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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 647
Analysis Of Electromagnetic Pollution Monitoring
Using Wireless Sensor Network
Gosai Krishna R1
1M.Tech, Department of Computer Engineering, School of Engineering RK University, Rajkot, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Different parameters in environment are
required to monitoring using different technology. Wireless
sensor network is one the technology in which different
parameter such as noise, light, pressure is monitor and
provides the result if any violation is occur. Wireless device is
danger for the human and must be monitoring using WSN
technology. Wireless sensor network monitor the efficient
power level. Different method is used for the increases the
network’s lifetime. Different parameters are affected the
network’s lifetime. Different node distribution technique is
introduced in which 10x10 stars is the best technique to
increase the network lifetime is 77% compare with
homogeneous density distribution.
Key Words: Wireless sensor network, Electromagnetic
pollution, Cluster head, Active node, Monitoring
1. INTRODUCTION
Wireless devices generate the pollution in environment
which is required to monitor using wireless sensor network.
Pollution generates in hidden form is called as
electromagnetic pollution. The network is made of different
sensor node which has maximum up to 100 sensor node. All
nodes creates the group in network is called cluster and
group of cluster is called the network. Node is considered as
an active node or network master. Network master also
called cluster head (CH).
Wireless sensor network provides the point to point, star
and mesh network which is require by application. Wireless
sensor network is use for the calculate network’s lifetime.
Fig-1: Point-to-Point, Star and Mesh Network in WSN
1.1 Wireless Sensor Network
Network Master (cluster Head) node:
If the node is network master, then network master receive
the data from the active node and send to the sink node.
Active node:
If the node is active node, then monitor particular frequency
and gives the result in any violation is occur. The entire
active node gives the instructions to the network master.
Active node also called participant node
Fig-2: Network Master and Active Node in WSN
Different nodes are communicates with each other and pass
the instructions to the destination through the internet.
Particular path will be choosing with the help of routing
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 648
protocol which is LEACH and LEACH-C protocol. Some
characteristic of wireless sensor network are:
Power Consumption: Less power consumption is required
for the nodes.
Failure Node: If any nodes are failure, easy to handle.
Simple and Easy: Provides the simple and easy for the use.
Scalability: It is scalable for the large distribution.
Mobility: The entire nodes communicate with each other at
anytime and anywhere.
Limited Memory: Limited memory is required.
Fig-3: Architecture of the Wireless Sensor Network
Advantages:
 If any node is arrange in the network, then easy to place
without any disturbance.
 No need to the cables or wires.
 No require the hubs and switches.
Disadvantages:
 Wireless sensor network hasa slowspeedcomparewith
cable network.
 Wireless sensor network is not more secure because of
any user connect with the laptop any data will be access
any time.
 Network is affected by environment.
 It is very costly for the installation of the nodes.
Applications:
Military Application: Trace the enemy movement by
remotely.
Traffic Management and Monitoring Application: Place
the sensor in car to protect against the accident. Monitor the
traffic flows using remotely.
Health Application: Detect the vital signs, heart rate and
glucose in body by sensor.
Home Application: Light and temperature control in home
by sensor.
1.2 Important Factor of WSN
Wireless sensor network has a two important factors which
is used to collect the data from each other and pass the data
to the network master.
Fig-4: Two Important Factor of the Wireless Sensor
Network
1.3 Monitoring Electromagnetic Pollution Using
WSN
Four frequency polluters placed around the wireless sensor
network. Four frequency polluters likef1, f2,f3andf4.All the
frequency pollutershas a maximumpowerforviolate.At end
of the first day f1 violates up to last 6 hours , and next
second day f2 violates up to last 6 hours and so on. This
process will be occurring at every four days.
Wireless sensor network is used for the increases network’s
lifetime and also used for the monitor electromagnetic
pollution. Different ways provides to monitor the
electromagnetic pollution which is wireless sensor network,
GPS, GPS-GIS based etc.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 649
Fig-5: Placed the Frequency around the Network
2. NEW ALGORITHM FOR THE WSN
All the active nodes calculate the power of each frequency
bands in every cycle. Active nodes send the data to the
Network master if violation is occur.
2.1 NM Selection Algorithm:
LOA algorithm is used to continue monitor physical or
environment parameter.
