SlideShare una empresa de Scribd logo
1 de 5
Descargar para leer sin conexión
K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com
Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551
www.ijera.com 547 | P a g e
Peak-To-Average Power Ratio (PAPR) Reduction in Ofdm
Systems Using Dummy Signal Hybrid Slm-Pts Technique
K. Mohan Krishna*, V. Sudharani **
*(Mtech. Dsce, Sreenidhi Institute Of Science And Technology, India)
**(Assoc. Professor ECE, Sreenidhi Institute Of Science And Technology, India )
ABSTRACT
OFDM is a promising technique for the present generation communication systems where high data rate and
fading channels are of major concern. However still some challenging issues remain unresolved in the design of
OFDM systems. One of the major problem is high PAPR. The high PAPR of transmitted systems reduces the
system efficiency and hence increases the cost of Radio Frequency(RF) Power Amplifier and also degrades the
BER. In this paper, a Dummy Signal Hybrid (DH) SLM-PTS scheme is proposed to obtain the better PAPR
reduction performance with reduced computational complexity. The simulation results are examined with other
hybrid schemes and found that DH scheme provides better PAPR reduction performance compared to other
hybrid schemes but at the cost of computational speed, because each time it compares the PAPR of the signal
with threshold value and generates dummy signal accordingly with reduced PAPR.
Keywords- CCDF, OFDM, PAPR, PTS, SLM.
I. INTRODUCTION
Orthogonal Frequency Division Multiplexing
(OFDM) is a promising solution for high data rate
transmission because it has high spectral efficiency and
is robust against Frequency Selective Fading channels.
Hence is the most preferred multicarrier modulation
technique for the future generation mobile
communications systems [1]. However, some
drawbacks are still unresolved in the design of OFDM
system. A major drawback of OFDM is the high Peak-
to-Average-Power-Ratio (PAPR) of transmitted signal.
When the signals of all the sub-carriers are added
constructively, the peak power can be the number of
sub-carriers times the average power. When a high
PAPR OFDM signal passes through a nonlinear
device, it may cause in-band distortion and undesired
spectral spreading. Thus, handling occasional large
peaks leads to low power efficiency. Therefore, how to
find a solution to reduce high PAPR effectively is one
of the most important implementation issues in OFDM
communications. [2][3]
To deal with this problem, many PAPR
reduction schemes have been proposed, such as block
Coding, Clipping, Companding transform schemes,
Selective Mapping (SLM) and Partial Transmit
Sequence (PTS)[4]. Among all the above techniques
SLM-PTS are most widely used techniques.
1.1. Selected mapping (SLM) And Partial Transmit
Sequence (PTS) Techniques
In SLM technique, the transmitter generates a
set of sufficiently different candidate data blocks, all
representing the same information as the original data
block, and selects the most favorable for
transmission.[5][6]
In PTS technique, each input data block is partitioned
into a number of disjoint sub-blocks, and then the
inverse FFT of all the sub-blocks are optimally
combined to form a low PAPR OFDM signal
transmission.[5][6]
Based on the preceding survey results, a novel
hybrid SLM-PTS methods was proposed combining
SLM and PTS methods and based on it, other Hybrid
methods such as, AH, SH, MH were introduced. In this
paper a new Hybrid Scheme DH was proposed and
compared it's performance with other hybrid schemes.
II. SYSTEM DESCRIPTION
2.1. OFDM System Model
A discrete-time OFDM model with N sub-
carriers is considered. With the linearity property of
the N narrow sub-carriers, the discrete-time OFDM
signal can be written as:
where, n= 0,1,.....,N-1. For simplicity we can
have x=IFFT(X), where
.
2.2. PAPR And Complementary Cumulative
Distributive Function
PAPR of a signal can be defined as:
where E{.} denotes expectation operator.
As, PAPR is a random variable, an adequate
statistics is needed to characterize it. The CCDF is one
of the most regularly used parameters, which is used to
RESEARCH ARTICLE OPEN ACCESS
K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com
Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551
www.ijera.com 548 | P a g e
measure efficiency of any PAPR techniques [7].
CCDF is used to measure the PAPR of certain data
block exceeds the given threshold , that is the
CCDF of PAPR can be written as:
In general, for OFDM systems with Gaussian time
domain samples, the CCDF of PAPR can be written as:
III. PAPR REDUCTION USING HYBRID
SLM-PTS TECHNIQUES
3.1. Conventional Hybrid Scheme
Conventional Hybrid scheme (CH) is the
PAPR reduction technique, where SLM AND PTS
schemes are combined. In this method the original
OFDM symbol is multiplied with U phase rotation
sequences, and then each of the new OFDM symbol is
partitioned into V pair wise disjoint sub-blocks. These
OFDM sub-blocks values are calculated by each
optimization of PTS blocks. In general, for simplicity
V is considered to be 2. Each signal , where
u=1,......U, with lowest PAPR is selected by each
optimization block [8]. They can be written as:
