SlideShare une entreprise Scribd logo
1  sur  3
Télécharger pour lire hors ligne
International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 4 Issue 3, April 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD30338 | Volume – 4 | Issue – 3 | March-April 2020 Page 187
Performance Analysis of Fading Channels on Cooperative
Mode Spectrum Sensing Technique for Cognitive Radio
Sangram Singh, Rashmi Raj
Department of Electronics and Communication Engineering,
Universal Institute of Engineering & Technology, Mohali, Punjab, India
ABSTRACT
Spectrum sensing is the main feature of cognitive radio technology. Spectrum
sensing gives an idea of detecting the presence of the primary users in a
licensed spectrum. The sensing of radio spectrum is an essential problem in
cognitive radio (CR) networks,wheresecondaryusers(SUs)needtodetectthe
presence of primary users (PUs) before they use the spectrum allocated to
PUs. The detection of primary user status and the spectrum sensing are the
major issues in cognitive radio systems. We employ one of the simplest and
most efficient Spectrum Sensing technique, the cooperative spectrumsensing
with three different digital modulation techniques BPSK, QPSK, 16-QAM. In
this paper, we analyze the performance of the cooperative spectrum sensing
technique with BPSK, QPSK, 16-QAM modulation techniques over Rayleigh
fading Channel. Further, we analyze the performanceand BER (BitErrorRate)
of cooperative spectrum sensing under Rayleigh fading and AWGN channels.
The investigation and analysis on cooperative spectrum sensing with above
digital modulation techniques can be utilized for future referenceofspectrum
sensing in the CR networks over AWGN and Rayleigh fading channels.
KEYWORDS: Cognitive Radio, SpectrumSensing, AWGN, RayleighFadingChannel
How to cite this paper: Sangram Singh |
Rashmi Raj "Performance Analysis of
Fading Channels on Cooperative Mode
SpectrumSensingTechnique forCognitive
Radio" Published in
International Journal
of Trend in Scientific
Research and
Development
(ijtsrd), ISSN: 2456-
6470, Volume-4 |
Issue-3, April 2020,
pp.187-189, URL:
www.ijtsrd.com/papers/ijtsrd30338.pdf
Copyright © 2020 by author(s) and
International Journal ofTrendinScientific
Research and Development Journal. This
is an Open Access article distributed
under the terms of
the Creative
CommonsAttribution
License (CC BY 4.0)
(http://creativecommons.org/licenses/by
/4.0)
INTRODUCTION
The radio spectrum is turning out to be scarcer with the
growing number of spectrum-hungry applications, then
again, the report from the Federal Communications
Commission uncovered that mostofthelicensedspectrumis
severely underutilized [1]. Cognitive radio (CR) [2], [3] is
therefore proposed, to manage the difficulty between
spectrum scarcityandspectrumunderutilization.CR permits
unlicensed users or secondary users (SUs)toaccesslicensed
spectrum to such an extent that the induced interference to
the licensed users or primary users (PUs) is within the
acceptable level.
In CR, an Unlicensed User or Secondary User senses for idle
licensed user’s bands, and if located, SU can exploit these
bands for its own data transmissions. The SU however,
performs spectrum sensing (SS) while transmitting its own
to check the return of PU, and if PU hasreappeared,SUneeds
to empty the band right away to maintain a strategic
distance from harmful interferences. Among the current
spectrum sensing methods, energy detection has been
utilized comprehensively as it does not depend on licensed
user signal characteristics and it is also the simplest to
implement when compared to other techniques [3]. In
Energy Detection, the detected signal energy is compared
with a predetermined value of threshold (cooperative
spectrum sensing) to detect the presence of a primary user
signal. The performance of cooperative spectrum sensing
worsens in a fading environment.
The authors in [4] have analyzed cooperative spectrum
sensing performance under Nakagami fading channel, and
Rayleigh-fading-channel. The authors in [5] researched the
cooperative spectrum sensing performance under various
channel conditions. The authors have demonstratedthatthe
fading and shadowing parameters have directly affected the
detection probability. S. Jindal et al. in [9] have studied
detector based on wavelets with respect to channel fading.
The authors in [7] have examined the cooperative spectrum
sensing performance under various noise uncertainties and
its consequences on cooperative spectrum sensing. B. Zhao
et al. [10] have proposed an cooperative spectrum sensing
based spectrum sensing scheme. The authors in [6] have
studied Spectrum sensing using different methods with
known and unknown noise levels. Three distinct types of
signals are considered in our work are BPSK, QPSK, and 16-
QAM. This paper evaluates the performance of energy
detector in Rayleigh fading channel with signals from three
different modulation schemes discussedabove.Accordingly,
we analyze and measure the enhancement in the capability
of detection of cooperative spectrum sensing under various
signal provisions in which the various parameters like the
signal to noise ratio (SNR), detection threshold, Number of
samples(N) can be optimized.
Although distinctive research has been conducted on the
Performance of cooperative spectrum sensing using a
specific signal in different channel conditions, very fewhave
IJTSRD30338
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD30338 | Volume – 4 | Issue – 3 | March-April 2020 Page 188
studied to analyze different signal provisions in single
platform. The study conducted in this paper was to
investigate three distinct signal provisions concurrently
under Rayleigh fading and to measure signal tonoiseratio, N
and Pf.
System Model and Basic Spectrum Sensing:
Cooperative spectrum sensing istheconventional methodto
perform the spectrum sensing with least sensing time and
least computational complexity. The cooperative spectrum
sensing detects the presence of the Primary User by
estimating the energy of the detected signal. It contains four
major functional blocks. They are the Filter, Squarer,
Integrator and decision device. The energy of the detected