The NM selection algorithm is produced satisfy for the
special condition according to theelectromagnetic pollution.
All the nodes act as a nm until it reach to the particular
predermined threshold, after it work as a active node. If
active node is not capable to do complete the task, then
assign the dead and entire network stop the work. Different
technique is use for the fixe and random distribution.
If sensor will be distributes random such as uniform
distribution, exponential distribution, and Gaussian
distribution are require. If sensor will be distributes fixed
such as homogenous density distribution required. NM
selection algorithm uses the different parameter.
Different parameters are use in network which is the
following.
 Size of the Network : 100x100m
 Sensor in each network :100 Sensors
 Participant node send the data packet size to the nm
(k):64 bits
 Nm send the data packet size to the sink node(K1):512
bits
 Data packet size equivalent to sensing power
levels(K2):1 bits
 Location of the sink: center
 Distribution of the network distribution of
Homogeneous Density (figure 1)
2.2 failure nodes detect by sink using watchdog
technique:
Each node is place in network. The entire active node
calculates power level of particular frequency band. In one
cluster assign the one network master at a time. Nodes send
the instruction if violation is occurs. Sometimes violation is
not occur, these time difficult to identify which node is dead
or not perform the particular task.
Watchdog technique is implement and improve the
reliability by sink to identify the failure node during
violation is not occur. Data packet sends by active node to
the network master in predefined period it is indicates that
is “alive”.
2.3 Different modes related to data packet:
Data packet sends by active node to the network master.
Network master perform any task of data packet which is
received by active node. Network master declare result
about which data packet is “alive” or which data packet is
“danger”.
Network master collects the data packet from the active
node. Perform the aggregation on the data packet, arrange
into the appropriate format and transmit the data packet to
the sink. Network master collects the data packet from the
active node, perform the aggregation on the data packet,
arranged into the appropriate format and sends the data
packet to the sink.
No Danger Mode:
Do not send any message from the active node to the
network master it is called no danger mode. During cycles
they do not send message like “I am alive” packet.
Alive node:
Sends the message from the active nodes to the network
master even violation is not occur it is called alive node.
Danger Mode:
Danger mode and alive mode both are same in related term
of packet size and energy consumption andcalculateenergy.
Difference between danger and alive mode in term of sends
the data packet from active node to network master during
the violation is occur.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 650
3. PREDETERMINED THRESHOLD OF THE NM
Any node is capable to act as the network master. Eth_nm is
predetermined threshold provides for the solvingequations
which is able to make the network master. Assign the
threshold for the differentnetwork master.Differentmethod
is use for the increase network lifetime which following are:
One of the techniques is average technique which has nm
threshold. In LOA algorithm, nm calculates the average
Econsumed and 137149 cycle increases in network.
3.1 Eth per NM Technique:
Econsumed provides by average technique. Substrate
Econsumed by 2J provides the Eth per nm technique in LOA
algorithm which is 18% increases network’s lifetime.
3.2 Eth Max technique:
Consider the maximum value of Econsumed vector and
subtract Econsumed_max into 2J.
Eth_max = 2-Econsumed_max
Eth max technique increases 12.8% network’s lifetime
compare with the Eth per nm technique.
3.3 Iterative Search Technique:
Best nm threshold is search by iterative technique which is
fixed and that will be increase the network’s lifetime.
Calculate the code in various times and increase network’s
lifetime. The maximum value is provides of the threshold
when network’s lifetime starts to decreases. When start to
decrease the network lifetime, at this time to consider the
nm threshold value.
4. PARAMETERS AND TECHNIQUES AFFECTES THE
NETWORK LIFETIME
4.1 Change Frequency of Watchdog technique
If frequency of the watchdog technique will be increases,
then result in a network’s lifetime will be decreases. If
frequency of watchdog technique will be decreases, then
result in a network’s lifetime will be increases. Frequency is
one the affected parameter in network.
4.2 Magnitude of EMP is change
Most of the technology uses the sensor which is energy
efficient and provides low value of magnitude.
4.3 Effect of change in node distribution
Different distribution technique is used in installation node
pattern. 10x10 star is best fortheincreasenetwork’s lifetime
compare with the 12x8 star and 14x7 star.