where, 1≤ u ≤ U. By the selection block, the relative
low PAPR can be obtained from those lowest PAPR
values of each PTS block. The CCDF of the CH
scheme can be written as:
In order to recover the transmitted data
information, the receiver must have the knowledge of
side information. Therefore the required side
information bits can be written as:
where, w is the number of allowed phase rotation
factors. In the above equation the first and the second
term represents the SLM and PTS required side
information bits.
3.2. Additional hybrid scheme
PAPR reduction is improved in CH scheme,
by generating a large number of alternative OFDM
signal sequences without increasing the number of
IFFT to avoid high computational complexity. Here a
new additional hybrid (AH) scheme by combining the
modified SLM scheme with CH scheme. The system
performance is not compromised.[8]
Clearly, the first U signal , where
are the same as the signal in the CH
scheme. Furthermore, the alternative OFDM signal
sequence are generated by the linear combination of
the sub-block signal from different PTS blocks after
IFFT operation. Using the linear property of Fourier
transform, the linear combination of these sequence
can be obtained by:
Where , and
and are some coefficient to be chosen later.
That is to say, if we have OFDM signal sequence
and , alternative OFDM signal sequence is
obtained without performing IFFT operation. Now, we
would investigate how to make each element of
and to have Unit magnitude under the condition
that each element of the phase sequence and
has unit magnitude. Basically the element of the
sequence and have unit magnitude if the
following condition are satisfied:
 and and
 Each element of and takes the value
in .
Since , the average power of
is equal to one half of the sum of average power of
and ..From U binary phase rotation sequences, we
can obtain excessive pair sub-block sequences
thus, there are total excessive pair sub-blocks
sequence for AH schemes. Then the alternative OFDM
signal of lowest PAPR in AH scheme can be written
as:
Where .
We have to select and transmit the resulting
OFDM signal sequence , which has the minimun
PAPR among the whole OFDM signal sequence of
overall lowest PAPR sequences, which are
composed by after each optimization
operation. The number of required side information
bits for transmitter can be written as :
3.3. Switching hybrid scheme
Instead of generating alternative OFDM
sequence with linear combination , a new switching
hybrid (SH) scheme by combining the switching
technique with the CH scheme.[8] The system
performance is desirable that the number of IFFT is
reduced but the PAPR reduction performance is not
compromised.
K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com
Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551
www.ijera.com 549 | P a g e
By the switching block, we can use original U
pairs to generate excessive pairs of
OFDM sequences without increasing the number of
IFFT units. Thus, there are total pairs
are operated by each
optimization unit. Obviously, the first U signals ,
where are the same as the signals in the
CH scheme. After the optimization blocks, the other
alternative OFDM sequences with lowest PAPR
can be written as:
where U + 1 ≤ u ≤ U2, 1 ≤ i, k ≤ U and i ≠ k. In(14),
and , i ≠ k come from different PTS blocks,
which are generated by different phase rotation
sequences, so that and , where
can obtain differently alternative OFDM
sequences with the minimum PAPR. Noteworthy, the
number of required side information bits can be written
as:
3.4. Modified hybrid scheme
In order to further improve the PAPR
reduction performance without increasing the number
of IFFT, the modified hybrid (MH) algorithm is
proposed by combining AH and SH schemes to
generate more and more alternative OFDM sequences
[8]. Those pairs, where , are the
signal inputs of the additional block and switching
block respectively and simultaneously.
Using the linear property of Fourier transform,
the linear combination of phase rotation sequences
can obtain excessive alternative OFDM
sequences. After optimization blocks, those overall
lowest PAPR can be written as the same as (11).
Using the switching technique among PTS blocks, the
signals of U phase rotation sequences can obtain
excessive alternative OFDM sequences.
In the MH scheme, if V = 2 and U phase
rotation sequences are considered, the original signals
can generate excessive pairs of sequences
respectively and simultaneously by either additional
block or switching block. Therefore, there are total
OFDM sequences with the lowest PAPR in
the MH scheme. In order to recover the transmitted
data information, the number of required side
information bits can be obtained by:
IV. DUMMY SIGNAL HYBRID
SCHEME
In this method, first the original OFDM
symbol is multiplied with the U phase rotation
sequences and then the complex valued dummy signals
are generated and added to the vector of data sub-
carriers[9]. The new vector is then constructed from K-
data and L-dummy subcarriers in the frequency
domain. L can be any number less than k. The new
vector s is given by:
Where , k =
1,2,.......K is the data subcarrier vector and