signal acquired from filtered squared and integrated output
is quantified as the test statistics. The energy of all these
filtered received signals is compared with a known
threshold. Then afterward numerous probabilities like
missed detection, false alarm and detection probabilitiesare
evaluated.
H0: y (n) = w (n) Primary User absent
H1: y (n) = s (n) + w (n) Primary User Present
Where w (n) is Additive White Gaussian noise (AWGN), is
the signal transmitted by primary user y(n),isthesignal that
has been captured by the Cognitive radio. The matrix is
evaluated from the energy of all filteredreceivedsignals.The
energy of all these filtered received signals iscomparedwith
a known threshold. Then afterward numerous probabilities
like missed detection, false alarmanddetectionprobabilities
are evaluated.
Fig.1.1. Implementation of Energy detector with
square law device
Fig.1.2. Implementation of Energy detector using FFT
In the cooperative mode, selection combining has beenused
and total error rate has been established in terms of false
and missed detection over binary symmetrical channel.
Curves has been plotted in terms of total error rate in the
cooperative mode with respect to amplitude's power (p) of
samples of primary users and with respect to SNR. In the
end, performance has been analyzed in terms of error
detection probability over Hyper-Rayleigh fading with
respect to SNR and is compared with thresholdoptimization
and CFAR method in which energy detector is used using
MATLAB.
Result & Analysis:
In this paper, performance analysis of spectrum sensing
employing improved energy detector over TWDP channel
has been analyzed & evaluatedandcomparedwiththreshold
optimization and CFAR methods.
Fig.1.3 AWGN Fading Channel
Fig.1.4 Detection Error Prob. of Diff. Fading Channels
Fig.1.5. Total Error Rate Vs p Plot
Fig.1.6. Total error rate Vs SNR Plot
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD30338 | Volume – 4 | Issue – 3 | March-April 2020 Page 189
Fig.1.7. Detection Error Probability Vs SNR Plot over
TWDP
TABLE1.1. Comparison Pe of Vs SNR
SNR in
dB
Value of
in CSS
Value of
in OTM
Value of
in CFAR
0 0.5 0.5 0.5
5 0.37 0.39 0.45
10 0.3 0.31 0.37
15 0.27 0.28 0.32
20 0.25 0.27 0.29
25 0.24 0.26 0.28
Conclusion:
In cooperative spectrum sensing, at each cognitive radio
different antennas has been used.. In CFAR, theperformance
curves are obtained. Simulation results of Complementary
Receiver Operating Curves (ROC) have been evaluated for
AWGN Channel and for Rayleigh Channel with the help of
MATLAB and following results have been concluded
False Alarm detection probability is reduced when
cooperative spectrum sensing is used in comparison to
energy detection based spectrum sensing.
SNR gain is archived in case of cooperative spectrum
sensing.
Efficiency has been enhanced of cognitiveM2Mwireless
nodes.
In cooperation mode, the number of cognitive radios
and value of p are exceptional for which minimum error
rate exhibits.
In low SNR regions, less error rate is achieved if at each
CR various antennas are used.
ACKNOWLEDGEMENT
I express my sincere gratitude to the I. K. Gujral Punjab
Technical University, Jalandharforgivingmetheopportunity
to work on the thesis during my final year of M. Tech. I owe
my sincerest gratitude towards Dr. Prabhjot Kaur, Director
Engg, Universal Institute of Engineering and Technology,
Lalru, for valuable advice and healthy criticism throughout
my thesis which helped me immensely to complete my work
successfully.
I would like to express a deep sense of gratitude and thanks
profusely to Er. Rashmi Raj Assistant Professor, Department
of Electronics & Communication Engineering,UIET,whowas
the thesis Supervisor. Without the wise counsel and able
guidance, it would have been impossible to complete the
thesis in this manner.
I would like to thank the members of the Departmental
Research Committee for their valuable suggestions and
healthy criticism during my presentation of the work. I
express gratitude to other faculty members of Electronics &
Communication Engineering Department, UIET, for their
intellectual support throughout the course of this work.
REFERENCES
[1] H. Mehta, "Recent Advances in Cognitive Radios," IEEE
Transactions on Vehicular Technology, vol.59,no.8,pp.
736-741, 2009.
[2] S. Xie, Y. Liu, Y. Zhang, R. Yu, "A Parallel Cooperative
Spectrum Sensing in Cognitive Radio Networks," IEEE
Transactions on Vehicular Technology, vol.59,no.8,pp.
4079-4092, 2010.
[3] J. Mitola, G. Q. Maguire, "Cognitive radio: making
software radios more personal," IEEE Personal
Magazine, vol. 6, no. 4, pp. 13-18, 1999.
[4] R. Zhang, T. J. Lim, Y.C. Liang, Y. Zeng, "Multi-Antenna
Based Spectrum Sensing for Cognitive Radios: A GLRT
Approach," IEEE Transactions on Communications, vol.
58, no. 1, pp. 84-88, 2010.
[5] S. Maleki, A. Pandharipande, G. Leus, "Two-Stage
Spectrum Sensing for Cognitive Radios," IEEE
International Conferenceon AcousticsSpeechandSignal
Processing (ICASSP), pp. 2946-2949, 2010.
[6] S. Atapattu, C. Tellambura, H. Jiang, "Energy Detection
Based Cooperative Spectrum Sensing in Cognitive
Radio Networks," IEEE Transactions on Wireless
Communications, vol. 10, no. 4, pp. 1232-1241, 2011.
[7] P. C. Sofotasiosl, M. K. Fikadu, K. H. Van, M. Valkama,
"Energy Detection Sensing of Unknown Signals over
Weibull Fading Channels," IEEE Transactions on
Communications(ATC),vol.59,no.2,pp.414-419,2013.
[8] H. Sun, A. Nallanathan, C. X. Wang, Y. Chen, "Wideband
Spectrum Sensing for Cognitive Radio Networks: A
Survey," IEEE Transactions on Wireless
Communications, vol. 8, no. 6, pp. 74-81, 2013.
[9] J. Unnikrishnan, V. V. Veeravalli, "Cooperative Sensing
for Primary Detection in CognitiveRadio,"IEEEJournal
of Selected Topics in Signal Processing, vol. 2, no. 1, pp.
18-27, 2008.
[10] S. H. Hwang, J. H. Baek, and O. A Dobre, "Spectrum
Sensing Using Multiple Antenna-Aided Energy
Detectors For Cognitive Radio," IEEE Transactions on
Vehicular Technology, vol. 56, no. 4, pp. 209-212, 2009.
[11] Z. Lin, X. Jiang, L. Huang, Y. Yao, "A Energy Prediction
based Spectrum Sensing Approach for Cognitive Radio
Networks," IEEE Journal on Selected Areas in
Communications, vol. 25, no. 2, pp. 1-4, 2009.

