below figures.
1.1 Non clustered WSN:
In non-clustered WSN All the nodes are deployed inthearea ofinteresteitheruniformlyorrandomly,eachnodeisindependent
of other node. Every node sense the data and send directly to destination (BS). If destination is too long the battery drained
very quickly and node will die reducing[4] the network life time. Hence nowadays most of the applications employs cluster
based WSN.
1.2 Clustered WSN:
In clustered WSN all the senor nodes are connected wirelessly to each other within certain radio range. A head is elected in
each Cluster, based on some parameters. The nodes in each Cluster send their data to their respective CH. The CH in each
Cluster collects the data from their nodes aggregate [5] it and send to BS as single value. From this a lot of energy can be saved
and hence enhancing the network life time.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2238
Fig2: Clustered WSN
To design a wireless sensor network it is important to consider Network characteristics and design issues. Some of the
characteristics and Design issues are given below
2. NETWORK CHARACTERISTICS AND DESIGN
2.1 Network Characteristics:
 Deployment of nodes: All the nodes in the sensing area are [6] densly deployed.
 Self designed: The nodes are connected wirelessly and designed autonomously in certain communication radius
 Data redundancy: If the number of nodes increases the redundancy [7] increases because all the nodes send their
data to a single Sink (many to one).
 Battery operated sensor nodes: All the nodes are operated by battery. Battery discharges for various operations
 Energy, computation and storage constraints: Each Sensor node has limited energy, computation power and
storage space..
 More to one traffic pattern: In Wireless sensor networks The data flow is from many nodes to a single Sink
 Frequent network topology change: Since the nodes have limited power they will stopfunctioningafterthe battery
is drained hence the network topology changes.
2.2. Network design considerations:
 Reducing the size of the node and cost: The size of the nodes should be small for easy deployment since nodes are
distributed in harsh and hostile area.. To reduce the cost of whole network [8] the cost of the sensor nodes should be
less.
 Minimum effect; There should be an minimum effect on the network if any node dieorstopfunctioningduetolack of
energy.
 Scalability: All the nodes in network should be scalable and respond enough to events.
 Reliability: Most of the network are noisy, error prone, and time varying hence theprotocolsaredesignedtoprovide
reliable data delivery over to destination.
 Less energy consumption: The sensor nodes used in the network should consumes minimum energy toprolongthe
network lifetime.
 Adaptability: The network protocols designed for sensor networks should be adaptable to density and topology
changes.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2239
 Operating environment: The operating[9] environmentshouldbeeitherindoororoutdoorthenodesinthenetwork
may be static or movable attached to the moving objects to collect the data.
 Channel utilization: The protocols should be designed in such a way that the nodes utilize communication channels
effectively.
 Data Delivery Model: The Data delivery model may be Event driven, query driven, continues and hybrid model.
 Quality Of service: The quality of service provided to the network must be reliability of data andefficiencyin energy.
 Data Latency and Overhead: Data latency and overhead considerations are very important parameters while
designing routing protocols Data latency caused in multi hop relay and data aggregations.
3. VARIOUS ROUTING PROTOCOLS IN WSN
Routing techniques are used to find path between Transmitter node and Receiving node. In some applications theroutesmay
be predetermined [10] (Proactive) and in some a new route is to be determined(reactive)insometheyarecombined(hybrid).
According to nature of the network the Routing topologies are categorized as follows.
3.1. Proactive routing scheme:
In this topology every node maintains a table which includes the routing information of other nodes. Every node refers this
table for routing purposes. Hence the path between source node to destination node is predetermined. The informationofthe
table will be updated periodically[11] according to topology changes. This scheme is suitable for small scale networks.
Examples: Destination Sequenced Distance Vector (DSDV) Protocol, Wireless Routing (WRP) Protocol, Hierarchical State
Routing (HSR) Protocol, Source Tree Adaptive Routing (STAR) Protocol, Optimized Link State Routing(OLSR)Protocol,Global
State Routing (GSR) Protocol.
Advantage: Minimum path setup latency
Disadvantage: More overhead cost to update routing information periodically.
Not suitable for large and dynamic sensor networks.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2240
3.2. Reactive routing scheme:
In this scheme the path between source node to destination node is not predetermined. This scheme isalsocalledOnDemand
routing scheme. As the name indicates the node reacts, search and establish a new path whenever it want to send information
to destination without referring the routing tables.
Examples: Dynamic Source Routing(DSR) Protocol, Ad hoc On-demand Distance Vector(AODV) Protocol.
Advantages: Minimum routing overhead
Disadvantage: New route establish packet flooding
3.3. Hybrid Routing scheme:
In some applications it is necessary to apply both reactive and proactive schemes. The combination of both reactive and
proactive scheme are called Hybrid. For short distance transmission Proactive scheme is employed, Reactive scheme is
employed for longer distances. Hierarchical [12] and Flat routing topologies are comes under Hybrid Routing scheme.
Examples: Block Based, Grid Based and Chain Based.
Advantages: Minimizes the effect of disadvantages of both proactive and Reactive schemes.
No need to set up route for short distances.
Less routing overhead.
Disadvantages: Complex.
3.4. Flat Routing scheme:
This type of routing scheme is suitable for the network area having large number of sensor nodes. All the sensor nodes have
similar functions for collecting information. In this scheme the nodes doesn’thaveuniqueidentificationduetolargenumberof
sensor nodes. Hence data centric technique is employed. The data or information is send to destination through muti-hop
communication. Flat Routing scheme is mainly categorized as 1) Flooding 2) Forwarding and 3) Data centric. Again it is
subdivided as Flooding & Gossiping, Sensor Protocols for Information via Negotiation(SPIN), Directed Diffusion (DD), Romur
Routing(RR), Gradient-Based Routing (GBR), Constrained AnisotropicDiffusionRoutingProtocol (CADR), COUGARand Active
Query Forwarding in Sensor Networks (ACQUIRE).
3.5. Hierarchical Routing Scheme:
In this process the nodes having same communication range and radius are grouped to form clusters. The main aim of
hierarchical routing technique is to make the nodes consume less energy, less data redundancy. For this a Cluster Head is
selected in each cluster the nodes in each cluster send their data to their respective CH. The cluster Head will do some
aggregation and reduction of data and forward to BS. Hence a lot of energy can be saved by the nodes. The Cluster Head
selection method lowers the energy consumed by each node and hence it lowers the number of transmitted messages
prolonging the network lifetime. Number of researches has beencarriedoutonthishierarchical routingtechnique. Someofthe
popular hierarchical routing protocols are discussed in this paper which given below.
