SlideShare a Scribd company logo
1 of 6
Download to read offline
Journal of Computer Science and and Engineering Research and
Journal of Computer Science Engineering Research and Development (JCSERD), ISSN XXXX –
                                                                JCSERD
XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011)
Development (JCSERD), ISSN XXXX – XXXX(Print),
ISSN XXXX – XXXX(Online)
Volume 1, Number 1, May -October (2011)
pp. 11- 16 © PRJ Publication                                        PUBLICATION
                                                              © PRJ PUBLICATION
http://www.prjpublication.com/JCSERD.asp



   DEPLOYMENT OF OVERLAY NODES IN SELFISH OVERLAY
            NETWORK USING FUZZY LOGIC
                                    S. Prayla Shyry
               Department of Electronic Sciences, Sathyabama University
                      Jeppiaar Nagar,Old Mahabalipuram Road
                                Chennai-600119, India

                                 Dr. V. Ramachandran
                   Department of Information science & Technology,
                          Anna University, Chennai, India

ABSTRACT

Selfish overlay routing is the technique whereby the sender of the packet can specify the
route that the packet should take through the network. Selfish overlay routing allow end
users to greedily select routes to optimize their own performance without considering the
system wide criteria which in turn cause performance degradation .In selfish overlay
network the overlay nodes play an active role to route the packets to the corresponding
destination in the case of a link failure. So far the overlay nodes are deployed randomly
in the network and it is proved that the overlay nodes are happened to be deployed even
in the place where there is no link failure. One of the disadvantage is since more number
of overlay nodes are deployed the memory consumption of the network is higher. To
overcome all such demerits in this paper overlay nodes are deployed dynamically in
selfish overlay network using fuzzy logic. The main advantage in this approach is overlay
nodes are deployed only where and when they are required reducing the unnecessary
deployment of overlay nodes in the network.

Keywords: Selfish overlay network, Link failure, Fuzzy logic, Overlay Nodes.

   1. INTRODUCTION

In selfish overlay routing end hosts are allowed to choose the route of the packets among
themselves. Since the selfish overlay routing never bother about the global criteria the
performance of the network becomes worser. Earlier studies proved that by reaching nash
equilibrium in selfish overlay network latency and loss rate was decreased , link
utilization and throughput was increased, giving an optimized output. so effective
techniques were used to reduce the latency even more and link utilization. In all the
above studies overlay nodes are placed randomly in the network. This may cause


                                           11
Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX –
XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011)

deployment of overlay nodes even in the place where there is no link failure and it
occupies more memory since large number of overlay nodes are deployed. In this paper
overlay nodes are deployed based on fuzzy logic and the merit of applying fuzzy logic is
,the overlay nodes are deployed only where there is link failure. The linguistic variables
considered here are distance and link capacity.
       This paper is organized as follows. Section 2 reviews the deployment of overlay
nodes in network. Section 3 gives an overview of the fuzzy logic used to deploy the
overlay nodes. Section 4 deals with the fuzzy rule base. Section 5 deals with Results and
Discussion and Section 6 conclude the work.

   2. REVIEW OF DEPLOYMENT OF OVERLAY OF NODES IN NETWORK

Recent studies involve many placement problem algorithms. Sabyasachi et al
investigated novel approaches to perform intelligent placement of overlay nodes to
facilitate resilient routing and TCP performance improvement. They developed overly
placement problems such as SOSR and SLOT Overlay Placement Problems and they
observed that a hybrid approach combining a greedy and a random approach gives a good
tradeoff between performance and computational complexity. Jianliang et al addressed
the problem of replication proxy placement in network and data replica placement on the
installed proxies. Zheng he et al achieved intelligent placement of overlay nodes in th
network to facilitate transmission control protocol performance improvement. Based on
recursive pruning of the least connected vertices they used k-core decomposition to find
the coreness of node. After calculating the node coreness they developed a heuristic
algorithm for the effective placement of overlay nodes. srinivasan et al studied the
overlay node placement problem based on the overlay link resiliency. They proposed a
new algorithm called RouteSeer to solve the overlay node placement problem. Routeser
placed some overlay nodes called client proxies “close” to the clients of the overlay
service and the intermediate overlay nodes by only examining the routing tables at the
client proxies and does not require global topology information. Their results showed that
Route Seer can improve the performance of the network by 50-100%.
         From the literature survey it is understood that the deployment of overlay nodes in
the selfish overlay network may cause drastic improvements in the performance.

   3. OVERVIEW OF FUZZY LOGIC USED TO DEPLOY THE OVERLAY
      NODES




                           Figure 1: Simple Overlay Network.