Contenu connexe

Tendances

OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...ijwmn
 
Analysis of spectrum
Analysis of spectrumAnalysis of spectrum
Analysis of spectrumcsandit
 
A comprehensive study of signal detection techniques for spectrum sensing in ...
A comprehensive study of signal detection techniques for spectrum sensing in ...A comprehensive study of signal detection techniques for spectrum sensing in ...
A comprehensive study of signal detection techniques for spectrum sensing in ...IAEME Publication
 
Comparative Study of Different Non-Cooperative Techniques in Cognitive Radio
Comparative Study of Different Non-Cooperative Techniques in Cognitive RadioComparative Study of Different Non-Cooperative Techniques in Cognitive Radio
Comparative Study of Different Non-Cooperative Techniques in Cognitive RadioRSIS International
 
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...IOSR Journals
 
An Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive Radio An Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive Radio IOSR Journals
 
Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...
Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...
Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...IJECEIAES
 
International journal of engineering issues vol 2015 - no 2 - paper7
International journal of engineering issues   vol 2015 - no 2 - paper7International journal of engineering issues   vol 2015 - no 2 - paper7
International journal of engineering issues vol 2015 - no 2 - paper7sophiabelthome
 
Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...
Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...
Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...ijtsrd
 
New Adaptive Cooperative-MIMO for LTE Technology
New Adaptive Cooperative-MIMO for LTE TechnologyNew Adaptive Cooperative-MIMO for LTE Technology
New Adaptive Cooperative-MIMO for LTE Technologyijtsrd
 
A novel scheme to improve the spectrum sensing performance
A novel scheme to improve the spectrum sensing performanceA novel scheme to improve the spectrum sensing performance
A novel scheme to improve the spectrum sensing performanceIJCNCJournal
 
A combined spectrum sensing method based DCT for cognitive radio system
A combined spectrum sensing method based DCT for cognitive radio system  A combined spectrum sensing method based DCT for cognitive radio system
A combined spectrum sensing method based DCT for cognitive radio system IJECEIAES
 

Tendances (16)

OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
 
Analysis of spectrum
Analysis of spectrumAnalysis of spectrum
Analysis of spectrum
 
A comprehensive study of signal detection techniques for spectrum sensing in ...
A comprehensive study of signal detection techniques for spectrum sensing in ...A comprehensive study of signal detection techniques for spectrum sensing in ...
A comprehensive study of signal detection techniques for spectrum sensing in ...
 
