SlideShare a Scribd company logo
1 of 38
“COMPARISION OF PAPR
REDUCTION TECHNIQUES IN
OFDM SYSTEM
CONTENTS :
 Introduction
 OFDM Overview
 Orthogonality Principle
 OFDM Transceiver
 Introduction to PAPR
 PAPR reduction techniques
 SLM technique for PAPR reduction
 PTS technique for PAPR reduction
 Hybrid techniques for PAPR reduction
 Results and conclusion
 References
 INTRODUCTION :
 Single Carrier System
Transmitted using only one carrier at a time
o Frequency Division Multiplexing
involves assigning non – overlapping
frequency ranges or channels to different signals or to
each user of a medium.
 Multicarrier Communication
the signal is modulated separately and transmitted
Fig : Multicarrier Communication
ORTHOGONALITY PRINCIPLE
𝑎
𝑏
𝜓𝑚 𝑡 𝜓𝑚
∗ 𝑡 𝑑𝑡 = 0, 𝑤ℎ𝑒𝑟𝑒 𝑛 ≠ 𝑚
 related to dot product of signals
 Mathematically represented as
Time
T
Base frequency = 1/T , T= symbol period
OFDM Subcarrier Spectra
 Carriers allows their overlapping while disabling the occurrence
of crosstalk.
Fig. 1
Fig. 2
ORTHOGONALITY TEST
Fig.: Different Sinusoidal signals
Fig 1.5: Orthogonality test result.
Fig 1.5: Orthogonality test result.
Fig.: Orthogonality test result.
OVERVIEW ABOUT OFDM
 OFDM was invented more than 40 years ago.
 OFDM has been adopted for several technologies:
1. Asymmetric Digital Subscriber Line (ADSL)
services.
2. IEEE 802.11a/g, IEEE 802.16a.
3. Digital Audio Broadcast (DAB).
4. Digital Terrestrial Television Broadcast: DVD in
Europe, ISDB in Japan
5. 4G, IEEE 802.16, and IEEE 802.20.
 OFDM can be viewed modulation cum multiplex
technique.
 Modulation technique
Viewed by the relation between input and output
signals
 Multiplex technique
Viewed by the output signal which is the linear sum of
the modulated signals
How Signals are transmitted without interference???
a) Spectrum of normal time domain
sequence
b) Spectrum of classical frequency division
multiplexing (FDM)
c) Spectrum of OFDM
Fig :OFDM can be thought as
How OFDM signal is generated ?
Fig :- OFDM Transceiver
Mathematical Equation
 The baseband OFDM signals can be written as
 Where is the central frequency of the mth sub
channel and is the corresponding transmitted
symbol.