, l = 1,2,.......L is the
dummy signals vector.
figure 1: block diagram of dummy signal hybrid
scheme
Now, this new OFDM vector is partitioned
into V pair disjoint sub-blocks. Those OFDM sub-
blocks values are calculated by each optimization of
PTS blocks. After the generation of the optimum
OFDM signal, the PAPR is checked with the
acceptable threshold that is predefined before. If the
PAPR value is less than the threshold, the original
OFDM signal will be transmitted otherwise the dummy
signal is again generated with the feedback as shown in
Fig.1 This process is one iteration. The number of
iterations can be increased to achieved the desired
PAPR .
In the DH scheme, if V = 2 and U phase
rotation sequences are considered, the original signals
can generate excessive pairs of sequences
respectively and simultaneously by either additional
block or switching block. Therefore, there are total
OFDM sequences with the lowest PAPR in
the DH scheme. In order to recover the transmitted data
information, the number of required side information
bits can be obtained by:
K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com
Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551
www.ijera.com 550 | P a g e
V. COMPARATIVE SIMULATION
RESULTS
Table 1: Simulation Parameters
Table 2: Side Information And Performance
Comparison For Various Papr Reduction Schemes
Table I specifies the system parameters for
comparative simulations. Fig. 2,3,4,5,6 shows the
PAPR reduction performance with CH, AH, SH, MH
and DH for various values of 'U'. It can be observed
that as the number of 'U' increases from U=2,4,16,...,
the PAPR reduction performance becomes better and
also it could be observed that AH, SH, MH and DH
shows better PAPR reduction performance compared
to the CH scheme for the same value of 'U'. In table II,
PAPR reduction performance and side information of
various schemes is discussed.
figure 2: the papr reduction performance of
conventional hybrid scheme for ofdm systems.
figure 3: the papr reduction performance of additional
hybrid scheme for ofdm systems.
figure 4: the papr reduction performance of switching
hybrid scheme for ofdm systems.
Simulation parameters Specifications
Number of OFDM
symbols
5000
Number of subcarriers 64
Number of sub blocks V = 2
Phase Rotation Factors
Phase Rotation
Sequences
Modulation Scheme QPSK
Schemes Side Information
Original 11.04 -
CH 8.03
AH 8.01
SH 8.01
MH 7.02
DH 6.02
K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com
Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551
www.ijera.com 551 | P a g e
figure 5: the papr reduction performance of modified
hybrid scheme for ofdm systems.
figure 6: the papr reduction performance of dummy
signal hybrid scheme for ofdm systems.
VI. CONCLUSION
From the simulation results it could be
conclude that, CH scheme provides better PAPR
reduction performance with the number of 'U'
increases at the cost of computational complexity with
the increase of the number of IFFT. The other hybrid
schemes AH,SH, MH and DH provides better PAPR
reduction performance compared to CH with same
number of IFFT. Finally, from the results it could be
conclude that DH is the most promising hybrid scheme
for better PAPR reduction performance, compared to
other hybrid schemes but at the cost of speed. The
processing speed of the system is reduced as it repeats
the process of inserting the dummy signal and hence
increasing the number of iterations to reduce the
PAPR of the signal less than (threshold).
REFERNCE
[1] Pankaj Kumar Sharma, and R.K. Nagaria,
ʻʻ An SLM based PAPR Reduction Method
Using New Volterra Predistorter Model In
The OFDM System ʻʻ, WSEAS transactions
on communications, Issue 10, Vol. 11,
October 2012, pp. 367-374.
[2] Lin Chen, and Xuelong HU, ʻʻ Research On
PAPR Reduction In OFDM Systems ʻʻ,
JOFCIS, December 2010, pp.3919-3927.
[3] Sheng-Ju Ku, and Chin-Liang Wang, ʻʻA
Reduced Complexity PTS Based PAPR
Reduction Scheme For OFDM Systems, IEEE
transactions on wireless, Vol. 9,NO.8,August
2010, pp. 2455-2460.
[4] Jun Hou, Jianhua Ge and Jing Li, ʻʻPeak -
To –Average Power Reduction In OFDM
Signals Using PTS Scheme With Low
Computational Complexityʻʻ, IEEE
transactions on broadcasting, Vol.57, NO.1,
March 2011, pp. 143-148.
[5] Swami Parmanand, and Maharshi
Markandeshwar, ʻʻ Signal Scrambling
Techniques For PAPR Reduction in OFDM
Systems ʻʻ, IJECS, Issue 1, Vol. 2, January
2013,pp. 311-317.
[6] Gagandeep Kaur, and Rajbir Kaur, ʻʻAn
Overview Of PAPR Reduction Techniques
For An MC-CDMA Systemsʻʻ,IJARCET,
Issue 4, Vol. 1, June 2012, pp. 461-470.
[7] Zakeer Ahmed, and Shete A.K, ʻʻA
Comparative Study Of PAPR Reduction
Techniques In OFDMʻʻ, IJEIT, Issue 1,
Vol. 2, July 2012, pp. 225-227.
[8] Hong-Ji Chou, Ping-You Lin and Jung-Shan
Lin, ʻʻ PAPR Reduction Techniques With
Hybrid SLM-PTS Schemes For OFDM
System ʻʻ, Vehicular Technology
Conference (VTC Spring), IEEE 75th, 2012,
pp. 1-5.
[9] Pooria Varahram, Wisam F.Al-Azzo and
Borhanuddin Mohd Ali, A Low Complex PTS
Scheme By Use Of Dummy Signals For
PAPR Reduction In OFDM Systems ʻʻ,
IEEE transactions on consumer electronics,
Vol. 56,NO.4, November 2010, pp. 2416-
2420.