D1082731
D1082731D1082731
D1082731
 
Comparative Study of Different Non-Cooperative Techniques in Cognitive Radio
Comparative Study of Different Non-Cooperative Techniques in Cognitive RadioComparative Study of Different Non-Cooperative Techniques in Cognitive Radio
Comparative Study of Different Non-Cooperative Techniques in Cognitive Radio
 
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
 
An Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive Radio An Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive Radio
 
Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...
Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...
Performance Evaluation of Energy Detector Based Spectrum Sensing for Cognitiv...
 
International journal of engineering issues vol 2015 - no 2 - paper7
International journal of engineering issues   vol 2015 - no 2 - paper7International journal of engineering issues   vol 2015 - no 2 - paper7
International journal of engineering issues vol 2015 - no 2 - paper7
 
Ijetcas14 443
Ijetcas14 443Ijetcas14 443
Ijetcas14 443
 
Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...
Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...
Performance Analysis of Bayesian Methods to for the Spectrum Utilization in C...
 
F010342837
F010342837F010342837
F010342837
 
New Adaptive Cooperative-MIMO for LTE Technology
New Adaptive Cooperative-MIMO for LTE TechnologyNew Adaptive Cooperative-MIMO for LTE Technology
New Adaptive Cooperative-MIMO for LTE Technology
 
A novel scheme to improve the spectrum sensing performance
A novel scheme to improve the spectrum sensing performanceA novel scheme to improve the spectrum sensing performance
A novel scheme to improve the spectrum sensing performance
 
A combined spectrum sensing method based DCT for cognitive radio system
A combined spectrum sensing method based DCT for cognitive radio system  A combined spectrum sensing method based DCT for cognitive radio system
A combined spectrum sensing method based DCT for cognitive radio system
 
H010434655
H010434655H010434655
H010434655
 

Similaire à Performance Analysis of Fading Channels on Cooperative Mode Spectrum Sensing Technique for Cognitive Radio

Analysis and Comparison of Different Spectrum Sensing Technique for WLAN
Analysis and Comparison of Different Spectrum Sensing Technique for WLANAnalysis and Comparison of Different Spectrum Sensing Technique for WLAN
Analysis and Comparison of Different Spectrum Sensing Technique for WLANijtsrd
 
Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...
Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...
Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...IRJET Journal
 
Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...
Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...
Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...irjes
 
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...IOSR Journals
 
Improved performance of scs based spectrum sensing in cognitive radio using d...
Improved performance of scs based spectrum sensing in cognitive radio using d...Improved performance of scs based spectrum sensing in cognitive radio using d...
Improved performance of scs based spectrum sensing in cognitive radio using d...eSAT Journals
 
IRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage GeneratorIRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage GeneratorIRJET Journal
 
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio NetworksIRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio NetworksIRJET Journal
 
An Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive RadioAn Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive RadioIOSR Journals
 
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...ijwmn
 
Spectrum Sensing with Energy Detection in Cognitive Radio Networks
Spectrum Sensing with Energy Detection in Cognitive Radio NetworksSpectrum Sensing with Energy Detection in Cognitive Radio Networks
Spectrum Sensing with Energy Detection in Cognitive Radio NetworksIRJET Journal
 
Enhanced signal detection slgorithm using trained neural network for cognitiv...
Enhanced signal detection slgorithm using trained neural network for cognitiv...Enhanced signal detection slgorithm using trained neural network for cognitiv...
Enhanced signal detection slgorithm using trained neural network for cognitiv...IJECEIAES
 
IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...
IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...
IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...IRJET Journal
 
Sensing of Spectrum for SC-FDMA Signals in Cognitive Radio Networks
Sensing of Spectrum for SC-FDMA Signals in Cognitive Radio NetworksSensing of Spectrum for SC-FDMA Signals in Cognitive Radio Networks
Sensing of Spectrum for SC-FDMA Signals in Cognitive Radio NetworksIRJET Journal
 
IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...
IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...
IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...IRJET Journal
 
Performance evaluation of different spectrum sensing techniques for realistic...
Performance evaluation of different spectrum sensing techniques for realistic...Performance evaluation of different spectrum sensing techniques for realistic...
Performance evaluation of different spectrum sensing techniques for realistic...ijwmn
 
Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...
Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...
Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...IJMTST Journal
 
A Survey On Spectrum Sensing Techniques In Cognitive Radio
A Survey On Spectrum Sensing Techniques In Cognitive RadioA Survey On Spectrum Sensing Techniques In Cognitive Radio
A Survey On Spectrum Sensing Techniques In Cognitive RadioJennifer Roman
 
Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...
Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...
Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...Onyebuchi nosiri
 
Methods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A ReviewMethods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A ReviewIRJET Journal
 
A SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIO
A SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIOA SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIO
A SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIOijngnjournal
 

Similaire à Performance Analysis of Fading Channels on Cooperative Mode Spectrum Sensing Technique for Cognitive Radio (20)

Analysis and Comparison of Different Spectrum Sensing Technique for WLAN
Analysis and Comparison of Different Spectrum Sensing Technique for WLANAnalysis and Comparison of Different Spectrum Sensing Technique for WLAN
Analysis and Comparison of Different Spectrum Sensing Technique for WLAN
 
Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...
Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...
Transmitter Detection Methods of Spectrum Sensing For Cognitive Radio Network...
 
Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...
Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...
Performance Comparison of Energy Detection Based Spectrum Sensing for Cogniti...
 
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
Performance Analysis and Comparative Study of Cognitive Radio Spectrum Sensin...
 
Improved performance of scs based spectrum sensing in cognitive radio using d...
Improved performance of scs based spectrum sensing in cognitive radio using d...Improved performance of scs based spectrum sensing in cognitive radio using d...
Improved performance of scs based spectrum sensing in cognitive radio using d...
 
IRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage GeneratorIRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
IRJET- A Theoretical Investigation on Multistage Impulse Voltage Generator
 
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio NetworksIRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
IRJET- A Novel Technique for Spectrum Sensing in Cognitive Radio Networks
 
An Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive RadioAn Approach to Spectrum Sensing in Cognitive Radio
An Approach to Spectrum Sensing in Cognitive Radio
 
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...
 
Spectrum Sensing with Energy Detection in Cognitive Radio Networks
Spectrum Sensing with Energy Detection in Cognitive Radio NetworksSpectrum Sensing with Energy Detection in Cognitive Radio Networks
Spectrum Sensing with Energy Detection in Cognitive Radio Networks
 
Enhanced signal detection slgorithm using trained neural network for cognitiv...
Enhanced signal detection slgorithm using trained neural network for cognitiv...Enhanced signal detection slgorithm using trained neural network for cognitiv...
Enhanced signal detection slgorithm using trained neural network for cognitiv...
 
IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...
IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...
IRJET- Dynamic Spectrum Sensing using Matched Filter Method and MATLAB Simula...
 
Sensing of Spectrum for SC-FDMA Signals in Cognitive Radio Networks
Sensing of Spectrum for SC-FDMA Signals in Cognitive Radio NetworksSensing of Spectrum for SC-FDMA Signals in Cognitive Radio Networks
Sensing of Spectrum for SC-FDMA Signals in Cognitive Radio Networks
 
IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...
IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...
IRJET- Cooperative Spectrum Sensing based on Adaptive Threshold for Cognitive...
 
Performance evaluation of different spectrum sensing techniques for realistic...
Performance evaluation of different spectrum sensing techniques for realistic...Performance evaluation of different spectrum sensing techniques for realistic...
Performance evaluation of different spectrum sensing techniques for realistic...
 
Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...
Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...
Spectrum Sensing Detection with Sequential Forward Search in Comparison to Kn...
 
A Survey On Spectrum Sensing Techniques In Cognitive Radio
A Survey On Spectrum Sensing Techniques In Cognitive RadioA Survey On Spectrum Sensing Techniques In Cognitive Radio
A Survey On Spectrum Sensing Techniques In Cognitive Radio
 
Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...
Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...
Performance Analysis of Noise Uncertainty in Energy Detection Spectrum Sensin...
 
Methods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A ReviewMethods for Detecting Energy and Signals in Cognitive Radio: A Review
Methods for Detecting Energy and Signals in Cognitive Radio: A Review
 
A SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIO
A SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIOA SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIO
A SURVEY ON DYNAMIC SPECTRUM ACCESS TECHNIQUES FOR COGNITIVE RADIO
 

Plus de ijtsrd

‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementationijtsrd
 
Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...ijtsrd
 
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and ProspectsDynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and Prospectsijtsrd
 
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...ijtsrd
 
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...ijtsrd
 
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...ijtsrd
 
Problems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A StudyProblems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A Studyijtsrd
 
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...ijtsrd
 
The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...ijtsrd
 
A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...ijtsrd
 
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...ijtsrd
 
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...ijtsrd
 
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. SadikuSustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadikuijtsrd
 
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...ijtsrd
 
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...ijtsrd
 
Activating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment MapActivating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment Mapijtsrd
 
Educational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger SocietyEducational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger Societyijtsrd
 
Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...ijtsrd
 
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...ijtsrd
 
Streamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine LearningStreamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine Learningijtsrd
 

Plus de ijtsrd (20)

‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation
 
Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...
 