4. CLASSIFICATION OF HIERARCHICAL CLUSTER BASED ROUTING PROTOCOLS IN WSN:
In clustering technique all the nodes of same communication range are grouped together and are connected each other
wirelessly so that they can exchange the information each other in their radius. A head is selectedineachgroup basedonsome
parameters. All the normal nodes are allowed to send their data to their respective head.Andheadaggregatethedata received
from different nodes and send to BS as single data. These results in savinglotofenergy ofsensornodesand enhancingnetwork
lifetime and minimizing the data redundancy. In this paper we discussed some of the popular hierarchical cluster based
protocols.
The Hierarchical Cluster based Routing protocols are broadly classified as follows
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2241
4 .1. Block Cluster Based Protocol:
4.1.1 Low Energy Adaptive Clustering Hierarchical (LEACH): Heinzaelman. et al. [12] proposed the first well known
clustering LEACH protocol. LEACH is considered as the base of all cluster based routing algorithms. Number of protocolshave
been derived from this LEACH. The main objective of LEACH is to select a cluster Head in each cluster in each rotation so that
high energy can be saved by sensor nodes for communication purposes in the network area.TheoperationofLEACHisdivided
into two phases 1) Setup Phase 2) Steady State Phase. The Cluster and Cluster Heads are formed in Setup Phase.Transmission
functions are carried out in Steady State Phase. All nodes have an equal opportunity to become CHs. Initially [10] a node
generating a random number between (0 to 1) to be a Cluster Head (CH) by comparing it with a threshold value TS (n). TS (n)
can be calculated using equation given below
TS(n) ={p 1-p(rmod1/p)} If n € G
Where P is desired percentage of nodes to become CH, r is the present round, G is the number of sensor nodes that have not
considered in CH election in previous 1/P rounds. Nodes with random number lower then TS(n) become CH. Once selected as
CH, a sensor node cannot be reselected in a subsequent round. LEACH uses Time Division Multiple Access (TDMA) protocol
which avoids multiple collisions between CHs
Advantages:
1) Each node have equal opportunity to become Cluster Head, but a nodebecomeCHonlyoncein eachround.Henceimproving
load balancing.
2) LEACH uses Time Division Multiple Access(TDMA) Scheme hence collision between CHs are minimized.
3) Less energy is consumed by each sensor node hence energy efficiency is more.
4) Better Coverage and connectivity 5) Scalability is good 6) Minimum Delay 7) Robustness
4.1.2. Low Energy Adoptive Clustering Hierarchy-Centralized (LEACH-C):
It is an improved version of basic LEACH protocol, In LEACH-C Base Station acts as controller of network area all the
computations in the network area is done by Base Station(BS). For this each node need to sendtheir information(Positionand
residual energy) to BS, after receiving the information from all the nodes BS calculates the maximum energy of the node by
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2242
comparing it with average energy of all the nodes in the network area. The node is selected as CH if its energy is more then the
average energy of the network area. The network’s average residual energy can be calculated by using equation
Eavg= ÷N
Where Ei is residual energy of ith node and N denotes set of sensor nodes
Advantages:1) Energy efficiency is more then LEACH protocol
2) Maximum network life time can be achieved
3) All the computations are done by BS hence a lot of energy can be saved by sensor nodes
Drawbacks:
There is no provision in this algorithm to ensure that always maximum residual energy nodes become CHs
4.1.3. Hybrid Energy Efficient Distributed (HEED) Protocol:
O. Younis and Fahmy et al introduced HEED clustering protocol, it is enhanced version of LEACH protocol. The CH selection is
not random in this scheme. This protocol provides better load balancing compared tootherprotocolsinthis,theClusterHeads
are uniformly distributed. Due to election of more then one Cluster Heads the network consumes more energy which leads
unbalanced energy consumption. The sensor nodes having high residual energyare becomeClusterHead. Whentwonodesare
within each other’s cluster range, the probability of both becoming Cluster Heads is negligible .
Drawbacks:
More number of Cluster Heads are generated in each round hence energy consumed is not balanced and creates massive
overheads due to multiple election rounds
CHprob=Lprob×Eresidual ÷Emax
Where Lprob is an initial percentage of Leader Nodes among all n nodes
Eresidual is the calculated present energy of the node, Emax is the referenced maximum energy (corresponding to a fully
charge battery)
4.1.4. Distributed Energy Efficient Clustering (DEEC) Protocol:
Li Qing et al. Proposed the DEEC algorithm. This algorithm is improved version of the HEED protocol which increases the
performance of HEED protocol. The authors of this algorithm assumed that nodeswouldhaveunequal amountsofenergywith
the adoptive values. In this the Cluster Heads are elected with a probability based on the residual energy of each node and the
average energy of the network.
Drawback: The drawback of the DEEC is that overhead cost is more due to each node needs global knowledge of network.
4.1.5. Threshold Sensitive Energy Efficient Protocol(TEEN)
The Threshold-sensitive Energy Efficient sensor Network (TEEN) [13] was proposed by Anjeshwar et al. This scheme is
developed by combining data centric and hierarchical protocols. These protocols are suitable for dynamic networks and time
critical applications in hierarchical reactive networks. In this approach, each node broadcasts essential information to the
neighboring nodes to elect new Cluster Head(CH). Two thresholds namely soft and hard thresholds are used by this
protocol. These soft and hard threshold values are used for lowering the number of transmissions.TEEN providesenhanced
data delivery rate by transmitting only sensitive data when requested by the user and is used for time crucial applications.
4.1.6. Unequal Clustering Size (UCS):
This protocol is proposed by Soro Et al[14]. In this protocol all the nodes are grouped into unequal sized cluster since unequal
sized cluster provides load balancing. Total number of nodes deployed in the network are depend on residual energy and
cluster size. It uses multi hop transmission in which each LN Transmits data to its nearest LN in the direction of Base station
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2243
Advantages: Less energy consumption compared to LEACH
Number of nodes may vary to maintain balanced energy consumption
Limitations: it is heterogeneous network and Leader Nodes(LNs) are predetermined
It suitable for small range of networks.