1
0
0
,
2
exp
)
(
N
m
m T
t
t
T
m
j
X
t
x 
T
m
fm 
m
X
 Sub – Carriers
 subcarriers are sinusoids
 the sum of the sub – carriers is then the baseband OFDM
Fig : Subcarriers
Fig:-Time domain OFDM signal
 Cyclic prefix helps in proper recovery of signal
 Disadvantage - some loss in efficiency results as cyclic
prefix has no new information
Cyclic Prefix
Fig : Cyclic Prefix
 Advantages and Drawbacks of OFDM
1. Advantages :
 OFDM converts frequency selective fading channels to non-
selective fading subchannels (flat fading).
 Bandwidth efficient
 flexible to the channel conditions.
 Robust to ISI and ICI
Ch.1
Ch.2 Ch.3 Ch.4 Ch.5 Ch.6 Ch.7 Ch.8 Ch.9 Ch.10
Saving of bandwidth
Ch.3 Ch.5 Ch.7 Ch.9
Ch.2 Ch.4 Ch.6 Ch.8 Ch.10
Ch.1
50% bandwidth saving
frequency
frequency
Fig: Bandwidth saving using OFDM
2. Drawbacks :
 sensitive to the carrier frequency offset and Doppler shift.
 more complicated than single-carrier modulation.
 High peak to average power ratio problem
Peak-to-Average ratio :
.
 PAPR causes
1.Intermodulation Distortion
2.Out-of-band radiation
𝑃𝐴𝑃𝑅 𝑋 𝑡 =
𝑃𝑃𝐸𝐴𝐾
𝑃𝐴𝑉𝐸𝑅𝐴𝐺𝐸
= 10𝑙𝑜𝑔10
𝑚𝑎𝑥 𝑋 𝑛 2
𝐸 𝑋𝑛
2
Fig :- PAPR
WHY PAPR IS LARGE?
 OFDM uses N-point IFFT.
 IFFT uses the principle of linear combination.
 The central limit theorem states that a linear combination
of a large number of independent random signals is
approximated by Gaussian.
(* N is usually large in OFDM.)
 This implies that some samples have a high probability
of high peaks.
The major disadvantages of a high PAPR are-
1. Increased complexity in the analog to digital and digital to
analog converter.
2. Reduction in efficiency of RF amplifiers.
High PAPR=16 Low PAPR=2.25
PAPR example
THE CCDF OF THE PAPR
F(z) = 1 – exp(z)
 PAPR is random Variable
 Level crossing rate theorem is used for measurement
 PAPR is calculated by using CCDF as
CCDF(PAPRo) = Pr(PAPR > PAPRo)
 Complementary Commulative Distributive Function
𝑃 𝑃𝐴𝑃𝑅 > 𝑍 = 1 − 𝑃 𝑃𝐴𝑃𝑅 ≤ 𝑍
= 1 − 𝐹(𝑍)𝑁
= 1 − (1 − exp(−𝑍))𝑁
CRITERIA FOR SELECTION OF PAPR
REDUCTION TECHNIQUE
PAPR reduction capability
Power increase in transmit signal
BER increase at the receiver
Loss in data rate
Computational complexity
Signal Scrambling Techniques
• Selected Mapping (SLM)
• Partial Transmit Sequence (PTS)
• Tone Reservation (TR)
• Tone Injection (TI)
b) Signal Distortion Techniques
• Peak Windowing
• Peak Reduction Carrier
• Clipping and Filtering
PAPR Reduction Techniques
 Simple approach requiring multiple sequential FFTs.
𝐵 𝑥 =
𝑥 𝑥 ≤ 𝐴
𝐴𝑒𝑗𝜙(𝑥)
, 𝑥 > 𝐴
 Live with in-band clipping noise and effect on
performance.
Clipping and Filtering method
Fig :-Clipping and filtering
Tone Reservation
• This method describes an additive method for reducing PAPR
• some subcarriers are reserved
• This methods may reduce the system bit rate if many tones are reserved for
PAPR reduction purposes
Drawbacks:
– Increase in the average energy per bit which might reduce the BER
performance improvement.
– Loss of spectral efficiency due to tone reservation
Selective Level Mapping (SLM)
 Basic scrambling technique.
 Symbols are divided and multiplied with phase sequences.
 It requires transmitting bits of side information per OFDM symbol
Fig :- Block diagram of SLM technique
Flowchart for Implementation of SLM/PTS
Fig : CCDF of PAPR with Different set of phase vectors( Elapsed time is 0.865826 seconds.)
Results :
Fig : CCDF of PAPR with Different set of phase vectors( Elapsed time is 0.576960 seconds.)
Fig : CCDF of PAPR with Different set of phase vectors( Elapsed time is 1.268421 seconds.)
Fig:- CCDF of PAPR of SLM technique using QAM modulation
 Input OFDM signal is divided into sub-blocks.
 Phase optimization method is used.
6) Partial Transmit Sequence (PTS)
Fig:- PTS block diagram
Fig :- CCDF of PAPR for PTS technique
 Conclusions :
 By using SLM Method PAPR is reduced but
computational complexity and side information is
increased.
 PTS method gives better performance as compared
to SLM, but has more computational complexity.
REFERENCES
 [1] R. van Nee and R. Prasad, OFDM for Wireless Multimedia Communications,
Boston: Artech House, 2000.
 [2] Hong-Jie Chou, Ping-You Lin and Jung-Shan Lin, “PAPR Reduction Techniques
with Hybrid SLM-PTS Schemes for OFDM Systems.”IEEE Transactions, 2012.
 [3] Hermann Rohling, “OFDM Concepts for Future Communication Systems”.
Springer,ISSN: 1860-4862, ISBN: 978-3-642-17495-7, e-ISBN: 978-3-642-17496-4,
DOI: 10.1007/978-3-642-17496-4
 [4] John G. Proakis, “Digital Communications”, 4th edition. McGraw Hill.
 [5] E. Alsusa and L. Yang, “A Low-Complexity Time-Domain Linear Symbol
Combining Technique for PAPR Reduction in OFDM Systems,” IEEE Transactions
on Signal Processing, Vol. 56, No. 10, Oct. 2008.
REFERENCES
 [6] S. H. M¨uller and J. B. Huber, “A Novel Peak Power Reduction Scheme for OFDM,”
Proceedings of International Symposium on Personal, Indoor and Mobile Radio
Communications (PIMRC’97), Vol. 3, Helsinki, Finland, pp. 1090-1094, Sep. 1997.
 [7] S. H. M¨uller and J. B. Huber, “OFDM with Reduced Peak-to-Average Power Ratio
by Optimum Combination of Partial Transmit Sequences,” IEE Electronics Letters, Vol.
33, No. 5, pp. 368-369, Feb. 1997.
 [8] P. A. Pushkarev, K.-W. Ryu, K.-Y. Yoo and Y.-W. Park, “A Stud yon the PAR
Reduction by Hybrid Algorithm Based on the PTS and SLM Techniques,” Proceedings
of the 57th IEEE Vehicular Technology Conference, Vol. 2, pp. 1263-1267, 2003.
 [9] R. B¨auml, R. F. H. Fischer and J. B. Huber, “Reducing the Peak-to-Average Power
Ratio of Multicarrier Modulation by Selected Mapping,”IEE Electronics Letters, Vol. 32,
No. 22, pp. 2056-2057, Oct. 1996.
 [10] Zakee Ahmed, Shete A.K,”A Comparative Study of PAPR Reduction Techniques
in OFDM”, International Journal of Engineering and Innovative Technology (IJEIT)
Volume 2, Issue 1, July 2012
ANY QUESTION??
THANK YOU