In 10x10 star distribution, iterative search technique
increases 333236 cycles in network’s lifetime. Eth_max
technique increases 329192 cycles in network’slifetimeand
Eth per nm technique increases 278908 cycles. 77.74%
increases network’s lifetime compare with the homogenous
density distribution.
TABLE – 1: Network’s Lifetime of Different Node
Distribution Technique
5. CONCLUSIONS
Wireless sensor network monitor physical parameter and
detect if any violation is occur. Wireless sensornetwork also
monitoring the electromagnetic pollution. In this paper,
start with NM selection algorithm was use for the increase
network’s lifetime. Second the best energy threshold
iterative search technique is finding to increase network’s
lifetime. Third, changes in frequency of watchdog technique
effect the network’s lifetime. If frequency of watchdog
technique will be decreases, then result in a network’s
lifetime will be increases. In conclusion, frequency of
watchdog technique is very in network’s lifetime. Last the
best distribution technique is used for the increase
network’s lifetime which is 10x10 star distributions.10x10
star distribution technique increases 77.74% network’s
lifetime compare with the homogenous densitydistribution.
Different parameter is used in network model which is used
by Nm selection algorithm.
ACKNOWLEDGEMENT
The author wishes to thanks Prof. Kapil Dev Naina for
providing useful suggestion andreferences. Wehave enjoyed
working in such a collaborative department, and we learned
a great deal from my other class members.
Different
Distribution
Iterative
Search
Technique
Eth_Max
Technique
Eth
perNMTech
nique
Homogenous 187481 182450 161749
10 X10 star 333236 329192 278908
12 X 8 star 291002 289430 265456
14 X 7 star 295643 282191 274363
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 651
REFERENCES
[1] S.Nouh, R.A.Abbas, D.Abou EL Seoud, N.A. Ali,
R.M.Daoud, H.H. Amer and H.M. EISayed, “Effect ofNode
Distributions on Lifetime of Wireless Sensor
Networks”,Proceedings of the IEEE International
Symposium on Industrial ElectronicsISIE,Bari,Italy,July
2010.
[2] Virani, F., Donelli, M., Oliveri, G., Trinchero, D. and
Massaa, A. (2011) A WSN-Based System for Real-Time
Electromagnetic Monitoring. 2011 IEEE International
Symposium on Antennas and Propagation (APSURSI),
Spokane, 3-8 July 2011, 3129-3132.
[3] Djuric, N., Prsa, M., Kasas-Lazetic, K. (2011) Serbian
Remote Monitoring System for Electromagnetic
Environmental Pollution.Acta Electrotehnica,
Proceedings of the 4th International Conference on
modern Power Systems MPS 2011,Cluj-Napoca, 17-20
May 2011,140-142.
[4] Das, H., Gogoi, K. and Chatterjee,. S.(2015) Analysis of
the Effect of Electric Field Due to high Voltage
Transmission Lines on Humans. 2015 1st conference on
Power, Dielectric and Energy Management at NERIST
(ICPDEN),Itanagar, 10-11 January 2015, 1-4.
[5] Stacenko, L. and Anna, A. (2015) Monitoring of Levels
of Electromagnetic Radiation from Base station
Antennas.2015 Internanational SiiberianConferenceon
Control and Communications (SIBCON), Omsk, 21-23
may 2015,1-3..
[6] Heinzelman, W., Chandrakasan,A.andBalakrishnan,H.
(2000) Energy-Efficient Routing Protocols for Wireless
Microsensor Networks. Proceedings of the 33rd Hawaii
International Conference on System Sciences (HICSS),
Maui, 4-7 January 2000.
[7] Heinzelman, W., Chandrakasan, A. and Balkrishnan, H.
(2002) An Application Specific Protocol Architecturefor
Wireless Micro sensor Networks. IEEE Transactions on
Wireless Communications, 1, 660-670.
[8] Botros, S., EI Sayed, H.M., Amer, H.H. and EI-Soudani,
M.s. (2009) Lifetime Optimization in Hierarchical
Wireless Sensor Networks. Proceedings of the 14th
International Conferenceon Emerging Technologiesand
Factory Automation, ETFA, Mallorca,22=-25September
2009, 1-8..