4.2. Grid Based Routing Protocols:
4.2.1. Position-based Aggregator Node Election Scheme (PANEL):
This protocol is proposed by Buttyan and Schaffer. To elect node as a node aggregator positioninformationofthenodeisused.
In PANEL, the nodes are positioned[15] in the bounded area partitioned into geographic clusters. The clustering operation is
determined before network is deployed, and each node is preloaded with geographic information of its cluster.
Advantages: Ensures load balancing and long network lifetime, Supports asynchronous applications.
Limitations: Clusters are predetermined, Geographic Position information is determine which is not always available
4.2.2. Geographic Adaptive Fidelity (GAF):
This routing protocol also known as directional, geometric, locationbasedrouting. Inthisprotocol every nodeknowsitsandits
network neighbor’s position information and source of message is informed about the position of the destination. Thesensing
area is a grid like structure and all the nodes are deployed according to the geographic position. The grid includes sensorsand
have similar capacity of data forwarding. Each node monitors the energy consumed receiving and transmitting data. Every
node has three states which are
1) Active state—each grid has only one active. 2) Discovery node—New data can be exchanged. 3) The nodes are turned off to
save energy.
4.2.3. Two-Tier Data Dissemination (TTDD):
This protocol is proposed by Luo et al. TTDD[16] This type of protocol is suitable for the network where the sink or Bases
station is movable This protocol helps to solve mobile sink problemsinlargenetworksThisusessensornodesatgridpointsfor
data transmissions. This type of protocol is suited foe event detecting network among irregular data traffic.
Limitations: large latency, Low energy efficiency and Sensor nodes are need to be fixed and location aware.
4.2.4. SLGC:
This clustering algorithm was proposed by Delavar et al. In this the network is organized as grid. Center of gravity and
threshold of energy is calculated to select Cluster Head(CH) in each grid in each round. SLGC selecting Leader Nodes for next
round thereby this LNs minimizes the volume of controlling data for next rounds and inform nodes for sending dataintoLN of
respective round. This methodenhancesnetwork lifetimebyreducingenergyconsumptionComparetootherprotocolsinSLGC
schemes energy utilization is minimum and has better efficiency level.
Draw back: More overheads arises due to large communication ranges
4.3. Chain Based Routing Protocols:
4.3.1 :PEGASIS
PEGASIS is a chain based protocol all the nodes are connected like a chain structure. Data issendtoBasestationby passingthe
data from node to node (node transmits to its immediate node). The node number that forwards data to the base station is r
mod N where r denotes the current round and N denote number of nodes Chain is constructed from farthest node in the
network to Base station. Token passing method is used to initialize data transmission and data aggregation is performed at
each node except at end nodes.
Advantage: Average energy consumed by each nodeineachroundisminimizedand network lifetimehasincreasedupto300%
as compared to LEACH
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2244
4.3.2. Concentric Clustering scheme (CCS):
This protocol was proposed by Jung et al. In this scheme Base stationlocationisconsideredtoprolongthenetwork lifetimeand
enhance the performance. CCS network is dividedintoconcentriccircular tracks(level),whichindicatesdifferentcluster.Track
close to the Base station assigned as Level1, similarly level assigned according to the distance increases between the Base
station and Track. On each level, nodes from chain inside track, one node is selected as Cluster head (CH). In each level, all
nodes transmit their data to nearest node along chain. Nodes which received data fuses its own data and transmit to the next
node. Cluster head(CH) of each level transmits data to lesser cluster head. Level 1, Cluster head transmits all data to the Base
station. In CCS energy consumption is decreases because the length over which the message can be sending out to the base
station from the cluster head is narrowed, conserves energy by separating the network into concentric groups nodes be in
touch with their nearest neighbor by using small radio capacity.
4.3.3. Track-Sector Clustering (TSC):
This protocol was proposed by Gautam et al[17]. In this, the network is divided into concentric circular tracks and triangular
sectors. It minimizes redundant data transmission and creates shortest distance between Cluster Head (CH) and base station
(BS) hence energy is saved. The formation of cluster in TSC takes place in an area under curved form byintersectionofcircular
track and triangular sector.
The execution process can be divided into following phases:
Track Setup: Base station set each node in particular concentric circular track at the geometric center. Total number of tracks
depends on node density and location of base station.
Sector setup and Cluster head selection: Base station construct the sectors and select their cluster head.
Chain Construction: By intersection of tracks and sectors chains are formed within each cluster.
Data Transmission: All the member of nodes in the cluster receive and transmit data to neighboring node.
Finally data is transmitted to the base station by multiple hops.
5. COMPARISON BETWEEN VARIOUS HIERARCHICAL CLUSTER BASED ROUTING PROTOCOL:
6. CONCLUSION
In this paper we proposed introduction of wirelesssensornetworks,classificationofclusterbasedroutingalgorithms,Network
characteristics , design issues and comparison between various routing Protocols of WSN. Fromsurveyitisclearthatthemain
factors of energy consumption is number of transmissions and distance between source to destination by considering these
two factors we can reduce the energy consumption of nodes and hence increase the network lifetime.
Name of the
Protocol
Type of the
Protocol
Energy
efficiency
Load
balancing
Node
distribution
Control packet
overhead
Scalability Inter cluster
structure
LEACH Block Based Low Medium random Low Low Single hop
LEACH-C Block Based Low Medium Random Medium Low Single hop
HEED Block Based Medium Medium Random Medium Good Single hop
TEEN Block Based High Good Random Low Good Multi hop
DEEC Block Based Medium Good Random Low Good Single hop
UCS Block Based Low Very Low Random Low Medium Single hop
PANEL Grid Based Medium Good Random Medium Good Single hop
GAF Grid Based Good Good Random Low High Single hop
TTDD Grid Based Low High Random Low High Single hop
PEGASIS Chain Based Medium Good Random Medium Low Single hop
CCS Chain Based Medium Very Low Random Good Good Single hop
TSC Chain Based good Low Random Medium Medium Single hop
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2245
7. REFERENCES
1. Yick, Jennifer, Biswanath Mukherjee and Dipak Ghosal,“WirelessSensorNetwork Survey“ComputernetworksElsvier
52.12(2008), pp.2292-2330
2. Dhiviya.S Sariga. A Dr. P. Sujath “Survey on WSN using Clustering” 2017 Second International Conference on Recent
Trends and Challenges in Computational Models
3. Jamal N. Al-Karaki, Ahmed E. Kamal, “Routing Techniques in Wireless Sensor Networks: A survey”, IEEE Wireless
Communications, pp 6-28, 2004.