More Related Content

What's hot

Signal propagation. path loss models
Signal propagation. path loss modelsSignal propagation. path loss models
Signal propagation. path loss modelsNguyen Minh Thu
 
Introduction To Wireless Fading Channels
Introduction To Wireless Fading ChannelsIntroduction To Wireless Fading Channels
Introduction To Wireless Fading ChannelsNitin Jain
 
Wireless Sensor Networks UNIT-3
Wireless Sensor Networks UNIT-3Wireless Sensor Networks UNIT-3
Wireless Sensor Networks UNIT-3Easy n Inspire L
 
Diversity techniques presentation material
Diversity techniques presentation materialDiversity techniques presentation material
Diversity techniques presentation materialNini Lashari
 
Rayleigh Fading Channel In Mobile Digital Communication System
Rayleigh Fading Channel In Mobile Digital Communication SystemRayleigh Fading Channel In Mobile Digital Communication System
Rayleigh Fading Channel In Mobile Digital Communication SystemOUM SAOKOSAL
 
2.5 capacity calculations of fdma, tdma and cdma
2.5   capacity calculations of fdma, tdma and cdma2.5   capacity calculations of fdma, tdma and cdma
2.5 capacity calculations of fdma, tdma and cdmaJAIGANESH SEKAR
 
Linear Predictive Coding
Linear Predictive CodingLinear Predictive Coding
Linear Predictive CodingSrishti Kakade
 
Dsss final
Dsss finalDsss final
Dsss finalAJAL A J
 
Introduction to spred spectrum and CDMA
Introduction to spred spectrum and CDMAIntroduction to spred spectrum and CDMA
Introduction to spred spectrum and CDMABidhan Ghimire
 
Space Division Multiplexing
Space Division MultiplexingSpace Division Multiplexing
Space Division MultiplexingMahmudul Soukhin
 
Small scale fading
Small scale fadingSmall scale fading
Small scale fadingAJAL A J
 