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and ProspectsDynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
 
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
 
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
 
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
 
Problems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A StudyProblems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A Study
 
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
 
The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...
 
A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...
 
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
 
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
 
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. SadikuSustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
 
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
 
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
 
Activating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment MapActivating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment Map
 
Educational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger SocietyEducational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger Society
 
Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...
 
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
 
Streamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine LearningStreamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine Learning
 

Dernier

Food processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture honsFood processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture honsManeerUddin
 
ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...
ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...
ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...JojoEDelaCruz
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatYousafMalik24
 
Active Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdfActive Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdfPatidar M
 
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Celine George
 
4.16.24 21st Century Movements for Black Lives.pptx
4.16.24 21st Century Movements for Black Lives.pptx4.16.24 21st Century Movements for Black Lives.pptx
4.16.24 21st Century Movements for Black Lives.pptxmary850239
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for BeginnersSabitha Banu
 
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONHumphrey A Beña
 
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTSGRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTSJoshuaGantuangco2
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptxmary850239
 
4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptxmary850239
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYKayeClaireEstoconing
 
Barangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptxBarangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptxCarlos105
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Celine George
 
Integumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptIntegumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptshraddhaparab530
 
Choosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for ParentsChoosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for Parentsnavabharathschool99
 
Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...Seán Kennedy
 
INTRODUCTION TO CATHOLIC CHRISTOLOGY.pptx
INTRODUCTION TO CATHOLIC CHRISTOLOGY.pptxINTRODUCTION TO CATHOLIC CHRISTOLOGY.pptx
INTRODUCTION TO CATHOLIC CHRISTOLOGY.pptxHumphrey A Beña
 
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfInclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfTechSoup
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...Nguyen Thanh Tu Collection
 

Dernier (20)

Food processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture honsFood processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture hons
 
ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...
ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...
ENG 5 Q4 WEEk 1 DAY 1 Restate sentences heard in one’s own words. Use appropr...
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice great
 
Active Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdfActive Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdf
 
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
 
4.16.24 21st Century Movements for Black Lives.pptx
4.16.24 21st Century Movements for Black Lives.pptx4.16.24 21st Century Movements for Black Lives.pptx
4.16.24 21st Century Movements for Black Lives.pptx
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for Beginners
 
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
 
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTSGRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx
 
4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
 
Barangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptxBarangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptx
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17
 
Integumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptIntegumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.ppt
 
Choosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for ParentsChoosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for Parents
 
Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...
 
INTRODUCTION TO CATHOLIC CHRISTOLOGY.pptx
INTRODUCTION TO CATHOLIC CHRISTOLOGY.pptxINTRODUCTION TO CATHOLIC CHRISTOLOGY.pptx
INTRODUCTION TO CATHOLIC CHRISTOLOGY.pptx
 
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfInclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
 

Performance Analysis of Fading Channels on Cooperative Mode Spectrum Sensing Technique for Cognitive Radio