4. Varchika Gupta, Ashutosh Rastogi.“SurveyonclassificationofclusteringTechnique”International Journal ofAdvanced
Research in Computer and Communication Engineering ISO 3297:2007 certified Vol 6,Issue 4, April 2017
5. Arati Manjeshwar and Dharma P. Agrawal, "TEEN: A Routing Protocol for Enhanced Efficiency in Wireless Sensor
Networks", IEEE, 2001.
6. Archana Bomnale, Saurabh Malgaonkar “Power Optimization in Wireless Sensor Networks.”2018 International
Conference on Communication, Information & Computing Technology (ICCICT), Feb. 2-3, Mumbai, India
7. Amandeep Kaur Mann,Navneet Kaur “A survey Paper on clustering Techniques,” ISSN: 2278-7798 International
Journal of Science, Engineering and Technology Research (IJSETR) Volume 2, Issue 4,April 2013.
8. Nikolaos A. Pintails, Stefanos A. Nikolidakis and Dimitrios D.Vergados,“Energy-EfficientRoutingProtocolsin Wireless
SensorNetworks: A Survey”, IEEE Communications Surveys &Tutorials, Vol.15, no. 2, pp 551-591, 2013.
9. Raghunandan.G.H, A Sagar Metri, “A Novel Approach to increaseOverall Efficiencyin WirelessSensorNetwork”,Inthe
proceedings Electronics and Electrical Technologies [ICCEET], pp 699-703, March 2012.
10. K. Akkaya and M. Younis,” A Survey of Routing Protocols in Wireless Sensor Networks,” In the Elsevier Ad Hoc
Network Journal, vol. 3/3,pp. 325-349, 2005.
11. Raghunandan.G.H, A.Shobha Rani, Nanditha.S.Y “Hierarchical Clustering Based Routing Technique for Overall
Efficiency of WSN “2017 2nd IEEE International Conference On Recent Trends in Electronics Information &
Communication Technology (RTEICT), May 19-20, 2017, India
12. W. Heinzelman, A. Chandrakasan and H. Balakrishnan, ”Energy-Efficient Communication Protocol for Wireless
Microsensor Networks,”Proc. 33rd Hawaii Intl. Conf. Sys. Sci., Jan.
2000.http://dx.doi.org/10.1109/HICSS.2000.926982
13. N.A. Pantazis, S.A. Nikolidakis, D.D. Vergados, Energy-Efficient Routing Protocols in WSN: A Survey, IEEE
Communications Surveys & Tutorials, vol 15,No 2, second quarter 2013,1553–877 X/13 (C) 2013 IEEE, pg no 551–
588, 2013.
14. J.-H. Chang and L. Tassiulas, “Maximum Lifetime RoutinginWirelessSensorNetworks,”IEEE/ACMTrans. Networking,
vol. 12, no. 4, pp. 609-619, Aug. 2004. [4]
15. G. V. Merrett and B. M. Al-Hashimi. Energy-driven computing: Rethinking the design of energy harvesting systems.
In Design, Automation Testin Europe Conference Exhibition (DATE), 2017.
16. M. Wahbah et al. Characterizationofhuman body-basedthermal andvibrationenergy harvestingfor wearabledevices.
IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2014
17. Santar Pal Singh, S.C Sharma, “A Survey on ClusterBasedRoutingProtocolsinWireless SensorNetwork”.International
Conference on Advanced computing Technologies and Applications 2015.
18. Mohamed Eshaftri, Ahmed Y.Al-Dubai, Imed Romdhani, *Muneer Beni Yassien “A New Energy Efficient Cluster based
Protocol for Wireless Sensor Networks” Proceedings of the Federated Conference on Computer Science and
Information Systems pp. 1209–1214
19. Varchika Gupta, Ashutosh Rastogi.“SurveyonclassificationofclusteringTechnique”International Journal ofAdvanced
Research in Computer and Communication Engineering ISO 3297:2007 certified Vol 6,Issue 4, April 2017
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2246
20. Agrawal Ashish, Ankita Desai, Achyut Sakadasariya, “A review on Energy Efficient Data Centric Routing Protocol for
WSN” International Conference on Trends in Electronics and Informatics ICEI 2017.
21. Liliana M. Arboleda C. and Nidal Nasser Comparision of Clustering algorithms and protocols for wireless sensor
networks1-4244-0038-4 2006 ieee ccece/ccgei, ottawa, may 2006
BIOGRAPHIES
uthor
Photo
Mr Srinivas Kalaskar: Completed
BE degree in 1995 in
Instrumentation Technology from
PDA College of Engineering
Gulbarga and M.Tech in 2005 from
Visveswarya Technological
University Belagavi. Presently
pursuing Ph.D in Electronics &
Instrumentation Engineeringfrom
Visveswarya Technological
University Belagavi. His area of
research is Wireless Sensor
Network.