                                            12
Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX –
XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011)

        Let us consider the overlay network in fig1 .Here four overlay nodes are randomly
placed respectively for the LAN.R1,..R6 are the nodes through which the packet travels.
R1 is the source and the R4 is the destination and if suppose the route of the packet is R1-
>R7->R6->R5->R4.and if a link failure is happened to occur between R7->R6 then
overlay nodes are to deployed dynamically to route the same packet. For such dynamical
deployment of overlay nodes in selfish overlay network fuzzy logic is used. The
linguistic variables are distance and link capacity and the linguistic values for the
variables are low, medium and high..For the above example since the link failure occurs
between R7->R6 ,the distance between the place from where the link failure(from the
predecessor node of the failed link) occurred and the destination node is calculated in
terms of number of hops.
        If the distance from the place of the link failure to the destination node is
high/low/medium then the overlay nodes are placed respectively. So longer the distance
higher will be the deployment of overlay nodes. The second linguistic variable is link
capacity which is defined as the total amount of traffic that the link can carry. If the
capacity of the link is too small then there is a chance of link congestion or link failure.
hence large number of overlay nodes are to be deployed. So lower the link capacity larger
the deployment of overlay nodes. The range of values fo the linguistic variable distance is
given in Table 1
             Table 1: Overlapping values for the linguistic variable “distance”.

                                     Distance(      State
                                        D)
                                      1 to 20        L
                                     15 to 40        M
                                     35 to 49        H

These values are considered in terms of “ number of hops” between the place where the
link failure occurred and the destination node in selfish overlay network.
L – Low, M – Medium, H – High
          Table 2: Overlapping values for the linguistic variable “Link Capacity”
                                         Link         State
                                    Capacity(LC
                                           )
                                       10 to 30         L
                                       25 to 55        M
                                       50 to 70         H

                    Table 3: Number of overlay nodes to be deployed
                                   No of Overlay Stat
                                      Nodes(o)      e
                                  1 to 5            L
                                  4 to 8            M
                                  6 to 12           H



                                            13
Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX –
XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011)

   4. FUZZY RULE BASE

if D is L and LC is L Then o is H
if D is L and LC is M Then o is M
if D is L and LC is H Then o is L
if D is M and LC is L Then o is H
if D is M and LC is M Then o is M
if D is M and LC is H Then o is M
if D is H and LC is L Then o is H
if D is H and LC is M Then o is H
if D is H and LC is H Then o is H

                             Table 4: Chart depicting the rule base

                                                    No. of
                                    D      LC       overlay
                                                   nodes(o)
                                    L       L         H
                                    L       M         M
                                    L       H         L
                                    M       L         H
                                    M       M         M
                                    M       H         M
                                    H       L         H
                                    H       M         H
                                    H       H         H

   5. RESULTS AND DISCUSSION

The above fuzzy rules are framed taking distance and link capacity as linguistic variable
and different combinations of states for both the variables are found out. In Fig 2 it was
found that if distance is low and link capacity is also low then high number of overlay
nodes are to be deployed. By varying the input in rule viewer corresponding output is
calculated.




              Figure 2: Rule viewer for low distance and low link capacity

                                           14
Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX –
XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011)




  Figure 3: Rule viewer for Medium distance and high link capacity. Results show that
             Minimum overlay nodes are to be deployed in the above case.




         Figure 4: Rule viewer for medium distance and medium link capacity.

 From the rule viewer it is clear that minimum no of overlay nodes are to be deployed in
                                       the above case.




                                Figure 5: Surface Viewer

This gives a 3D view of distance, link capacity as input and no of overlay nodes as
output.



                                           15
Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX –
XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011)




   6. CONCLUSION AND FUTURE WORK

So far Overlay nodes are deployed randomly in selfish overlay network and the
performance is analysed .Simulation results showed that the performance was increased
using effective approaches. But randomly placed overlay nodes may even be in place
where they are not required. In this paper fuzzy logic is used and fuzzy rules were framed
to deploy the overlay nodes dynamically in network. Distance and link capacity are the
two linguistic variables and based on the same variables the number of overlay nodes to
be deployed dynamically were found out. Network parameters can be analysed and a
comparitive study of both the random deployment of overlay nodes and fuzzy logic based
deployment of overlay nodes can be done in future.


REFERENCES

[1]Sabayasachi roy,Himabindu pucha,Zheng Zhang,Charlie Hu,Lili Qiu,”Overlay node
placement:Analysis,algorithms and impact on applications”
[2]Jianliang Xu(2002), Student Member, IEEE, Bo Li, Senior Member, IEEE, and Dik
Lun Lee,”Placement Problems for Transparent Data Replication Proxy Services”, IEEE
Journal on selected areas in Communication, Vol. 20, No. 7, pp 1383-1398
[3]Srinivasan,Sridhar ,Zegura, Ellen W(2006),”Topological Placement of Nodes in
Service Overlays”Georgia library and information center.
[4]Zheng He,Yu Heng cao(2010),Xiao,Yan Ma,”Overlay node deployment based on node
coreness “,The journal of chinese universities of posts and telecommunication ,Vol 17, PP
99-103.
[5]Lili Qiu, Yang Richard Yang, Yin Zhang Scott Shenker, Microsoft Research Yale
University AT&T Labs – Research ICS,”On Selfish Routing In Internet-like
Environments”
[6]S.Prayla Shyry,V.Ramachandran,”Analysing latency and link utilization in Selfish
Overlay Routing,”International Journal of computer and communication Technology,
IJCCT pp 314-318