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 4 Issue 3, April 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD30338 | Volume – 4 | Issue – 3 | March-April 2020 Page 187 Performance Analysis of Fading Channels on Cooperative Mode Spectrum Sensing Technique for Cognitive Radio Sangram Singh, Rashmi Raj Department of Electronics and Communication Engineering, Universal Institute of Engineering & Technology, Mohali, Punjab, India ABSTRACT Spectrum sensing is the main feature of cognitive radio technology. Spectrum sensing gives an idea of detecting the presence of the primary users in a licensed spectrum. The sensing of radio spectrum is an essential problem in cognitive radio (CR) networks,wheresecondaryusers(SUs)needtodetectthe presence of primary users (PUs) before they use the spectrum allocated to PUs. The detection of primary user status and the spectrum sensing are the major issues in cognitive radio systems. We employ one of the simplest and most efficient Spectrum Sensing technique, the cooperative spectrumsensing with three different digital modulation techniques BPSK, QPSK, 16-QAM. In this paper, we analyze the performance of the cooperative spectrum sensing technique with BPSK, QPSK, 16-QAM modulation techniques over Rayleigh fading Channel. Further, we analyze the performanceand BER (BitErrorRate) of cooperative spectrum sensing under Rayleigh fading and AWGN channels. The investigation and analysis on cooperative spectrum sensing with above digital modulation techniques can be utilized for future referenceofspectrum sensing in the CR networks over AWGN and Rayleigh fading channels. KEYWORDS: Cognitive Radio, SpectrumSensing, AWGN, RayleighFadingChannel How to cite this paper: Sangram Singh | Rashmi Raj "Performance Analysis of Fading Channels on Cooperative Mode SpectrumSensingTechnique forCognitive Radio" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456- 6470, Volume-4 | Issue-3, April 2020, pp.187-189, URL: www.ijtsrd.com/papers/ijtsrd30338.pdf Copyright © 2020 by author(s) and International Journal ofTrendinScientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative CommonsAttribution License (CC BY 4.0) (http://creativecommons.org/licenses/by /4.0) INTRODUCTION The radio spectrum is turning out to be scarcer with the growing number of spectrum-hungry applications, then again, the report from the Federal Communications Commission uncovered that mostofthelicensedspectrumis severely underutilized [1]. Cognitive radio (CR) [2], [3] is therefore proposed, to manage the difficulty between spectrum scarcityandspectrumunderutilization.CR permits unlicensed users or secondary users (SUs)toaccesslicensed spectrum to such an extent that the induced interference to the licensed users or primary users (PUs) is within the acceptable level. In CR, an Unlicensed User or Secondary User senses for idle licensed user’s bands, and if located, SU can exploit these bands for its own data transmissions. The SU however, performs spectrum sensing (SS) while transmitting its own to check the return of PU, and if PU hasreappeared,SUneeds to empty the band right away to maintain a strategic distance from harmful interferences. Among the current spectrum sensing methods, energy detection has been utilized comprehensively as it does not depend on licensed user signal characteristics and it is also the simplest to implement when compared to other techniques [3]. In Energy Detection, the detected signal energy is compared with a predetermined value of threshold (cooperative spectrum sensing) to detect the presence of a primary user signal. The performance of cooperative spectrum sensing worsens in a fading environment. The authors in [4] have analyzed cooperative spectrum sensing performance under Nakagami fading channel, and Rayleigh-fading-channel. The authors in [5] researched the cooperative spectrum sensing performance under various channel conditions. The authors have demonstratedthatthe fading and shadowing parameters have directly affected the detection probability. S. Jindal et al. in [9] have studied detector based on wavelets with respect to channel fading. The authors in [7] have examined the cooperative spectrum sensing performance under various noise uncertainties and its consequences on cooperative spectrum sensing. B. Zhao et al. [10] have proposed an cooperative spectrum sensing based spectrum sensing scheme. The authors in [6] have studied Spectrum sensing using different methods with known and unknown noise levels. Three distinct types of signals are considered in our work are BPSK, QPSK, and 16- QAM. This paper evaluates the performance of energy detector in Rayleigh fading channel with signals from three different modulation schemes discussedabove.Accordingly, we analyze and measure the enhancement in the capability of detection of cooperative spectrum sensing under various signal provisions in which the various parameters like the signal to noise ratio (SNR), detection threshold, Number of samples(N) can be optimized. Although distinctive research has been conducted on the Performance of cooperative spectrum sensing using a specific signal in different channel conditions, very fewhave IJTSRD30338