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IRJET- A Study on Hierarchical Cluster based Routing Techniques in Wireless Sensor Network

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2237 A Study on Hierarchical Cluster based Routing Techniques in Wireless Sensor Network Mr Srinivas Kalaskar1, Dr Channappa Bhyri2 1Asst. Prof. Dept of E & I, KBN College of Engineering Kalaburagi, affiliated to VTU Belagavi, Karnataka, India 2Prof&Head Dept of E & IE PDA College of Engineering Kalaburagi affiliated to VTU Belagavi, Karnataka, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Energy is the scarcest resource in any Wireless sensor network (WSN) as the nodes are battery driven. In most of the applications the sensing area is harsh and remote so in these applications the functions carried out without human involvement throughout the time. Energy conservation is the crucial factor in all wireless sensor networks since battery[1] of the nodes discharges for various functions and communication functionality consumes more energy then other functions. To monitor movements of the endangered species, base station needs to be located at the center and data gathering nodes are attached to the moving objects (nodes become dynamic or movable). To monitor ecological conditions like temperature, humidity, vibration etc no need to move the sensor nodes and they are fixed in the sensing area. Energy saving and improving network life time are the performance measurements in designing any wireless sensor network. Routing strategy selection is very important for proper delivery of packets. Hence need arises for survey of cluster and location basedroutingprotocols[2]. Most of the researchers put their effort on less energyconsumedbysensornodesduringcommunication. Thispaperprovidesa survey of various cluster based routing protocols, characteristics and design issues of WSN. The paper is divided as section 1: Introduction of WSN. Section 2: Network Characteristics and Design considerations Section 3: Various Routing Protocols in WSN Section 4: Classification of Cluster Based routing protocols in WSN. Section 5: Comparisonbetweenvariouscluster based routing protocols. Section 6: Conclusion. Section 7: References. Key Words: Cluster Head, Energy drain out, hierarchical protocols, Cluster and non-clustered Network 1. INTRODUCTION Sensor network is a structure of sensor nodes and base station. The nodes have integrated functionalities of data sensing, acquiring, processing and transmitting to the BS.Thesesenornodesarebatterydriven whichareusedtoagreeably monitorthe objects and ecological conditions like temp, vibration, forecast animal monitoring etc. The communication functionalityinthe network consumes more energy then other functions. All the applications of wsn are run without human involvement throughout the time. In these applications once the battery is drained it is very difficult or impossible to recharge or replace. Hence particular node stops functioning or it will die reducing the network lifetime. So, energy dischargingproblem isa major [3] issue in any wsn. Hence the researchers put their effort for findinghowtominimizethe energyconsumptionandenhancing network lifetime. Generally the WSNs may be non-Cluster or Clustered as shown in below figures. 1.1 Non clustered WSN: In non-clustered WSN All the nodes are deployed inthearea ofinteresteitheruniformlyorrandomly,eachnodeisindependent of other node. Every node sense the data and send directly to destination (BS). If destination is too long the battery drained very quickly and node will die reducing[4] the network life time. Hence nowadays most of the applications employs cluster based WSN. 1.2 Clustered WSN: In clustered WSN all the senor nodes are connected wirelessly to each other within certain radio range. A head is elected in each Cluster, based on some parameters. The nodes in each Cluster send their data to their respective CH. The CH in each Cluster collects the data from their nodes aggregate [5] it and send to BS as single value. From this a lot of energy can be saved and hence enhancing the network life time.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2238 Fig2: Clustered WSN To design a wireless sensor network it is important to consider Network characteristics and design issues. Some of the characteristics and Design issues are given below 2. NETWORK CHARACTERISTICS AND DESIGN 2.1 Network Characteristics:  Deployment of nodes: All the nodes in the sensing area are [6] densly deployed.  Self designed: The nodes are connected wirelessly and designed autonomously in certain communication radius  Data redundancy: If the number of nodes increases the redundancy [7] increases because all the nodes send their data to a single Sink (many to one).  Battery operated sensor nodes: All the nodes are operated by battery. Battery discharges for various operations  Energy, computation and storage constraints: Each Sensor node has limited energy, computation power and storage space..  More to one traffic pattern: In Wireless sensor networks The data flow is from many nodes to a single Sink  Frequent network topology change: Since the nodes have limited power they will stopfunctioningafterthe battery is drained hence the network topology changes. 2.2. Network design considerations:  Reducing the size of the node and cost: The size of the nodes should be small for easy deployment since nodes are distributed in harsh and hostile area.. To reduce the cost of whole network [8] the cost of the sensor nodes should be less.  Minimum effect; There should be an minimum effect on the network if any node dieorstopfunctioningduetolack of energy.  Scalability: All the nodes in network should be scalable and respond enough to events.  Reliability: Most of the network are noisy, error prone, and time varying hence theprotocolsaredesignedtoprovide reliable data delivery over to destination.  Less energy consumption: The sensor nodes used in the network should consumes minimum energy toprolongthe network lifetime.  Adaptability: The network protocols designed for sensor networks should be adaptable to density and topology changes.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2239  Operating environment: The operating[9] environmentshouldbeeitherindoororoutdoorthenodesinthenetwork may be static or movable attached to the moving objects to collect the data.  Channel utilization: The protocols should be designed in such a way that the nodes utilize communication channels effectively.  Data Delivery Model: The Data delivery model may be Event driven, query driven, continues and hybrid model.  Quality Of service: The quality of service provided to the network must be reliability of data andefficiencyin energy.  Data Latency and Overhead: Data latency and overhead considerations are very important parameters while designing routing protocols Data latency caused in multi hop relay and data aggregations. 3. VARIOUS ROUTING PROTOCOLS IN WSN Routing techniques are used to find path between Transmitter node and Receiving node. In some applications theroutesmay be predetermined [10] (Proactive) and in some a new route is to be determined(reactive)insometheyarecombined(hybrid). According to nature of the network the Routing topologies are categorized as follows. 