2.3 time division multiple access
2.3   time division multiple access2.3   time division multiple access
2.3 time division multiple accessJAIGANESH SEKAR
 

What's hot (20)

Signal propagation. path loss models
Signal propagation. path loss modelsSignal propagation. path loss models
Signal propagation. path loss models
 
Wsn 08
Wsn 08Wsn 08
Wsn 08
 
Introduction To Wireless Fading Channels
Introduction To Wireless Fading ChannelsIntroduction To Wireless Fading Channels
Introduction To Wireless Fading Channels
 
fading channels
 fading channels fading channels
fading channels
 
Wireless Sensor Networks UNIT-3
Wireless Sensor Networks UNIT-3Wireless Sensor Networks UNIT-3
Wireless Sensor Networks UNIT-3
 
Path loss models
Path loss modelsPath loss models
Path loss models
 
Diversity techniques presentation material
Diversity techniques presentation materialDiversity techniques presentation material
Diversity techniques presentation material
 
Rayleigh Fading Channel In Mobile Digital Communication System
Rayleigh Fading Channel In Mobile Digital Communication SystemRayleigh Fading Channel In Mobile Digital Communication System
Rayleigh Fading Channel In Mobile Digital Communication System
 
Mm wave
Mm waveMm wave
Mm wave
 
Multiple access techniques for wireless communications
Multiple access techniques for wireless communicationsMultiple access techniques for wireless communications
Multiple access techniques for wireless communications
 
TDMA
TDMATDMA
TDMA
 
PAPR Reduction
PAPR ReductionPAPR Reduction
PAPR Reduction
 
2.5 capacity calculations of fdma, tdma and cdma
2.5   capacity calculations of fdma, tdma and cdma2.5   capacity calculations of fdma, tdma and cdma
2.5 capacity calculations of fdma, tdma and cdma
 
OFDM
OFDMOFDM
OFDM
 
Linear Predictive Coding
Linear Predictive CodingLinear Predictive Coding
Linear Predictive Coding
 
Dsss final
Dsss finalDsss final
Dsss final
 
Introduction to spred spectrum and CDMA
Introduction to spred spectrum and CDMAIntroduction to spred spectrum and CDMA
Introduction to spred spectrum and CDMA
 
Space Division Multiplexing
Space Division MultiplexingSpace Division Multiplexing
Space Division Multiplexing
 
Small scale fading
Small scale fadingSmall scale fading
Small scale fading
 
2.3 time division multiple access
2.3   time division multiple access2.3   time division multiple access
2.3 time division multiple access
 

Similar to PAPR reduction techniques in OFDM.pptx

Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...IJCNCJournal
 
A Hybrid PAPR Reduction Scheme for OFDM System
A Hybrid PAPR Reduction Scheme for OFDM  System A Hybrid PAPR Reduction Scheme for OFDM  System
A Hybrid PAPR Reduction Scheme for OFDM System ijmnct
 
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALSAN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALSijmnct
 
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM SystemsA Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM SystemsIRJET Journal
 
Analysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm System
Analysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm SystemAnalysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm System
Analysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm SystemIOSR Journals
 
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...theijes
 
Ijsrdv1 i7021
Ijsrdv1 i7021Ijsrdv1 i7021
Ijsrdv1 i7021ijsrd.com
 
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM SystemImpact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM Systemijsrd.com
 
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...IJCNCJournal
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...IJSRD
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...IJSRD
 
Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...ijmnct
 
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...Rupesh Sharma
 
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...ijcisjournal
 
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...ijwmn
 
A low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme forA low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme foreSAT Publishing House
 
Sc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction inSc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction ineSAT Publishing House
 

Similar to PAPR reduction techniques in OFDM.pptx (20)

Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...
 