[9] Nouh, S., Abbas, R.A., Abou EI Seoud, D.,AliN.A.,Daoud,
H.M. (2010) Effect of Node Distributions on Lifetime of
Wireless Sensor Networks. Proceedings of the IEEE
International symposium on Industrial ElectronicsISIE,
July 2010.
[10] Official Site for MATLAB. http://www.mathworks.com

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Analysis of Electromagnetic Pollution Monitoring using Wireless Sensor Network

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 647 Analysis Of Electromagnetic Pollution Monitoring Using Wireless Sensor Network Gosai Krishna R1 1M.Tech, Department of Computer Engineering, School of Engineering RK University, Rajkot, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Different parameters in environment are required to monitoring using different technology. Wireless sensor network is one the technology in which different parameter such as noise, light, pressure is monitor and provides the result if any violation is occur. Wireless device is danger for the human and must be monitoring using WSN technology. Wireless sensor network monitor the efficient power level. Different method is used for the increases the network’s lifetime. Different parameters are affected the network’s lifetime. Different node distribution technique is introduced in which 10x10 stars is the best technique to increase the network lifetime is 77% compare with homogeneous density distribution. Key Words: Wireless sensor network, Electromagnetic pollution, Cluster head, Active node, Monitoring 1. INTRODUCTION Wireless devices generate the pollution in environment which is required to monitor using wireless sensor network. Pollution generates in hidden form is called as electromagnetic pollution. The network is made of different sensor node which has maximum up to 100 sensor node. All nodes creates the group in network is called cluster and group of cluster is called the network. Node is considered as an active node or network master. Network master also called cluster head (CH). Wireless sensor network provides the point to point, star and mesh network which is require by application. Wireless sensor network is use for the calculate network’s lifetime. Fig-1: Point-to-Point, Star and Mesh Network in WSN 1.1 Wireless Sensor Network Network Master (cluster Head) node: If the node is network master, then network master receive the data from the active node and send to the sink node. Active node: If the node is active node, then monitor particular frequency and gives the result in any violation is occur. The entire active node gives the instructions to the network master. Active node also called participant node Fig-2: Network Master and Active Node in WSN Different nodes are communicates with each other and pass the instructions to the destination through the internet. Particular path will be choosing with the help of routing
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 648 protocol which is LEACH and LEACH-C protocol. Some characteristic of wireless sensor network are: Power Consumption: Less power consumption is required for the nodes. Failure Node: If any nodes are failure, easy to handle. Simple and Easy: Provides the simple and easy for the use. Scalability: It is scalable for the large distribution. Mobility: The entire nodes communicate with each other at anytime and anywhere. Limited Memory: Limited memory is required. Fig-3: Architecture of the Wireless Sensor Network Advantages:  If any node is arrange in the network, then easy to place without any disturbance.  No need to the cables or wires.  No require the hubs and switches. Disadvantages:  Wireless sensor network hasa slowspeedcomparewith cable network.  Wireless sensor network is not more secure because of any user connect with the laptop any data will be access any time.  Network is affected by environment.  It is very costly for the installation of the nodes. Applications: Military Application: Trace the enemy movement by remotely. Traffic Management and Monitoring Application: Place the sensor in car to protect against the accident. Monitor the traffic flows using remotely. Health Application: Detect the vital signs, heart rate and glucose in body by sensor. Home Application: Light and temperature control in home by sensor. 1.2 Important Factor of WSN Wireless sensor network has a two important factors which is used to collect the data from each other and pass the data to the network master. Fig-4: Two Important Factor of the Wireless Sensor Network 1.3 Monitoring Electromagnetic Pollution Using WSN Four frequency polluters placed around the wireless sensor network. Four frequency polluters likef1, f2,f3andf4.All the frequency pollutershas a maximumpowerforviolate.At end of the first day f1 violates up to last 6 hours , and next second day f2 violates up to last 6 hours and so on. This process will be occurring at every four days. Wireless sensor network is used for the increases network’s lifetime and also used for the monitor electromagnetic pollution. Different ways provides to monitor the electromagnetic pollution which is wireless sensor network, GPS, GPS-GIS based etc.