3.1. Proactive routing scheme: In this topology every node maintains a table which includes the routing information of other nodes. Every node refers this table for routing purposes. Hence the path between source node to destination node is predetermined. The informationofthe table will be updated periodically[11] according to topology changes. This scheme is suitable for small scale networks. Examples: Destination Sequenced Distance Vector (DSDV) Protocol, Wireless Routing (WRP) Protocol, Hierarchical State Routing (HSR) Protocol, Source Tree Adaptive Routing (STAR) Protocol, Optimized Link State Routing(OLSR)Protocol,Global State Routing (GSR) Protocol. Advantage: Minimum path setup latency Disadvantage: More overhead cost to update routing information periodically. Not suitable for large and dynamic sensor networks.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2240 3.2. Reactive routing scheme: In this scheme the path between source node to destination node is not predetermined. This scheme isalsocalledOnDemand routing scheme. As the name indicates the node reacts, search and establish a new path whenever it want to send information to destination without referring the routing tables. Examples: Dynamic Source Routing(DSR) Protocol, Ad hoc On-demand Distance Vector(AODV) Protocol. Advantages: Minimum routing overhead Disadvantage: New route establish packet flooding 3.3. Hybrid Routing scheme: In some applications it is necessary to apply both reactive and proactive schemes. The combination of both reactive and proactive scheme are called Hybrid. For short distance transmission Proactive scheme is employed, Reactive scheme is employed for longer distances. Hierarchical [12] and Flat routing topologies are comes under Hybrid Routing scheme. Examples: Block Based, Grid Based and Chain Based. Advantages: Minimizes the effect of disadvantages of both proactive and Reactive schemes. No need to set up route for short distances. Less routing overhead. Disadvantages: Complex. 3.4. Flat Routing scheme: This type of routing scheme is suitable for the network area having large number of sensor nodes. All the sensor nodes have similar functions for collecting information. In this scheme the nodes doesn’thaveuniqueidentificationduetolargenumberof sensor nodes. Hence data centric technique is employed. The data or information is send to destination through muti-hop communication. Flat Routing scheme is mainly categorized as 1) Flooding 2) Forwarding and 3) Data centric. Again it is subdivided as Flooding & Gossiping, Sensor Protocols for Information via Negotiation(SPIN), Directed Diffusion (DD), Romur Routing(RR), Gradient-Based Routing (GBR), Constrained AnisotropicDiffusionRoutingProtocol (CADR), COUGARand Active Query Forwarding in Sensor Networks (ACQUIRE). 3.5. Hierarchical Routing Scheme: In this process the nodes having same communication range and radius are grouped to form clusters. The main aim of hierarchical routing technique is to make the nodes consume less energy, less data redundancy. For this a Cluster Head is selected in each cluster the nodes in each cluster send their data to their respective CH. The cluster Head will do some aggregation and reduction of data and forward to BS. Hence a lot of energy can be saved by the nodes. The Cluster Head selection method lowers the energy consumed by each node and hence it lowers the number of transmitted messages prolonging the network lifetime. Number of researches has beencarriedoutonthishierarchical routingtechnique. Someofthe popular hierarchical routing protocols are discussed in this paper which given below. 4. CLASSIFICATION OF HIERARCHICAL CLUSTER BASED ROUTING PROTOCOLS IN WSN: In clustering technique all the nodes of same communication range are grouped together and are connected each other wirelessly so that they can exchange the information each other in their radius. A head is selectedineachgroup basedonsome parameters. All the normal nodes are allowed to send their data to their respective head.Andheadaggregatethedata received from different nodes and send to BS as single data. These results in savinglotofenergy ofsensornodesand enhancingnetwork lifetime and minimizing the data redundancy. In this paper we discussed some of the popular hierarchical cluster based protocols. The Hierarchical Cluster based Routing protocols are broadly classified as follows
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2241 4 .1. Block Cluster Based Protocol: 4.1.1 Low Energy Adaptive Clustering Hierarchical (LEACH): Heinzaelman. et al. [12] proposed the first well known clustering LEACH protocol. LEACH is considered as the base of all cluster based routing algorithms. Number of protocolshave been derived from this LEACH. The main objective of LEACH is to select a cluster Head in each cluster in each rotation so that high energy can be saved by sensor nodes for communication purposes in the network area.TheoperationofLEACHisdivided into two phases 1) Setup Phase 2) Steady State Phase. The Cluster and Cluster Heads are formed in Setup Phase.Transmission functions are carried out in Steady State Phase. All nodes have an equal opportunity to become CHs. Initially [10] a node generating a random number between (0 to 1) to be a Cluster Head (CH) by comparing it with a threshold value TS (n). TS (n) can be calculated using equation given below TS(n) ={p 1-p(rmod1/p)} If n € G Where P is desired percentage of nodes to become CH, r is the present round, G is the number of sensor nodes that have not considered in CH election in previous 1/P rounds. Nodes with random number lower then TS(n) become CH. Once selected as CH, a sensor node cannot be reselected in a subsequent round. LEACH uses Time Division Multiple Access (TDMA) protocol which avoids multiple collisions between CHs Advantages: 1) Each node have equal opportunity to become Cluster Head, but a nodebecomeCHonlyoncein eachround.Henceimproving load balancing. 2) LEACH uses Time Division Multiple Access(TDMA) Scheme hence collision between CHs are minimized. 3) Less energy is consumed by each sensor node hence energy efficiency is more. 4) Better Coverage and connectivity 5) Scalability is good 6) Minimum Delay 7) Robustness 4.1.2. Low Energy Adoptive Clustering Hierarchy-Centralized (LEACH-C): It is an improved version of basic LEACH protocol, In LEACH-C Base Station acts as controller of network area all the computations in the network area is done by Base Station(BS). For this each node need to sendtheir information(Positionand residual energy) to BS, after receiving the information from all the nodes BS calculates the maximum energy of the node by