A Hybrid PAPR Reduction Scheme for OFDM System
A Hybrid PAPR Reduction Scheme for OFDM  System A Hybrid PAPR Reduction Scheme for OFDM  System
A Hybrid PAPR Reduction Scheme for OFDM System
 
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALSAN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
 
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM SystemsA Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
 
Analysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm System
Analysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm SystemAnalysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm System
Analysis of Peak to Average Power Ratio Reduction Techniques in Sfbc Ofdm System
 
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
 
Ay4101287291
Ay4101287291Ay4101287291
Ay4101287291
 
Ijsrdv1 i7021
Ijsrdv1 i7021Ijsrdv1 i7021
Ijsrdv1 i7021
 
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM SystemImpact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
 
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
 
Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...
 
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
 
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
 
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
 
A low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme forA low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme for
 
40120140505007 2-3
40120140505007 2-340120140505007 2-3
40120140505007 2-3
 
40120140505007 2-3-4
40120140505007 2-3-440120140505007 2-3-4
40120140505007 2-3-4
 
Sc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction inSc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction in
 

More from ssuserca5764

5G-6G_Faculty Developmentand Training-2024.pdf
5G-6G_Faculty Developmentand Training-2024.pdf5G-6G_Faculty Developmentand Training-2024.pdf
5G-6G_Faculty Developmentand Training-2024.pdfssuserca5764
 
RENEWABLE SOLAR ENERGY solarenergypartII.ppt
RENEWABLE SOLAR ENERGY solarenergypartII.pptRENEWABLE SOLAR ENERGY solarenergypartII.ppt
RENEWABLE SOLAR ENERGY solarenergypartII.pptssuserca5764
 
Introduction to bioenery and biomass.ppt
Introduction to bioenery and biomass.pptIntroduction to bioenery and biomass.ppt
Introduction to bioenery and biomass.pptssuserca5764
 
Renewableandnon renewable energysources.pdf
Renewableandnon renewable energysources.pdfRenewableandnon renewable energysources.pdf
Renewableandnon renewable energysources.pdfssuserca5764
 
Deadlock in Real Time operating Systempptx
Deadlock in Real Time operating SystempptxDeadlock in Real Time operating Systempptx
Deadlock in Real Time operating Systempptxssuserca5764
 
Principles of Energy conservation and audit
Principles of Energy conservation and auditPrinciples of Energy conservation and audit
Principles of Energy conservation and auditssuserca5764
 
Non conventional Energy Sources introduction
Non conventional Energy Sources introductionNon conventional Energy Sources introduction
Non conventional Energy Sources introductionssuserca5764
 
Digital Communication fundamentals .pdf
Digital Communication  fundamentals .pdfDigital Communication  fundamentals .pdf
Digital Communication fundamentals .pdfssuserca5764
 
Combinational logic circuits design and implementation
Combinational logic circuits design and implementationCombinational logic circuits design and implementation
Combinational logic circuits design and implementationssuserca5764
 
Climate Change and Ozone Depletion.ppt
Climate Change and Ozone Depletion.pptClimate Change and Ozone Depletion.ppt
Climate Change and Ozone Depletion.pptssuserca5764
 
Current collction system.pptx
Current collction system.pptxCurrent collction system.pptx
Current collction system.pptxssuserca5764
 
Energy conservation Act 2001.pptx
Energy conservation Act 2001.pptxEnergy conservation Act 2001.pptx
Energy conservation Act 2001.pptxssuserca5764
 

More from ssuserca5764 (12)

5G-6G_Faculty Developmentand Training-2024.pdf
5G-6G_Faculty Developmentand Training-2024.pdf5G-6G_Faculty Developmentand Training-2024.pdf
5G-6G_Faculty Developmentand Training-2024.pdf
 
RENEWABLE SOLAR ENERGY solarenergypartII.ppt
RENEWABLE SOLAR ENERGY solarenergypartII.pptRENEWABLE SOLAR ENERGY solarenergypartII.ppt
RENEWABLE SOLAR ENERGY solarenergypartII.ppt
 
Introduction to bioenery and biomass.ppt
Introduction to bioenery and biomass.pptIntroduction to bioenery and biomass.ppt
Introduction to bioenery and biomass.ppt
 
Renewableandnon renewable energysources.pdf
Renewableandnon renewable energysources.pdfRenewableandnon renewable energysources.pdf
Renewableandnon renewable energysources.pdf
 