Más contenido relacionado

La actualidad más candente

Iisrt zzzz shamili ch
Iisrt zzzz shamili chIisrt zzzz shamili ch
Iisrt zzzz shamili chIISRT
 
At32715720
At32715720At32715720
At32715720IJMER
 
Hybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a surveyHybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a surveyeSAT Journals
 
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...IOSR Journals
 
Signal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systemsSignal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systemsNeil Christian Bonilla
 
An efficient approach for squared crest factor
An efficient approach for squared crest factorAn efficient approach for squared crest factor
An efficient approach for squared crest factoreSAT Publishing House
 
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data SubcarriersOFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data SubcarriersIOSR Journals
 
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
 
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...IJERA Editor
 
PAPR analysis of OFDM system using AI based multiple signal representation me...
PAPR analysis of OFDM system using AI based multiple signal representation me...PAPR analysis of OFDM system using AI based multiple signal representation me...
PAPR analysis of OFDM system using AI based multiple signal representation me...TELKOMNIKA JOURNAL
 
Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...
Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...
Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...IDES Editor
 
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
 
Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...ijmnct
 
Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...
Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...
Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...idescitation
 
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...IJCSEA Journal
 
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...IJCNCJournal
 
Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...
Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...
Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...IRJET Journal
 

La actualidad más candente (20)

Iisrt zzzz shamili ch
Iisrt zzzz shamili chIisrt zzzz shamili ch
Iisrt zzzz shamili ch
 
At32715720
At32715720At32715720
At32715720
 
Ay4101287291
Ay4101287291Ay4101287291
Ay4101287291
 
Hybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a surveyHybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a survey
 
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
 
Signal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systemsSignal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systems
 
An efficient approach for squared crest factor
An efficient approach for squared crest factorAn efficient approach for squared crest factor
An efficient approach for squared crest factor
 
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data SubcarriersOFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
 
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...
 
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
 
PAPR analysis of OFDM system using AI based multiple signal representation me...
PAPR analysis of OFDM system using AI based multiple signal representation me...PAPR analysis of OFDM system using AI based multiple signal representation me...
PAPR analysis of OFDM system using AI based multiple signal representation me...
 
Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...
Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...
Modified Whitening Rotation based Joint Semi-blind Channel and Data Estimatio...
 
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
 
Jx3417921795
Jx3417921795Jx3417921795
Jx3417921795
 
Peak to avrage power ratio
Peak to avrage power ratioPeak to avrage power ratio
Peak to avrage power ratio
 
Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...
 
Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...
Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...
Computationally Efficient Algorithm for Reducing PAPR in OFDM using Null Subc...
 
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
 
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
 
Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...
Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...
Energy-Aware Multipath Routing Scheme Based on Particle Swarm Optimization (E...
 

Destacado (20)

Ai35194197
Ai35194197Ai35194197
Ai35194197
 
As35252256
As35252256As35252256
As35252256
 
Ak35206217
Ak35206217Ak35206217
Ak35206217
 
Ap35235240
Ap35235240Ap35235240
Ap35235240
 
An35225228
An35225228An35225228
An35225228
 
Bj35343348
Bj35343348Bj35343348
Bj35343348
 
Bf35324328
Bf35324328Bf35324328
Bf35324328
 
Bt35408413
Bt35408413Bt35408413
Bt35408413
 
Bv35420424
Bv35420424Bv35420424
Bv35420424
 
Bw35425429
Bw35425429Bw35425429
Bw35425429
 
Bi35339342
Bi35339342Bi35339342
Bi35339342
 
Bs35401407
Bs35401407Bs35401407
Bs35401407
 
Bq35386393
Bq35386393Bq35386393
Bq35386393
 
Be35317323
Be35317323Be35317323
Be35317323
 
Bm35359363
Bm35359363Bm35359363
Bm35359363
 
Bd35310316
Bd35310316Bd35310316
Bd35310316
 
Bc35306309
Bc35306309Bc35306309
Bc35306309
 
Bu35414419
Bu35414419Bu35414419
Bu35414419
 
Bg35329332
Bg35329332Bg35329332
Bg35329332
 
Af35178182
Af35178182Af35178182
Af35178182
 

Similar a Cv35547551

IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...IRJET Journal
 
A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...eSAT Journals
 
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
 
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
PAPR  Reduction Technique : Partial Transmit Sequence (PTS)PAPR  Reduction Technique : Partial Transmit Sequence (PTS)
PAPR Reduction Technique : Partial Transmit Sequence (PTS)IRJET Journal
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...eSAT Journals
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...eSAT Publishing House
 
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
 
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
 
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...ijcsse
 
Peak detection using wavelet transform
Peak detection using wavelet transformPeak detection using wavelet transform
Peak detection using wavelet transformIJCNCJournal
 
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
 
PAPR reduction techniques in OFDM.pptx
PAPR reduction techniques in OFDM.pptxPAPR reduction techniques in OFDM.pptx
PAPR reduction techniques in OFDM.pptxssuserca5764
 

Similar a Cv35547551 (20)

IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
 
A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...
 
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
 
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
PAPR  Reduction Technique : Partial Transmit Sequence (PTS)PAPR  Reduction Technique : Partial Transmit Sequence (PTS)
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...
 
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 ...
 
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
 
Ijetcas14 648
Ijetcas14 648Ijetcas14 648
Ijetcas14 648
 
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
 
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
 
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
 
M010138790
M010138790M010138790
M010138790
 
papr-presentation
papr-presentationpapr-presentation
papr-presentation
 
Peak detection using wavelet transform
Peak detection using wavelet transformPeak detection using wavelet transform
Peak detection using wavelet transform
 
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...
 
Ijecet 06 10_006
Ijecet 06 10_006Ijecet 06 10_006
Ijecet 06 10_006
 
PAPR reduction techniques in OFDM.pptx
PAPR reduction techniques in OFDM.pptxPAPR reduction techniques in OFDM.pptx
PAPR reduction techniques in OFDM.pptx
 

Último

New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 

Último (20)