                                           16

More Related Content

What's hot

Utilise Multipath Propagation to Improve the performance of BCH and RS Codes
Utilise Multipath Propagation to Improve the performance of BCH and RS CodesUtilise Multipath Propagation to Improve the performance of BCH and RS Codes
Utilise Multipath Propagation to Improve the performance of BCH and RS CodesALYAA AL-BARRAK
 
Amtr the ant based qos aware multipath temporally ordered routing algorithm ...
Amtr  the ant based qos aware multipath temporally ordered routing algorithm ...Amtr  the ant based qos aware multipath temporally ordered routing algorithm ...
Amtr the ant based qos aware multipath temporally ordered routing algorithm ...csandit
 
AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...
AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...
AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...cscpconf
 
An Enhanced Inter-Domain Communication among MANETs through selected Gateways
An Enhanced Inter-Domain Communication among MANETs through selected GatewaysAn Enhanced Inter-Domain Communication among MANETs through selected Gateways
An Enhanced Inter-Domain Communication among MANETs through selected Gatewaysidescitation
 
DYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKS
DYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKSDYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKS
DYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKSIAEME Publication
 
NS2 Projects 2014 in HCL velachery
NS2 Projects 2014 in HCL velacheryNS2 Projects 2014 in HCL velachery
NS2 Projects 2014 in HCL velacherySenthilvel S
 
Opportunistic routing with congestion diversity in wireless ad hoc networks
Opportunistic routing with congestion diversity in wireless ad hoc networksOpportunistic routing with congestion diversity in wireless ad hoc networks
Opportunistic routing with congestion diversity in wireless ad hoc networksShakas Technologies
 
AOTO: Adaptive overlay topology optimization in unstructured P2P systems
AOTO: Adaptive overlay topology optimization in unstructured P2P systemsAOTO: Adaptive overlay topology optimization in unstructured P2P systems
AOTO: Adaptive overlay topology optimization in unstructured P2P systemsZhenyun Zhuang
 
Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...
Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...
Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...cscpconf
 
Enforcing end to-end proportional fairness with bounded buffer overflow proba...
Enforcing end to-end proportional fairness with bounded buffer overflow proba...Enforcing end to-end proportional fairness with bounded buffer overflow proba...
Enforcing end to-end proportional fairness with bounded buffer overflow proba...ijwmn
 
Next generation-ptn-white-paper
Next generation-ptn-white-paperNext generation-ptn-white-paper
Next generation-ptn-white-paperslahiri00
 
AN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECT
AN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECTAN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECT
AN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECTBUKYABALAJI
 

What's hot (19)

Utilise Multipath Propagation to Improve the performance of BCH and RS Codes
Utilise Multipath Propagation to Improve the performance of BCH and RS CodesUtilise Multipath Propagation to Improve the performance of BCH and RS Codes
Utilise Multipath Propagation to Improve the performance of BCH and RS Codes
 
ICICCE0367
ICICCE0367ICICCE0367
ICICCE0367
 
Ijcnc050215
Ijcnc050215Ijcnc050215
Ijcnc050215
 
Ijctt v7 p111
Ijctt v7 p111Ijctt v7 p111
Ijctt v7 p111
 
10.1.1.61.7321
10.1.1.61.732110.1.1.61.7321
10.1.1.61.7321
 
Amtr the ant based qos aware multipath temporally ordered routing algorithm ...
Amtr  the ant based qos aware multipath temporally ordered routing algorithm ...Amtr  the ant based qos aware multipath temporally ordered routing algorithm ...
Amtr the ant based qos aware multipath temporally ordered routing algorithm ...
 
AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...
AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...
AMTR: THE ANT BASED QOS AWARE MULTIPATH TEMPORALLY ORDERED ROUTING ALGORITHM ...
 
An Enhanced Inter-Domain Communication among MANETs through selected Gateways
An Enhanced Inter-Domain Communication among MANETs through selected GatewaysAn Enhanced Inter-Domain Communication among MANETs through selected Gateways
An Enhanced Inter-Domain Communication among MANETs through selected Gateways
 
DYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKS
DYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKSDYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKS
DYNAMIC ADDRESS ROUTING FOR SCALABLE AD HOC NETWORKS
 
Robustness Analysis of Buffer Based Routing Algorithms in Wireless Mesh Network
Robustness Analysis of Buffer Based Routing Algorithms in Wireless Mesh NetworkRobustness Analysis of Buffer Based Routing Algorithms in Wireless Mesh Network
Robustness Analysis of Buffer Based Routing Algorithms in Wireless Mesh Network
 
NS2 Projects 2014 in HCL velachery
NS2 Projects 2014 in HCL velacheryNS2 Projects 2014 in HCL velachery
NS2 Projects 2014 in HCL velachery
 
Opportunistic routing with congestion diversity in wireless ad hoc networks
Opportunistic routing with congestion diversity in wireless ad hoc networksOpportunistic routing with congestion diversity in wireless ad hoc networks
Opportunistic routing with congestion diversity in wireless ad hoc networks
 
AOTO: Adaptive overlay topology optimization in unstructured P2P systems
AOTO: Adaptive overlay topology optimization in unstructured P2P systemsAOTO: Adaptive overlay topology optimization in unstructured P2P systems
AOTO: Adaptive overlay topology optimization in unstructured P2P systems
 
Geographic routing in
Geographic routing inGeographic routing in
Geographic routing in
 
Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...
Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...
Achieving Optimum Value of k in a K-fold Multicast Network with Buffer using ...
 