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 649 Fig-5: Placed the Frequency around the Network 2. NEW ALGORITHM FOR THE WSN All the active nodes calculate the power of each frequency bands in every cycle. Active nodes send the data to the Network master if violation is occur. 2.1 NM Selection Algorithm: LOA algorithm is used to continue monitor physical or environment parameter. The NM selection algorithm is produced satisfy for the special condition according to theelectromagnetic pollution. All the nodes act as a nm until it reach to the particular predermined threshold, after it work as a active node. If active node is not capable to do complete the task, then assign the dead and entire network stop the work. Different technique is use for the fixe and random distribution. If sensor will be distributes random such as uniform distribution, exponential distribution, and Gaussian distribution are require. If sensor will be distributes fixed such as homogenous density distribution required. NM selection algorithm uses the different parameter. Different parameters are use in network which is the following.  Size of the Network : 100x100m  Sensor in each network :100 Sensors  Participant node send the data packet size to the nm (k):64 bits  Nm send the data packet size to the sink node(K1):512 bits  Data packet size equivalent to sensing power levels(K2):1 bits  Location of the sink: center  Distribution of the network distribution of Homogeneous Density (figure 1) 2.2 failure nodes detect by sink using watchdog technique: Each node is place in network. The entire active node calculates power level of particular frequency band. In one cluster assign the one network master at a time. Nodes send the instruction if violation is occurs. Sometimes violation is not occur, these time difficult to identify which node is dead or not perform the particular task. Watchdog technique is implement and improve the reliability by sink to identify the failure node during violation is not occur. Data packet sends by active node to the network master in predefined period it is indicates that is “alive”. 2.3 Different modes related to data packet: Data packet sends by active node to the network master. Network master perform any task of data packet which is received by active node. Network master declare result about which data packet is “alive” or which data packet is “danger”. Network master collects the data packet from the active node. Perform the aggregation on the data packet, arrange into the appropriate format and transmit the data packet to the sink. Network master collects the data packet from the active node, perform the aggregation on the data packet, arranged into the appropriate format and sends the data packet to the sink. No Danger Mode: Do not send any message from the active node to the network master it is called no danger mode. During cycles they do not send message like “I am alive” packet. Alive node: Sends the message from the active nodes to the network master even violation is not occur it is called alive node. Danger Mode: Danger mode and alive mode both are same in related term of packet size and energy consumption andcalculateenergy. Difference between danger and alive mode in term of sends the data packet from active node to network master during the violation is occur.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 650 3. PREDETERMINED THRESHOLD OF THE NM Any node is capable to act as the network master. Eth_nm is predetermined threshold provides for the solvingequations which is able to make the network master. Assign the threshold for the differentnetwork master.Differentmethod is use for the increase network lifetime which following are: One of the techniques is average technique which has nm threshold. In LOA algorithm, nm calculates the average Econsumed and 137149 cycle increases in network. 3.1 Eth per NM Technique: Econsumed provides by average technique. Substrate Econsumed by 2J provides the Eth per nm technique in LOA algorithm which is 18% increases network’s lifetime. 3.2 Eth Max technique: Consider the maximum value of Econsumed vector and subtract Econsumed_max into 2J. Eth_max = 2-Econsumed_max Eth max technique increases 12.8% network’s lifetime compare with the Eth per nm technique. 3.3 Iterative Search Technique: Best nm threshold is search by iterative technique which is fixed and that will be increase the network’s lifetime. Calculate the code in various times and increase network’s lifetime. The maximum value is provides of the threshold when network’s lifetime starts to decreases. When start to decrease the network lifetime, at this time to consider the nm threshold value. 