Deadlock in Real Time operating Systempptx
Deadlock in Real Time operating SystempptxDeadlock in Real Time operating Systempptx
Deadlock in Real Time operating Systempptx
 
Principles of Energy conservation and audit
Principles of Energy conservation and auditPrinciples of Energy conservation and audit
Principles of Energy conservation and audit
 
Non conventional Energy Sources introduction
Non conventional Energy Sources introductionNon conventional Energy Sources introduction
Non conventional Energy Sources introduction
 
Digital Communication fundamentals .pdf
Digital Communication  fundamentals .pdfDigital Communication  fundamentals .pdf
Digital Communication fundamentals .pdf
 
Combinational logic circuits design and implementation
Combinational logic circuits design and implementationCombinational logic circuits design and implementation
Combinational logic circuits design and implementation
 
Climate Change and Ozone Depletion.ppt
Climate Change and Ozone Depletion.pptClimate Change and Ozone Depletion.ppt
Climate Change and Ozone Depletion.ppt
 
Current collction system.pptx
Current collction system.pptxCurrent collction system.pptx
Current collction system.pptx
 
Energy conservation Act 2001.pptx
Energy conservation Act 2001.pptxEnergy conservation Act 2001.pptx
Energy conservation Act 2001.pptx
 

Recently uploaded

Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxIntroduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxvipinkmenon1
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfme23b1001
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfAsst.prof M.Gokilavani
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerAnamika Sarkar
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
Current Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLCurrent Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLDeelipZope
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...srsj9000
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AIabhishek36461
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...asadnawaz62
 
Application of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptxApplication of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptx959SahilShah
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .Satyam Kumar
 
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile serviceCall Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile servicerehmti665
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024Mark Billinghurst
 

Recently uploaded (20)

Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxIntroduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdf
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Current Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLCurrent Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCL
 
young call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Serviceyoung call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Service
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AI
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
 
Application of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptxApplication of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptx
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
POWER SYSTEMS-1 Complete notes examples
POWER SYSTEMS-1 Complete notes  examplesPOWER SYSTEMS-1 Complete notes  examples
POWER SYSTEMS-1 Complete notes examples
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .
 
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile serviceCall Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
 