Enforcing end to-end proportional fairness with bounded buffer overflow proba...
Enforcing end to-end proportional fairness with bounded buffer overflow proba...Enforcing end to-end proportional fairness with bounded buffer overflow proba...
Enforcing end to-end proportional fairness with bounded buffer overflow proba...
 
testbmr
testbmrtestbmr
testbmr
 
Next generation-ptn-white-paper
Next generation-ptn-white-paperNext generation-ptn-white-paper
Next generation-ptn-white-paper
 
AN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECT
AN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECTAN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECT
AN EFFICIENT APPROACH TO DELAY ESTIMATION MODEL FOR VLSI INTERCONNECT
 

Viewers also liked

Numerical investigation of flow characteristics in a
Numerical investigation of flow characteristics in aNumerical investigation of flow characteristics in a
Numerical investigation of flow characteristics in aIAEME Publication
 
DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...
DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...
DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...IAEME Publication
 
DESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSOR
DESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSORDESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSOR
DESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSORIAEME Publication
 
SMAC TECHNOLOGIES CHANGING THE WAY WE TRAVEL
SMAC TECHNOLOGIES CHANGING THE WAY WE TRAVELSMAC TECHNOLOGIES CHANGING THE WAY WE TRAVEL
SMAC TECHNOLOGIES CHANGING THE WAY WE TRAVELIAEME Publication
 
BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...
BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...
BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...IAEME Publication
 
MECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHER
MECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHERMECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHER
MECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHERIAEME Publication
 
POLARIZATION RECONFIGURABLE ANTENNA
POLARIZATION RECONFIGURABLE ANTENNAPOLARIZATION RECONFIGURABLE ANTENNA
POLARIZATION RECONFIGURABLE ANTENNAIAEME Publication
 
LOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWER
LOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWERLOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWER
LOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWERIAEME Publication
 
PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...
PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...
PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...IAEME Publication
 
PROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUD
PROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUDPROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUD
PROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUDIAEME Publication
 
PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...
PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...
PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...IAEME Publication
 
Complementary symmetric corner truncated compact square microstrip antenna fo...
Complementary symmetric corner truncated compact square microstrip antenna fo...Complementary symmetric corner truncated compact square microstrip antenna fo...
Complementary symmetric corner truncated compact square microstrip antenna fo...IAEME Publication
 
Surface morphology of cds thin films by vacuum evaporation deposition
Surface morphology of cds thin films by vacuum evaporation depositionSurface morphology of cds thin films by vacuum evaporation deposition
Surface morphology of cds thin films by vacuum evaporation depositionIAEME Publication
 
ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...
ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...
ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...IAEME Publication
 
MEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASE
MEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASEMEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASE
MEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASEIAEME Publication
 
Cheque truncation system in india (cts)
Cheque truncation system in india (cts)Cheque truncation system in india (cts)
Cheque truncation system in india (cts)IAEME Publication
 
Anfis controller for solar powered cascade multilevel inverter 2
Anfis controller for solar powered cascade multilevel inverter 2Anfis controller for solar powered cascade multilevel inverter 2
Anfis controller for solar powered cascade multilevel inverter 2IAEME Publication
 
Taller de comunicación educativa.2
Taller de comunicación educativa.2Taller de comunicación educativa.2
Taller de comunicación educativa.2blancorosadoazul
 

Viewers also liked (20)

Numerical investigation of flow characteristics in a
Numerical investigation of flow characteristics in aNumerical investigation of flow characteristics in a
Numerical investigation of flow characteristics in a
 
DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...
DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...
DETERMINING METAL SURFACE WAVINESS PARAMETERS AND HEIGHT LIQUID SURFACE WAVE ...
 
DESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSOR
DESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSORDESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSOR
DESIGN AND DEVELOPMENT OF MEMORY MANAGEMENT UNIT FOR MIL-STD-1750 PROCESSOR
 
SMAC TECHNOLOGIES CHANGING THE WAY WE TRAVEL
SMAC TECHNOLOGIES CHANGING THE WAY WE TRAVELSMAC TECHNOLOGIES CHANGING THE WAY WE TRAVEL
SMAC TECHNOLOGIES CHANGING THE WAY WE TRAVEL
 
BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...
BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...
BEHAVIOUR OF THE ROPES CONSTITUENTS UNDER THE ACTION OF RISK FACTORS THAT EXI...
 
MECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHER
MECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHERMECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHER
MECHANICALLY OPERATED WHEELCHAIR CONVERTIBLE STRETCHER
 
POLARIZATION RECONFIGURABLE ANTENNA
POLARIZATION RECONFIGURABLE ANTENNAPOLARIZATION RECONFIGURABLE ANTENNA
POLARIZATION RECONFIGURABLE ANTENNA
 
LOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWER
LOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWERLOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWER
LOAD BALANCING AND POWER FACTOR CORRECTION FOR MULTIPHASE POWER
 
PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...
PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...
PARAMETER OPTIMIZATION IN VERTICAL MACHINING CENTER CNC FOR EN45 (STEEL ALLOY...
 
PROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUD
PROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUDPROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUD
PROPOSED ONTOLOGY FRAMEWORK FOR DYNAMIC RESOURCE PROVISIONING ON PUBLIC CLOUD
 
PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...
PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...
PROPOSED SYSTEM FOR MID-AIR HOLOGRAPHY PROJECTION USING CONVERSION OF 2D TO 3...
 
Complementary symmetric corner truncated compact square microstrip antenna fo...
Complementary symmetric corner truncated compact square microstrip antenna fo...Complementary symmetric corner truncated compact square microstrip antenna fo...
Complementary symmetric corner truncated compact square microstrip antenna fo...
 
Surface morphology of cds thin films by vacuum evaporation deposition
Surface morphology of cds thin films by vacuum evaporation depositionSurface morphology of cds thin films by vacuum evaporation deposition
Surface morphology of cds thin films by vacuum evaporation deposition
 
ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...
ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...
ROLE OF SUBSTANTIAL CHARACTERISTICS IN ELECTRONIC NOSE SENSOR SELECTION FOR D...
 
MEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASE
MEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASEMEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASE
MEMORY EFFICIENT FREQUENT PATTERN MINING USING TRANSPOSITION OF DATABASE
 
Cheque truncation system in india (cts)
Cheque truncation system in india (cts)Cheque truncation system in india (cts)
Cheque truncation system in india (cts)
 
Anfis controller for solar powered cascade multilevel inverter 2
Anfis controller for solar powered cascade multilevel inverter 2Anfis controller for solar powered cascade multilevel inverter 2
Anfis controller for solar powered cascade multilevel inverter 2
 
Cascao E Cebolinha
Cascao E CebolinhaCascao E Cebolinha
Cascao E Cebolinha
 
Quantas Vezes
Quantas Vezes Quantas Vezes
Quantas Vezes
 
Taller de comunicación educativa.2
Taller de comunicación educativa.2Taller de comunicación educativa.2
Taller de comunicación educativa.2
 

Similar to 2 prayla

An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents ApproachAn Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approachijasuc
 
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents ApproachAn Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approachjake henry
 
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents ApproachAn Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approachijasuc
 
AN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACH
AN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACHAN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACH
AN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACHijasuc
 
Paper Explained: Understanding the wiring evolution in differentiable neural ...
Paper Explained: Understanding the wiring evolution in differentiable neural ...Paper Explained: Understanding the wiring evolution in differentiable neural ...
Paper Explained: Understanding the wiring evolution in differentiable neural ...Devansh16
 
A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...
A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...
A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...ijcsa
 
An Investigation of DAF Protocol in Wireless Communication
An Investigation of DAF Protocol in Wireless CommunicationAn Investigation of DAF Protocol in Wireless Communication
An Investigation of DAF Protocol in Wireless CommunicationIRJET Journal
 
Iaetsd a novel scheduling algorithms for mimo based wireless networks
Iaetsd a novel scheduling algorithms for mimo based wireless networksIaetsd a novel scheduling algorithms for mimo based wireless networks
Iaetsd a novel scheduling algorithms for mimo based wireless networksIaetsd Iaetsd
 
Security aware relaying scheme for cooperative networks with untrusted relay ...
Security aware relaying scheme for cooperative networks with untrusted relay ...Security aware relaying scheme for cooperative networks with untrusted relay ...
Security aware relaying scheme for cooperative networks with untrusted relay ...Pvrtechnologies Nellore
 
Broadcast wormhole routed 3-d mesh
Broadcast wormhole routed 3-d meshBroadcast wormhole routed 3-d mesh
Broadcast wormhole routed 3-d meshIJCNCJournal
 
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSSHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSijasuc
 
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSSHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSijasuc
 
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSSHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSijasuc
 
IEEE Wireless communication 2016 Title and Abstract
IEEE Wireless communication 2016 Title and AbstractIEEE Wireless communication 2016 Title and Abstract
IEEE Wireless communication 2016 Title and Abstracttsysglobalsolutions
 
An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...
An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...
An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...pijans
 

Similar to 2 prayla (20)

J1102026164
J1102026164J1102026164
J1102026164
 
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents ApproachAn Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
 
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents ApproachAn Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
 
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents ApproachAn Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
An Opportunistic AODV Routing Scheme : A Cognitive Mobile Agents Approach
 
AN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACH
AN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACHAN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACH
AN OPPORTUNISTIC AODV ROUTING SCHEME: A COGNITIVE MOBILE AGENTS APPROACH
 
Bo mim orelay
Bo mim orelayBo mim orelay
Bo mim orelay
 
Dq24746750
Dq24746750Dq24746750
Dq24746750
 
Paper Explained: Understanding the wiring evolution in differentiable neural ...
Paper Explained: Understanding the wiring evolution in differentiable neural ...Paper Explained: Understanding the wiring evolution in differentiable neural ...
Paper Explained: Understanding the wiring evolution in differentiable neural ...
 