4. PARAMETERS AND TECHNIQUES AFFECTES THE NETWORK LIFETIME 4.1 Change Frequency of Watchdog technique If frequency of the watchdog technique will be increases, then result in a network’s lifetime will be decreases. If frequency of watchdog technique will be decreases, then result in a network’s lifetime will be increases. Frequency is one the affected parameter in network. 4.2 Magnitude of EMP is change Most of the technology uses the sensor which is energy efficient and provides low value of magnitude. 4.3 Effect of change in node distribution Different distribution technique is used in installation node pattern. 10x10 star is best fortheincreasenetwork’s lifetime compare with the 12x8 star and 14x7 star. In 10x10 star distribution, iterative search technique increases 333236 cycles in network’s lifetime. Eth_max technique increases 329192 cycles in network’slifetimeand Eth per nm technique increases 278908 cycles. 77.74% increases network’s lifetime compare with the homogenous density distribution. TABLE – 1: Network’s Lifetime of Different Node Distribution Technique 5. CONCLUSIONS Wireless sensor network monitor physical parameter and detect if any violation is occur. Wireless sensornetwork also monitoring the electromagnetic pollution. In this paper, start with NM selection algorithm was use for the increase network’s lifetime. Second the best energy threshold iterative search technique is finding to increase network’s lifetime. Third, changes in frequency of watchdog technique effect the network’s lifetime. If frequency of watchdog technique will be decreases, then result in a network’s lifetime will be increases. In conclusion, frequency of watchdog technique is very in network’s lifetime. Last the best distribution technique is used for the increase network’s lifetime which is 10x10 star distributions.10x10 star distribution technique increases 77.74% network’s lifetime compare with the homogenous densitydistribution. Different parameter is used in network model which is used by Nm selection algorithm. ACKNOWLEDGEMENT The author wishes to thanks Prof. Kapil Dev Naina for providing useful suggestion andreferences. Wehave enjoyed working in such a collaborative department, and we learned a great deal from my other class members. Different Distribution Iterative Search Technique Eth_Max Technique Eth perNMTech nique Homogenous 187481 182450 161749 10 X10 star 333236 329192 278908 12 X 8 star 291002 289430 265456 14 X 7 star 295643 282191 274363
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 651 REFERENCES [1] S.Nouh, R.A.Abbas, D.Abou EL Seoud, N.A. Ali, R.M.Daoud, H.H. Amer and H.M. EISayed, “Effect ofNode Distributions on Lifetime of Wireless Sensor Networks”,Proceedings of the IEEE International Symposium on Industrial ElectronicsISIE,Bari,Italy,July 2010. [2] Virani, F., Donelli, M., Oliveri, G., Trinchero, D. and Massaa, A. (2011) A WSN-Based System for Real-Time Electromagnetic Monitoring. 2011 IEEE International Symposium on Antennas and Propagation (APSURSI), Spokane, 3-8 July 2011, 3129-3132. [3] Djuric, N., Prsa, M., Kasas-Lazetic, K. (2011) Serbian Remote Monitoring System for Electromagnetic Environmental Pollution.Acta Electrotehnica, Proceedings of the 4th International Conference on modern Power Systems MPS 2011,Cluj-Napoca, 17-20 May 2011,140-142. [4] Das, H., Gogoi, K. and Chatterjee,. S.(2015) Analysis of the Effect of Electric Field Due to high Voltage Transmission Lines on Humans. 2015 1st conference on Power, Dielectric and Energy Management at NERIST (ICPDEN),Itanagar, 10-11 January 2015, 1-4. [5] Stacenko, L. and Anna, A. (2015) Monitoring of Levels of Electromagnetic Radiation from Base station Antennas.2015 Internanational SiiberianConferenceon Control and Communications (SIBCON), Omsk, 21-23 may 2015,1-3.. [6] Heinzelman, W., Chandrakasan,A.andBalakrishnan,H. (2000) Energy-Efficient Routing Protocols for Wireless Microsensor Networks. Proceedings of the 33rd Hawaii International Conference on System Sciences (HICSS), Maui, 4-7 January 2000. [7] Heinzelman, W., Chandrakasan, A. and Balkrishnan, H. (2002) An Application Specific Protocol Architecturefor Wireless Micro sensor Networks. IEEE Transactions on Wireless Communications, 1, 660-670. [8] Botros, S., EI Sayed, H.M., Amer, H.H. and EI-Soudani, M.s. (2009) Lifetime Optimization in Hierarchical Wireless Sensor Networks. Proceedings of the 14th International Conferenceon Emerging Technologiesand Factory Automation, ETFA, Mallorca,22=-25September 2009, 1-8.. [9] Nouh, S., Abbas, R.A., Abou EI Seoud, D.,AliN.A.,Daoud, H.M. (2010) Effect of Node Distributions on Lifetime of Wireless Sensor Networks. Proceedings of the IEEE International symposium on Industrial ElectronicsISIE, July 2010. [10] Official Site for MATLAB. http://www.mathworks.com