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD30338 | Volume – 4 | Issue – 3 | March-April 2020 Page 188 studied to analyze different signal provisions in single platform. The study conducted in this paper was to investigate three distinct signal provisions concurrently under Rayleigh fading and to measure signal tonoiseratio, N and Pf. System Model and Basic Spectrum Sensing: Cooperative spectrum sensing istheconventional methodto perform the spectrum sensing with least sensing time and least computational complexity. The cooperative spectrum sensing detects the presence of the Primary User by estimating the energy of the detected signal. It contains four major functional blocks. They are the Filter, Squarer, Integrator and decision device. The energy of the detected signal acquired from filtered squared and integrated output is quantified as the test statistics. The energy of all these filtered received signals is compared with a known threshold. Then afterward numerous probabilities like missed detection, false alarm and detection probabilitiesare evaluated. H0: y (n) = w (n) Primary User absent H1: y (n) = s (n) + w (n) Primary User Present Where w (n) is Additive White Gaussian noise (AWGN), is the signal transmitted by primary user y(n),isthesignal that has been captured by the Cognitive radio. The matrix is evaluated from the energy of all filteredreceivedsignals.The energy of all these filtered received signals iscomparedwith a known threshold. Then afterward numerous probabilities like missed detection, false alarmanddetectionprobabilities are evaluated. Fig.1.1. Implementation of Energy detector with square law device Fig.1.2. Implementation of Energy detector using FFT In the cooperative mode, selection combining has beenused and total error rate has been established in terms of false and missed detection over binary symmetrical channel. Curves has been plotted in terms of total error rate in the cooperative mode with respect to amplitude's power (p) of samples of primary users and with respect to SNR. In the end, performance has been analyzed in terms of error detection probability over Hyper-Rayleigh fading with respect to SNR and is compared with thresholdoptimization and CFAR method in which energy detector is used using MATLAB. Result & Analysis: In this paper, performance analysis of spectrum sensing employing improved energy detector over TWDP channel has been analyzed & evaluatedandcomparedwiththreshold optimization and CFAR methods. Fig.1.3 AWGN Fading Channel Fig.1.4 Detection Error Prob. of Diff. Fading Channels Fig.1.5. Total Error Rate Vs p Plot Fig.1.6. Total error rate Vs SNR Plot
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD30338 | Volume – 4 | Issue – 3 | March-April 2020 Page 189 Fig.1.7. Detection Error Probability Vs SNR Plot over TWDP TABLE1.1. Comparison Pe of Vs SNR SNR in dB Value of in CSS Value of in OTM Value of in CFAR 0 0.5 0.5 0.5 5 0.37 0.39 0.45 10 0.3 0.31 0.37 15 0.27 0.28 0.32 20 0.25 0.27 0.29 25 0.24 0.26 0.28 Conclusion: In cooperative spectrum sensing, at each cognitive radio different antennas has been used.. In CFAR, theperformance curves are obtained. Simulation results of Complementary Receiver Operating Curves (ROC) have been evaluated for AWGN Channel and for Rayleigh Channel with the help of MATLAB and following results have been concluded False Alarm detection probability is reduced when cooperative spectrum sensing is used in comparison to energy detection based spectrum sensing. SNR gain is archived in case of cooperative spectrum sensing. Efficiency has been enhanced of cognitiveM2Mwireless nodes. In cooperation mode, the number of cognitive radios and value of p are exceptional for which minimum error rate exhibits. In low SNR regions, less error rate is achieved if at each CR various antennas are used. ACKNOWLEDGEMENT I express my sincere gratitude to the I. K. Gujral Punjab Technical University, Jalandharforgivingmetheopportunity to work on the thesis during my final year of M. Tech. I owe my sincerest gratitude towards Dr. Prabhjot Kaur, Director Engg, Universal Institute of Engineering and Technology, Lalru, for valuable advice and healthy criticism throughout my thesis which helped me immensely to complete my work successfully. I would like to express a deep sense of gratitude and thanks profusely to Er. Rashmi Raj Assistant Professor, Department of Electronics & Communication Engineering,UIET,whowas the thesis Supervisor. Without the wise counsel and able guidance, it would have been impossible to complete the thesis in this manner. I would like to thank the members of the Departmental Research Committee for their valuable suggestions and healthy criticism during my presentation of the work. I express gratitude to other faculty members of Electronics & Communication Engineering Department, UIET, for their intellectual support throughout the course of this work. REFERENCES [1] H. Mehta, "Recent Advances in Cognitive Radios," IEEE Transactions on Vehicular Technology, vol.59,no.8,pp. 736-741, 2009. [2] S. Xie, Y. Liu, Y. Zhang, R. Yu, "A Parallel Cooperative Spectrum Sensing in Cognitive Radio Networks," IEEE Transactions on Vehicular Technology, vol.59,no.8,pp. 4079-4092, 2010. [3] J. Mitola, G. Q. Maguire, "Cognitive radio: making software radios more personal," IEEE Personal Magazine, vol. 6, no. 4, pp. 13-18, 1999. [4] R. Zhang, T. J. Lim, Y.C. Liang, Y. Zeng, "Multi-Antenna Based Spectrum Sensing for Cognitive Radios: A GLRT Approach," IEEE Transactions on Communications, vol. 58, no. 1, pp. 84-88, 2010. [5] S. Maleki, A. Pandharipande, G. Leus, "Two-Stage Spectrum Sensing for Cognitive Radios," IEEE International Conferenceon AcousticsSpeechandSignal Processing (ICASSP), pp. 2946-2949, 2010. [6] S. Atapattu, C. Tellambura, H. Jiang, "Energy Detection Based Cooperative Spectrum Sensing in Cognitive Radio Networks," IEEE Transactions on Wireless Communications, vol. 10, no. 4, pp. 1232-1241, 2011. [7] P. C. Sofotasiosl, M. K. Fikadu, K. H. Van, M. Valkama, "Energy Detection Sensing of Unknown Signals over Weibull Fading Channels," IEEE Transactions on Communications(ATC),vol.59,no.2,pp.414-419,2013. [8] H. Sun, A. Nallanathan, C. X. Wang, Y. Chen, "Wideband Spectrum Sensing for Cognitive Radio Networks: A Survey," IEEE Transactions on Wireless Communications, vol. 8, no. 6, pp. 74-81, 2013. [9] J. Unnikrishnan, V. V. Veeravalli, "Cooperative Sensing for Primary Detection in CognitiveRadio,"IEEEJournal of Selected Topics in Signal Processing, vol. 2, no. 1, pp. 18-27, 2008. [10] S. H. Hwang, J. H. Baek, and O. A Dobre, "Spectrum Sensing Using Multiple Antenna-Aided Energy Detectors For Cognitive Radio," IEEE Transactions on Vehicular Technology, vol. 56, no. 4, pp. 209-212, 2009. [11] Z. Lin, X. Jiang, L. Huang, Y. Yao, "A Energy Prediction based Spectrum Sensing Approach for Cognitive Radio Networks," IEEE Journal on Selected Areas in Communications, vol. 25, no. 2, pp. 1-4, 2009.