A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...
A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...
A Novel Clustering Algorithm For Coverage A Large Scale In Wireless Sensor Ne...
 
An Investigation of DAF Protocol in Wireless Communication
An Investigation of DAF Protocol in Wireless CommunicationAn Investigation of DAF Protocol in Wireless Communication
An Investigation of DAF Protocol in Wireless Communication
 
TOPOLOGY
 TOPOLOGY  TOPOLOGY
TOPOLOGY
 
Iaetsd a novel scheduling algorithms for mimo based wireless networks
Iaetsd a novel scheduling algorithms for mimo based wireless networksIaetsd a novel scheduling algorithms for mimo based wireless networks
Iaetsd a novel scheduling algorithms for mimo based wireless networks
 
Security aware relaying scheme for cooperative networks with untrusted relay ...
Security aware relaying scheme for cooperative networks with untrusted relay ...Security aware relaying scheme for cooperative networks with untrusted relay ...
Security aware relaying scheme for cooperative networks with untrusted relay ...
 
Broadcast wormhole routed 3-d mesh
Broadcast wormhole routed 3-d meshBroadcast wormhole routed 3-d mesh
Broadcast wormhole routed 3-d mesh
 
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSSHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
 
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSSHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
 
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKSSHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
SHADOWING EFFECTS ON ROUTING PROTOCOL OF MULTIHOP AD HOC NETWORKS
 
Cooperative communication
Cooperative communicationCooperative communication
Cooperative communication
 
IEEE Wireless communication 2016 Title and Abstract
IEEE Wireless communication 2016 Title and AbstractIEEE Wireless communication 2016 Title and Abstract
IEEE Wireless communication 2016 Title and Abstract
 
An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...
An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...
An Analytical Analysis Of Neighbour And Isolatednodefor Geocast Routing In Va...
 

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

0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdfRenandantas16
 
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service DewasVip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewasmakika9823
 
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130  Available With RoomVIP Kolkata Call Girl Howrah 👉 8250192130  Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Roomdivyansh0kumar0
 
Insurers' journeys to build a mastery in the IoT usage
Insurers' journeys to build a mastery in the IoT usageInsurers' journeys to build a mastery in the IoT usage
Insurers' journeys to build a mastery in the IoT usageMatteo Carbone
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
Non Text Magic Studio Magic Design for Presentations L&P.pptx
Non Text Magic Studio Magic Design for Presentations L&P.pptxNon Text Magic Studio Magic Design for Presentations L&P.pptx
Non Text Magic Studio Magic Design for Presentations L&P.pptxAbhayThakur200703
 
rishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdfrishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdfmuskan1121w
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMANIlamathiKannappan
 
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
Tech Startup Growth Hacking 101  - Basics on Growth MarketingTech Startup Growth Hacking 101  - Basics on Growth Marketing
Tech Startup Growth Hacking 101 - Basics on Growth MarketingShawn Pang
 
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurVIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurSuhani Kapoor
 
M.C Lodges -- Guest House in Jhang.
M.C Lodges --  Guest House in Jhang.M.C Lodges --  Guest House in Jhang.
M.C Lodges -- Guest House in Jhang.Aaiza Hassan
 
Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...
Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...
Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...lizamodels9
 
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,noida100girls
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation SlidesKeppelCorporation
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Servicediscovermytutordmt
 
Eni 2024 1Q Results - 24.04.24 business.
Eni 2024 1Q Results - 24.04.24 business.Eni 2024 1Q Results - 24.04.24 business.
Eni 2024 1Q Results - 24.04.24 business.Eni
 
GD Birla and his contribution in management
GD Birla and his contribution in managementGD Birla and his contribution in management
GD Birla and his contribution in managementchhavia330
 
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...lizamodels9
 

Recently uploaded (20)

0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
 
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service DewasVip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
 
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130  Available With RoomVIP Kolkata Call Girl Howrah 👉 8250192130  Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Room
 
Insurers' journeys to build a mastery in the IoT usage
Insurers' journeys to build a mastery in the IoT usageInsurers' journeys to build a mastery in the IoT usage
Insurers' journeys to build a mastery in the IoT usage
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
Non Text Magic Studio Magic Design for Presentations L&P.pptx
Non Text Magic Studio Magic Design for Presentations L&P.pptxNon Text Magic Studio Magic Design for Presentations L&P.pptx
Non Text Magic Studio Magic Design for Presentations L&P.pptx
 
rishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdfrishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdf
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMAN
 
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
Tech Startup Growth Hacking 101  - Basics on Growth MarketingTech Startup Growth Hacking 101  - Basics on Growth Marketing
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
 
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurVIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
 
M.C Lodges -- Guest House in Jhang.
M.C Lodges --  Guest House in Jhang.M.C Lodges --  Guest House in Jhang.
M.C Lodges -- Guest House in Jhang.
 
Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...
Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...
Lowrate Call Girls In Laxmi Nagar Delhi ❤️8860477959 Escorts 100% Genuine Ser...
 
Best Practices for Implementing an External Recruiting Partnership
Best Practices for Implementing an External Recruiting PartnershipBest Practices for Implementing an External Recruiting Partnership
Best Practices for Implementing an External Recruiting Partnership
 
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Greater Noida ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Service
 
Eni 2024 1Q Results - 24.04.24 business.
Eni 2024 1Q Results - 24.04.24 business.Eni 2024 1Q Results - 24.04.24 business.
Eni 2024 1Q Results - 24.04.24 business.
 
GD Birla and his contribution in management
GD Birla and his contribution in managementGD Birla and his contribution in management
GD Birla and his contribution in management
 
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
 

2 prayla

  • 1. Journal of Computer Science and and Engineering Research and Journal of Computer Science Engineering Research and Development (JCSERD), ISSN XXXX – JCSERD XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011) Development (JCSERD), ISSN XXXX – XXXX(Print), ISSN XXXX – XXXX(Online) Volume 1, Number 1, May -October (2011) pp. 11- 16 © PRJ Publication PUBLICATION © PRJ PUBLICATION http://www.prjpublication.com/JCSERD.asp DEPLOYMENT OF OVERLAY NODES IN SELFISH OVERLAY NETWORK USING FUZZY LOGIC S. Prayla Shyry Department of Electronic Sciences, Sathyabama University Jeppiaar Nagar,Old Mahabalipuram Road Chennai-600119, India Dr. V. Ramachandran Department of Information science & Technology, Anna University, Chennai, India ABSTRACT Selfish overlay routing is the technique whereby the sender of the packet can specify the route that the packet should take through the network. Selfish overlay routing allow end users to greedily select routes to optimize their own performance without considering the system wide criteria which in turn cause performance degradation .In selfish overlay network the overlay nodes play an active role to route the packets to the corresponding destination in the case of a link failure. So far the overlay nodes are deployed randomly in the network and it is proved that the overlay nodes are happened to be deployed even in the place where there is no link failure. One of the disadvantage is since more number of overlay nodes are deployed the memory consumption of the network is higher. To overcome all such demerits in this paper overlay nodes are deployed dynamically in selfish overlay network using fuzzy logic. The main advantage in this approach is overlay nodes are deployed only where and when they are required reducing the unnecessary deployment of overlay nodes in the network. Keywords: Selfish overlay network, Link failure, Fuzzy logic, Overlay Nodes. 1. INTRODUCTION In selfish overlay routing end hosts are allowed to choose the route of the packets among themselves. Since the selfish overlay routing never bother about the global criteria the performance of the network becomes worser. Earlier studies proved that by reaching nash equilibrium in selfish overlay network latency and loss rate was decreased , link utilization and throughput was increased, giving an optimized output. so effective techniques were used to reduce the latency even more and link utilization. In all the above studies overlay nodes are placed randomly in the network. This may cause 11
  • 2. Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX – XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011) deployment of overlay nodes even in the place where there is no link failure and it occupies more memory since large number of overlay nodes are deployed. In this paper overlay nodes are deployed based on fuzzy logic and the merit of applying fuzzy logic is ,the overlay nodes are deployed only where there is link failure. The linguistic variables considered here are distance and link capacity. This paper is organized as follows. Section 2 reviews the deployment of overlay nodes in network. Section 3 gives an overview of the fuzzy logic used to deploy the overlay nodes. Section 4 deals with the fuzzy rule base. Section 5 deals with Results and Discussion and Section 6 conclude the work. 2. REVIEW OF DEPLOYMENT OF OVERLAY OF NODES IN NETWORK Recent studies involve many placement problem algorithms. Sabyasachi et al investigated novel approaches to perform intelligent placement of overlay nodes to facilitate resilient routing and TCP performance improvement. They developed overly placement problems such as SOSR and SLOT Overlay Placement Problems and they observed that a hybrid approach combining a greedy and a random approach gives a good tradeoff between performance and computational complexity. Jianliang et al addressed the problem of replication proxy placement in network and data replica placement on the installed proxies. Zheng he et al achieved intelligent placement of overlay nodes in th network to facilitate transmission control protocol performance improvement. Based on recursive pruning of the least connected vertices they used k-core decomposition to find the coreness of node. After calculating the node coreness they developed a heuristic algorithm for the effective placement of overlay nodes. srinivasan et al studied the overlay node placement problem based on the overlay link resiliency. They proposed a new algorithm called RouteSeer to solve the overlay node placement problem. Routeser placed some overlay nodes called client proxies “close” to the clients of the overlay service and the intermediate overlay nodes by only examining the routing tables at the client proxies and does not require global topology information. Their results showed that Route Seer can improve the performance of the network by 50-100%. From the literature survey it is understood that the deployment of overlay nodes in the selfish overlay network may cause drastic improvements in the performance. 3. OVERVIEW OF FUZZY LOGIC USED TO DEPLOY THE OVERLAY NODES Figure 1: Simple Overlay Network. 12