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2242 comparing it with average energy of all the nodes in the network area. The node is selected as CH if its energy is more then the average energy of the network area. The network’s average residual energy can be calculated by using equation Eavg= ÷N Where Ei is residual energy of ith node and N denotes set of sensor nodes Advantages:1) Energy efficiency is more then LEACH protocol 2) Maximum network life time can be achieved 3) All the computations are done by BS hence a lot of energy can be saved by sensor nodes Drawbacks: There is no provision in this algorithm to ensure that always maximum residual energy nodes become CHs 4.1.3. Hybrid Energy Efficient Distributed (HEED) Protocol: O. Younis and Fahmy et al introduced HEED clustering protocol, it is enhanced version of LEACH protocol. The CH selection is not random in this scheme. This protocol provides better load balancing compared tootherprotocolsinthis,theClusterHeads are uniformly distributed. Due to election of more then one Cluster Heads the network consumes more energy which leads unbalanced energy consumption. The sensor nodes having high residual energyare becomeClusterHead. Whentwonodesare within each other’s cluster range, the probability of both becoming Cluster Heads is negligible . Drawbacks: More number of Cluster Heads are generated in each round hence energy consumed is not balanced and creates massive overheads due to multiple election rounds CHprob=Lprob×Eresidual ÷Emax Where Lprob is an initial percentage of Leader Nodes among all n nodes Eresidual is the calculated present energy of the node, Emax is the referenced maximum energy (corresponding to a fully charge battery) 4.1.4. Distributed Energy Efficient Clustering (DEEC) Protocol: Li Qing et al. Proposed the DEEC algorithm. This algorithm is improved version of the HEED protocol which increases the performance of HEED protocol. The authors of this algorithm assumed that nodeswouldhaveunequal amountsofenergywith the adoptive values. In this the Cluster Heads are elected with a probability based on the residual energy of each node and the average energy of the network. Drawback: The drawback of the DEEC is that overhead cost is more due to each node needs global knowledge of network. 4.1.5. Threshold Sensitive Energy Efficient Protocol(TEEN) The Threshold-sensitive Energy Efficient sensor Network (TEEN) [13] was proposed by Anjeshwar et al. This scheme is developed by combining data centric and hierarchical protocols. These protocols are suitable for dynamic networks and time critical applications in hierarchical reactive networks. In this approach, each node broadcasts essential information to the neighboring nodes to elect new Cluster Head(CH). Two thresholds namely soft and hard thresholds are used by this protocol. These soft and hard threshold values are used for lowering the number of transmissions.TEEN providesenhanced data delivery rate by transmitting only sensitive data when requested by the user and is used for time crucial applications. 4.1.6. Unequal Clustering Size (UCS): This protocol is proposed by Soro Et al[14]. In this protocol all the nodes are grouped into unequal sized cluster since unequal sized cluster provides load balancing. Total number of nodes deployed in the network are depend on residual energy and cluster size. It uses multi hop transmission in which each LN Transmits data to its nearest LN in the direction of Base station
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2243 Advantages: Less energy consumption compared to LEACH Number of nodes may vary to maintain balanced energy consumption Limitations: it is heterogeneous network and Leader Nodes(LNs) are predetermined It suitable for small range of networks. 4.2. Grid Based Routing Protocols: 4.2.1. Position-based Aggregator Node Election Scheme (PANEL): This protocol is proposed by Buttyan and Schaffer. To elect node as a node aggregator positioninformationofthenodeisused. In PANEL, the nodes are positioned[15] in the bounded area partitioned into geographic clusters. The clustering operation is determined before network is deployed, and each node is preloaded with geographic information of its cluster. Advantages: Ensures load balancing and long network lifetime, Supports asynchronous applications. Limitations: Clusters are predetermined, Geographic Position information is determine which is not always available 4.2.2. Geographic Adaptive Fidelity (GAF): This routing protocol also known as directional, geometric, locationbasedrouting. Inthisprotocol every nodeknowsitsandits network neighbor’s position information and source of message is informed about the position of the destination. Thesensing area is a grid like structure and all the nodes are deployed according to the geographic position. The grid includes sensorsand have similar capacity of data forwarding. Each node monitors the energy consumed receiving and transmitting data. Every node has three states which are 1) Active state—each grid has only one active. 2) Discovery node—New data can be exchanged. 3) The nodes are turned off to save energy. 4.2.3. Two-Tier Data Dissemination (TTDD): This protocol is proposed by Luo et al. TTDD[16] This type of protocol is suitable for the network where the sink or Bases station is movable This protocol helps to solve mobile sink problemsinlargenetworksThisusessensornodesatgridpointsfor data transmissions. This type of protocol is suited foe event detecting network among irregular data traffic. Limitations: large latency, Low energy efficiency and Sensor nodes are need to be fixed and location aware. 4.2.4. SLGC: This clustering algorithm was proposed by Delavar et al. In this the network is organized as grid. Center of gravity and threshold of energy is calculated to select Cluster Head(CH) in each grid in each round. SLGC selecting Leader Nodes for next round thereby this LNs minimizes the volume of controlling data for next rounds and inform nodes for sending dataintoLN of respective round. This methodenhancesnetwork lifetimebyreducingenergyconsumptionComparetootherprotocolsinSLGC schemes energy utilization is minimum and has better efficiency level. Draw back: More overheads arises due to large communication ranges 4.3. Chain Based Routing Protocols: 4.3.1 :PEGASIS PEGASIS is a chain based protocol all the nodes are connected like a chain structure. Data issendtoBasestationby passingthe data from node to node (node transmits to its immediate node). The node number that forwards data to the base station is r mod N where r denotes the current round and N denote number of nodes Chain is constructed from farthest node in the network to Base station. Token passing method is used to initialize data transmission and data aggregation is performed at each node except at end nodes. Advantage: Average energy consumed by each nodeineachroundisminimizedand network lifetimehasincreasedupto300% as compared to LEACH