PAPR reduction techniques in OFDM.pptx

  • 1. “COMPARISION OF PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
  • 2. CONTENTS :  Introduction  OFDM Overview  Orthogonality Principle  OFDM Transceiver  Introduction to PAPR  PAPR reduction techniques  SLM technique for PAPR reduction  PTS technique for PAPR reduction  Hybrid techniques for PAPR reduction  Results and conclusion  References
  • 3.  INTRODUCTION :  Single Carrier System Transmitted using only one carrier at a time o Frequency Division Multiplexing involves assigning non – overlapping frequency ranges or channels to different signals or to each user of a medium.
  • 4.  Multicarrier Communication the signal is modulated separately and transmitted Fig : Multicarrier Communication
  • 5. ORTHOGONALITY PRINCIPLE 𝑎 𝑏 𝜓𝑚 𝑡 𝜓𝑚 ∗ 𝑡 𝑑𝑡 = 0, 𝑤ℎ𝑒𝑟𝑒 𝑛 ≠ 𝑚  related to dot product of signals  Mathematically represented as Time T Base frequency = 1/T , T= symbol period
  • 6. OFDM Subcarrier Spectra  Carriers allows their overlapping while disabling the occurrence of crosstalk. Fig. 1 Fig. 2
  • 7. ORTHOGONALITY TEST Fig.: Different Sinusoidal signals Fig 1.5: Orthogonality test result. Fig 1.5: Orthogonality test result. Fig.: Orthogonality test result.
  • 8. OVERVIEW ABOUT OFDM  OFDM was invented more than 40 years ago.  OFDM has been adopted for several technologies: 1. Asymmetric Digital Subscriber Line (ADSL) services. 2. IEEE 802.11a/g, IEEE 802.16a. 3. Digital Audio Broadcast (DAB). 4. Digital Terrestrial Television Broadcast: DVD in Europe, ISDB in Japan 5. 4G, IEEE 802.16, and IEEE 802.20.
  • 9.  OFDM can be viewed modulation cum multiplex technique.  Modulation technique Viewed by the relation between input and output signals  Multiplex technique Viewed by the output signal which is the linear sum of the modulated signals How Signals are transmitted without interference???
  • 10. a) Spectrum of normal time domain sequence b) Spectrum of classical frequency division multiplexing (FDM) c) Spectrum of OFDM Fig :OFDM can be thought as
  • 11. How OFDM signal is generated ? Fig :- OFDM Transceiver
  • 12. Mathematical Equation  The baseband OFDM signals can be written as  Where is the central frequency of the mth sub channel and is the corresponding transmitted symbol.             1 0 0 , 2 exp ) ( N m m T t t T m j X t x  T m fm  m X
  • 13.  Sub – Carriers  subcarriers are sinusoids  the sum of the sub – carriers is then the baseband OFDM Fig : Subcarriers
  • 15.  Cyclic prefix helps in proper recovery of signal  Disadvantage - some loss in efficiency results as cyclic prefix has no new information Cyclic Prefix Fig : Cyclic Prefix
  • 16.  Advantages and Drawbacks of OFDM 1. Advantages :  OFDM converts frequency selective fading channels to non- selective fading subchannels (flat fading).  Bandwidth efficient  flexible to the channel conditions.  Robust to ISI and ICI
  • 17. Ch.1 Ch.2 Ch.3 Ch.4 Ch.5 Ch.6 Ch.7 Ch.8 Ch.9 Ch.10 Saving of bandwidth Ch.3 Ch.5 Ch.7 Ch.9 Ch.2 Ch.4 Ch.6 Ch.8 Ch.10 Ch.1 50% bandwidth saving frequency frequency Fig: Bandwidth saving using OFDM
  • 18. 2. Drawbacks :  sensitive to the carrier frequency offset and Doppler shift.  more complicated than single-carrier modulation.  High peak to average power ratio problem
  • 19. Peak-to-Average ratio : .  PAPR causes 1.Intermodulation Distortion 2.Out-of-band radiation 𝑃𝐴𝑃𝑅 𝑋 𝑡 = 𝑃𝑃𝐸𝐴𝐾 𝑃𝐴𝑉𝐸𝑅𝐴𝐺𝐸 = 10𝑙𝑜𝑔10 𝑚𝑎𝑥 𝑋 𝑛 2 𝐸 𝑋𝑛 2 Fig :- PAPR
  • 20. WHY PAPR IS LARGE?  OFDM uses N-point IFFT.  IFFT uses the principle of linear combination.  The central limit theorem states that a linear combination of a large number of independent random signals is approximated by Gaussian. (* N is usually large in OFDM.)  This implies that some samples have a high probability of high peaks.
  • 21. The major disadvantages of a high PAPR are- 1. Increased complexity in the analog to digital and digital to analog converter. 2. Reduction in efficiency of RF amplifiers. High PAPR=16 Low PAPR=2.25 PAPR example