  • 3. Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX – XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011) Let us consider the overlay network in fig1 .Here four overlay nodes are randomly placed respectively for the LAN.R1,..R6 are the nodes through which the packet travels. R1 is the source and the R4 is the destination and if suppose the route of the packet is R1- >R7->R6->R5->R4.and if a link failure is happened to occur between R7->R6 then overlay nodes are to deployed dynamically to route the same packet. For such dynamical deployment of overlay nodes in selfish overlay network fuzzy logic is used. The linguistic variables are distance and link capacity and the linguistic values for the variables are low, medium and high..For the above example since the link failure occurs between R7->R6 ,the distance between the place from where the link failure(from the predecessor node of the failed link) occurred and the destination node is calculated in terms of number of hops. If the distance from the place of the link failure to the destination node is high/low/medium then the overlay nodes are placed respectively. So longer the distance higher will be the deployment of overlay nodes. The second linguistic variable is link capacity which is defined as the total amount of traffic that the link can carry. If the capacity of the link is too small then there is a chance of link congestion or link failure. hence large number of overlay nodes are to be deployed. So lower the link capacity larger the deployment of overlay nodes. The range of values fo the linguistic variable distance is given in Table 1 Table 1: Overlapping values for the linguistic variable “distance”. Distance( State D) 1 to 20 L 15 to 40 M 35 to 49 H These values are considered in terms of “ number of hops” between the place where the link failure occurred and the destination node in selfish overlay network. L – Low, M – Medium, H – High Table 2: Overlapping values for the linguistic variable “Link Capacity” Link State Capacity(LC ) 10 to 30 L 25 to 55 M 50 to 70 H Table 3: Number of overlay nodes to be deployed No of Overlay Stat Nodes(o) e 1 to 5 L 4 to 8 M 6 to 12 H 13
  • 4. Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX – XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011) 4. FUZZY RULE BASE if D is L and LC is L Then o is H if D is L and LC is M Then o is M if D is L and LC is H Then o is L if D is M and LC is L Then o is H if D is M and LC is M Then o is M if D is M and LC is H Then o is M if D is H and LC is L Then o is H if D is H and LC is M Then o is H if D is H and LC is H Then o is H Table 4: Chart depicting the rule base No. of D LC overlay nodes(o) L L H L M M L H L M L H M M M M H M H L H H M H H H H 5. RESULTS AND DISCUSSION The above fuzzy rules are framed taking distance and link capacity as linguistic variable and different combinations of states for both the variables are found out. In Fig 2 it was found that if distance is low and link capacity is also low then high number of overlay nodes are to be deployed. By varying the input in rule viewer corresponding output is calculated. Figure 2: Rule viewer for low distance and low link capacity 14
  • 5. Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX – XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011) Figure 3: Rule viewer for Medium distance and high link capacity. Results show that Minimum overlay nodes are to be deployed in the above case. Figure 4: Rule viewer for medium distance and medium link capacity. From the rule viewer it is clear that minimum no of overlay nodes are to be deployed in the above case. Figure 5: Surface Viewer This gives a 3D view of distance, link capacity as input and no of overlay nodes as output. 15
  • 6. Journal of Computer Science and Engineering Research and Development (JCSERD), ISSN XXXX – XXXX(Print), ISSN XXXX – XXXX(Online), Volume 1, Number 1, May -October (2011) 6. CONCLUSION AND FUTURE WORK So far Overlay nodes are deployed randomly in selfish overlay network and the performance is analysed .Simulation results showed that the performance was increased using effective approaches. But randomly placed overlay nodes may even be in place where they are not required. In this paper fuzzy logic is used and fuzzy rules were framed to deploy the overlay nodes dynamically in network. Distance and link capacity are the two linguistic variables and based on the same variables the number of overlay nodes to be deployed dynamically were found out. Network parameters can be analysed and a comparitive study of both the random deployment of overlay nodes and fuzzy logic based deployment of overlay nodes can be done in future. REFERENCES [1]Sabayasachi roy,Himabindu pucha,Zheng Zhang,Charlie Hu,Lili Qiu,”Overlay node placement:Analysis,algorithms and impact on applications” [2]Jianliang Xu(2002), Student Member, IEEE, Bo Li, Senior Member, IEEE, and Dik Lun Lee,”Placement Problems for Transparent Data Replication Proxy Services”, IEEE Journal on selected areas in Communication, Vol. 20, No. 7, pp 1383-1398 [3]Srinivasan,Sridhar ,Zegura, Ellen W(2006),”Topological Placement of Nodes in Service Overlays”Georgia library and information center. [4]Zheng He,Yu Heng cao(2010),Xiao,Yan Ma,”Overlay node deployment based on node coreness “,The journal of chinese universities of posts and telecommunication ,Vol 17, PP 99-103. [5]Lili Qiu, Yang Richard Yang, Yin Zhang Scott Shenker, Microsoft Research Yale University AT&T Labs – Research ICS,”On Selfish Routing In Internet-like Environments” [6]S.Prayla Shyry,V.Ramachandran,”Analysing latency and link utilization in Selfish Overlay Routing,”International Journal of computer and communication Technology, IJCCT pp 314-318 16