  • 8. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2244 4.3.2. Concentric Clustering scheme (CCS): This protocol was proposed by Jung et al. In this scheme Base stationlocationisconsideredtoprolongthenetwork lifetimeand enhance the performance. CCS network is dividedintoconcentriccircular tracks(level),whichindicatesdifferentcluster.Track close to the Base station assigned as Level1, similarly level assigned according to the distance increases between the Base station and Track. On each level, nodes from chain inside track, one node is selected as Cluster head (CH). In each level, all nodes transmit their data to nearest node along chain. Nodes which received data fuses its own data and transmit to the next node. Cluster head(CH) of each level transmits data to lesser cluster head. Level 1, Cluster head transmits all data to the Base station. In CCS energy consumption is decreases because the length over which the message can be sending out to the base station from the cluster head is narrowed, conserves energy by separating the network into concentric groups nodes be in touch with their nearest neighbor by using small radio capacity. 4.3.3. Track-Sector Clustering (TSC): This protocol was proposed by Gautam et al[17]. In this, the network is divided into concentric circular tracks and triangular sectors. It minimizes redundant data transmission and creates shortest distance between Cluster Head (CH) and base station (BS) hence energy is saved. The formation of cluster in TSC takes place in an area under curved form byintersectionofcircular track and triangular sector. The execution process can be divided into following phases: Track Setup: Base station set each node in particular concentric circular track at the geometric center. Total number of tracks depends on node density and location of base station. Sector setup and Cluster head selection: Base station construct the sectors and select their cluster head. Chain Construction: By intersection of tracks and sectors chains are formed within each cluster. Data Transmission: All the member of nodes in the cluster receive and transmit data to neighboring node. Finally data is transmitted to the base station by multiple hops. 5. COMPARISON BETWEEN VARIOUS HIERARCHICAL CLUSTER BASED ROUTING PROTOCOL: 6. CONCLUSION In this paper we proposed introduction of wirelesssensornetworks,classificationofclusterbasedroutingalgorithms,Network characteristics , design issues and comparison between various routing Protocols of WSN. Fromsurveyitisclearthatthemain factors of energy consumption is number of transmissions and distance between source to destination by considering these two factors we can reduce the energy consumption of nodes and hence increase the network lifetime. Name of the Protocol Type of the Protocol Energy efficiency Load balancing Node distribution Control packet overhead Scalability Inter cluster structure LEACH Block Based Low Medium random Low Low Single hop LEACH-C Block Based Low Medium Random Medium Low Single hop HEED Block Based Medium Medium Random Medium Good Single hop TEEN Block Based High Good Random Low Good Multi hop DEEC Block Based Medium Good Random Low Good Single hop UCS Block Based Low Very Low Random Low Medium Single hop PANEL Grid Based Medium Good Random Medium Good Single hop GAF Grid Based Good Good Random Low High Single hop TTDD Grid Based Low High Random Low High Single hop PEGASIS Chain Based Medium Good Random Medium Low Single hop CCS Chain Based Medium Very Low Random Good Good Single hop TSC Chain Based good Low Random Medium Medium Single hop
  • 9. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2245 7. REFERENCES 1. Yick, Jennifer, Biswanath Mukherjee and Dipak Ghosal,“WirelessSensorNetwork Survey“ComputernetworksElsvier 52.12(2008), pp.2292-2330 2. Dhiviya.S Sariga. A Dr. P. Sujath “Survey on WSN using Clustering” 2017 Second International Conference on Recent Trends and Challenges in Computational Models 3. Jamal N. Al-Karaki, Ahmed E. Kamal, “Routing Techniques in Wireless Sensor Networks: A survey”, IEEE Wireless Communications, pp 6-28, 2004. 4. Varchika Gupta, Ashutosh Rastogi.“SurveyonclassificationofclusteringTechnique”International Journal ofAdvanced Research in Computer and Communication Engineering ISO 3297:2007 certified Vol 6,Issue 4, April 2017 5. Arati Manjeshwar and Dharma P. Agrawal, "TEEN: A Routing Protocol for Enhanced Efficiency in Wireless Sensor Networks", IEEE, 2001. 6. Archana Bomnale, Saurabh Malgaonkar “Power Optimization in Wireless Sensor Networks.”2018 International Conference on Communication, Information & Computing Technology (ICCICT), Feb. 2-3, Mumbai, India 7. Amandeep Kaur Mann,Navneet Kaur “A survey Paper on clustering Techniques,” ISSN: 2278-7798 International Journal of Science, Engineering and Technology Research (IJSETR) Volume 2, Issue 4,April 2013. 8. Nikolaos A. Pintails, Stefanos A. Nikolidakis and Dimitrios D.Vergados,“Energy-EfficientRoutingProtocolsin Wireless SensorNetworks: A Survey”, IEEE Communications Surveys &Tutorials, Vol.15, no. 2, pp 551-591, 2013. 9. Raghunandan.G.H, A Sagar Metri, “A Novel Approach to increaseOverall Efficiencyin WirelessSensorNetwork”,Inthe proceedings Electronics and Electrical Technologies [ICCEET], pp 699-703, March 2012. 10. K. Akkaya and M. Younis,” A Survey of Routing Protocols in Wireless Sensor Networks,” In the Elsevier Ad Hoc Network Journal, vol. 3/3,pp. 325-349, 2005. 11. Raghunandan.G.H, A.Shobha Rani, Nanditha.S.Y “Hierarchical Clustering Based Routing Technique for Overall Efficiency of WSN “2017 2nd IEEE International Conference On Recent Trends in Electronics Information & Communication Technology (RTEICT), May 19-20, 2017, India 12. W. Heinzelman, A. Chandrakasan and H. Balakrishnan, ”Energy-Efficient Communication Protocol for Wireless Microsensor Networks,”Proc. 33rd Hawaii Intl. Conf. Sys. Sci., Jan. 2000.http://dx.doi.org/10.1109/HICSS.2000.926982 13. N.A. Pantazis, S.A. Nikolidakis, D.D. Vergados, Energy-Efficient Routing Protocols in WSN: A Survey, IEEE Communications Surveys & Tutorials, vol 15,No 2, second quarter 2013,1553–877 X/13 (C) 2013 IEEE, pg no 551– 588, 2013. 14. J.-H. Chang and L. Tassiulas, “Maximum Lifetime RoutinginWirelessSensorNetworks,”IEEE/ACMTrans. Networking, vol. 12, no. 4, pp. 609-619, Aug. 2004. [4] 15. G. V. Merrett and B. M. Al-Hashimi. Energy-driven computing: Rethinking the design of energy harvesting systems. In Design, Automation Testin Europe Conference Exhibition (DATE), 2017. 16. M. Wahbah et al. Characterizationofhuman body-basedthermal andvibrationenergy harvestingfor wearabledevices. IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2014 17. Santar Pal Singh, S.C Sharma, “A Survey on ClusterBasedRoutingProtocolsinWireless SensorNetwork”.International Conference on Advanced computing Technologies and Applications 2015. 18. Mohamed Eshaftri, Ahmed Y.Al-Dubai, Imed Romdhani, *Muneer Beni Yassien “A New Energy Efficient Cluster based Protocol for Wireless Sensor Networks” Proceedings of the Federated Conference on Computer Science and Information Systems pp. 1209–1214 19. Varchika Gupta, Ashutosh Rastogi.“SurveyonclassificationofclusteringTechnique”International Journal ofAdvanced Research in Computer and Communication Engineering ISO 3297:2007 certified Vol 6,Issue 4, April 2017
  • 10. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2246 20. Agrawal Ashish, Ankita Desai, Achyut Sakadasariya, “A review on Energy Efficient Data Centric Routing Protocol for WSN” International Conference on Trends in Electronics and Informatics ICEI 2017. 21. Liliana M. Arboleda C. and Nidal Nasser Comparision of Clustering algorithms and protocols for wireless sensor networks1-4244-0038-4 2006 ieee ccece/ccgei, ottawa, may 2006 BIOGRAPHIES uthor Photo Mr Srinivas Kalaskar: Completed BE degree in 1995 in Instrumentation Technology from PDA College of Engineering Gulbarga and M.Tech in 2005 from Visveswarya Technological University Belagavi. Presently pursuing Ph.D in Electronics & Instrumentation Engineeringfrom Visveswarya Technological University Belagavi. His area of research is Wireless Sensor Network.