  • 22. THE CCDF OF THE PAPR F(z) = 1 – exp(z)  PAPR is random Variable  Level crossing rate theorem is used for measurement  PAPR is calculated by using CCDF as CCDF(PAPRo) = Pr(PAPR > PAPRo)  Complementary Commulative Distributive Function 𝑃 𝑃𝐴𝑃𝑅 > 𝑍 = 1 − 𝑃 𝑃𝐴𝑃𝑅 ≤ 𝑍 = 1 − 𝐹(𝑍)𝑁 = 1 − (1 − exp(−𝑍))𝑁
  • 23. CRITERIA FOR SELECTION OF PAPR REDUCTION TECHNIQUE PAPR reduction capability Power increase in transmit signal BER increase at the receiver Loss in data rate Computational complexity
  • 24. Signal Scrambling Techniques • Selected Mapping (SLM) • Partial Transmit Sequence (PTS) • Tone Reservation (TR) • Tone Injection (TI) b) Signal Distortion Techniques • Peak Windowing • Peak Reduction Carrier • Clipping and Filtering PAPR Reduction Techniques
  • 25.  Simple approach requiring multiple sequential FFTs. 𝐵 𝑥 = 𝑥 𝑥 ≤ 𝐴 𝐴𝑒𝑗𝜙(𝑥) , 𝑥 > 𝐴  Live with in-band clipping noise and effect on performance. Clipping and Filtering method Fig :-Clipping and filtering
  • 26. Tone Reservation • This method describes an additive method for reducing PAPR • some subcarriers are reserved • This methods may reduce the system bit rate if many tones are reserved for PAPR reduction purposes Drawbacks: – Increase in the average energy per bit which might reduce the BER performance improvement. – Loss of spectral efficiency due to tone reservation
  • 27. Selective Level Mapping (SLM)  Basic scrambling technique.  Symbols are divided and multiplied with phase sequences.  It requires transmitting bits of side information per OFDM symbol Fig :- Block diagram of SLM technique
  • 29. Fig : CCDF of PAPR with Different set of phase vectors( Elapsed time is 0.865826 seconds.) Results :
  • 30. Fig : CCDF of PAPR with Different set of phase vectors( Elapsed time is 0.576960 seconds.) Fig : CCDF of PAPR with Different set of phase vectors( Elapsed time is 1.268421 seconds.)
  • 31. Fig:- CCDF of PAPR of SLM technique using QAM modulation
  • 32.  Input OFDM signal is divided into sub-blocks.  Phase optimization method is used. 6) Partial Transmit Sequence (PTS) Fig:- PTS block diagram
  • 33. Fig :- CCDF of PAPR for PTS technique
  • 34.  Conclusions :  By using SLM Method PAPR is reduced but computational complexity and side information is increased.  PTS method gives better performance as compared to SLM, but has more computational complexity.
  • 35. REFERENCES  [1] R. van Nee and R. Prasad, OFDM for Wireless Multimedia Communications, Boston: Artech House, 2000.  [2] Hong-Jie Chou, Ping-You Lin and Jung-Shan Lin, “PAPR Reduction Techniques with Hybrid SLM-PTS Schemes for OFDM Systems.”IEEE Transactions, 2012.  [3] Hermann Rohling, “OFDM Concepts for Future Communication Systems”. Springer,ISSN: 1860-4862, ISBN: 978-3-642-17495-7, e-ISBN: 978-3-642-17496-4, DOI: 10.1007/978-3-642-17496-4  [4] John G. Proakis, “Digital Communications”, 4th edition. McGraw Hill.  [5] E. Alsusa and L. Yang, “A Low-Complexity Time-Domain Linear Symbol Combining Technique for PAPR Reduction in OFDM Systems,” IEEE Transactions on Signal Processing, Vol. 56, No. 10, Oct. 2008.
  • 36. REFERENCES  [6] S. H. M¨uller and J. B. Huber, “A Novel Peak Power Reduction Scheme for OFDM,” Proceedings of International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC’97), Vol. 3, Helsinki, Finland, pp. 1090-1094, Sep. 1997.  [7] S. H. M¨uller and J. B. Huber, “OFDM with Reduced Peak-to-Average Power Ratio by Optimum Combination of Partial Transmit Sequences,” IEE Electronics Letters, Vol. 33, No. 5, pp. 368-369, Feb. 1997.  [8] P. A. Pushkarev, K.-W. Ryu, K.-Y. Yoo and Y.-W. Park, “A Stud yon the PAR Reduction by Hybrid Algorithm Based on the PTS and SLM Techniques,” Proceedings of the 57th IEEE Vehicular Technology Conference, Vol. 2, pp. 1263-1267, 2003.  [9] R. B¨auml, R. F. H. Fischer and J. B. Huber, “Reducing the Peak-to-Average Power Ratio of Multicarrier Modulation by Selected Mapping,”IEE Electronics Letters, Vol. 32, No. 22, pp. 2056-2057, Oct. 1996.  [10] Zakee Ahmed, Shete A.K,”A Comparative Study of PAPR Reduction Techniques in OFDM”, International Journal of Engineering and Innovative Technology (IJEIT) Volume 2, Issue 1, July 2012

Editor's Notes

  1. A