New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 

Cv35547551

  • 1. K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551 www.ijera.com 547 | P a g e Peak-To-Average Power Ratio (PAPR) Reduction in Ofdm Systems Using Dummy Signal Hybrid Slm-Pts Technique K. Mohan Krishna*, V. Sudharani ** *(Mtech. Dsce, Sreenidhi Institute Of Science And Technology, India) **(Assoc. Professor ECE, Sreenidhi Institute Of Science And Technology, India ) ABSTRACT OFDM is a promising technique for the present generation communication systems where high data rate and fading channels are of major concern. However still some challenging issues remain unresolved in the design of OFDM systems. One of the major problem is high PAPR. The high PAPR of transmitted systems reduces the system efficiency and hence increases the cost of Radio Frequency(RF) Power Amplifier and also degrades the BER. In this paper, a Dummy Signal Hybrid (DH) SLM-PTS scheme is proposed to obtain the better PAPR reduction performance with reduced computational complexity. The simulation results are examined with other hybrid schemes and found that DH scheme provides better PAPR reduction performance compared to other hybrid schemes but at the cost of computational speed, because each time it compares the PAPR of the signal with threshold value and generates dummy signal accordingly with reduced PAPR. Keywords- CCDF, OFDM, PAPR, PTS, SLM. I. INTRODUCTION Orthogonal Frequency Division Multiplexing (OFDM) is a promising solution for high data rate transmission because it has high spectral efficiency and is robust against Frequency Selective Fading channels. Hence is the most preferred multicarrier modulation technique for the future generation mobile communications systems [1]. However, some drawbacks are still unresolved in the design of OFDM system. A major drawback of OFDM is the high Peak- to-Average-Power-Ratio (PAPR) of transmitted signal. When the signals of all the sub-carriers are added constructively, the peak power can be the number of sub-carriers times the average power. When a high PAPR OFDM signal passes through a nonlinear device, it may cause in-band distortion and undesired spectral spreading. Thus, handling occasional large peaks leads to low power efficiency. Therefore, how to find a solution to reduce high PAPR effectively is one of the most important implementation issues in OFDM communications. [2][3] To deal with this problem, many PAPR reduction schemes have been proposed, such as block Coding, Clipping, Companding transform schemes, Selective Mapping (SLM) and Partial Transmit Sequence (PTS)[4]. Among all the above techniques SLM-PTS are most widely used techniques. 1.1. Selected mapping (SLM) And Partial Transmit Sequence (PTS) Techniques In SLM technique, the transmitter generates a set of sufficiently different candidate data blocks, all representing the same information as the original data block, and selects the most favorable for transmission.[5][6] In PTS technique, each input data block is partitioned into a number of disjoint sub-blocks, and then the inverse FFT of all the sub-blocks are optimally combined to form a low PAPR OFDM signal transmission.[5][6] Based on the preceding survey results, a novel hybrid SLM-PTS methods was proposed combining SLM and PTS methods and based on it, other Hybrid methods such as, AH, SH, MH were introduced. In this paper a new Hybrid Scheme DH was proposed and compared it's performance with other hybrid schemes. II. SYSTEM DESCRIPTION 2.1. OFDM System Model A discrete-time OFDM model with N sub- carriers is considered. With the linearity property of the N narrow sub-carriers, the discrete-time OFDM signal can be written as: where, n= 0,1,.....,N-1. For simplicity we can have x=IFFT(X), where . 2.2. PAPR And Complementary Cumulative Distributive Function PAPR of a signal can be defined as: where E{.} denotes expectation operator. As, PAPR is a random variable, an adequate statistics is needed to characterize it. The CCDF is one of the most regularly used parameters, which is used to RESEARCH ARTICLE OPEN ACCESS
  • 2. K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551 www.ijera.com 548 | P a g e measure efficiency of any PAPR techniques [7]. CCDF is used to measure the PAPR of certain data block exceeds the given threshold , that is the CCDF of PAPR can be written as: In general, for OFDM systems with Gaussian time domain samples, the CCDF of PAPR can be written as: III. PAPR REDUCTION USING HYBRID SLM-PTS TECHNIQUES 3.1. Conventional Hybrid Scheme Conventional Hybrid scheme (CH) is the PAPR reduction technique, where SLM AND PTS schemes are combined. In this method the original OFDM symbol is multiplied with U phase rotation sequences, and then each of the new OFDM symbol is partitioned into V pair wise disjoint sub-blocks. These OFDM sub-blocks values are calculated by each optimization of PTS blocks. In general, for simplicity V is considered to be 2. Each signal , where u=1,......U, with lowest PAPR is selected by each optimization block [8]. They can be written as: where, 1≤ u ≤ U. By the selection block, the relative low PAPR can be obtained from those lowest PAPR values of each PTS block. The CCDF of the CH scheme can be written as: In order to recover the transmitted data information, the receiver must have the knowledge of side information. Therefore the required side information bits can be written as: where, w is the number of allowed phase rotation factors. In the above equation the first and the second term represents the SLM and PTS required side information bits. 3.2. Additional hybrid scheme PAPR reduction is improved in CH scheme, by generating a large number of alternative OFDM signal sequences without increasing the number of IFFT to avoid high computational complexity. Here a new additional hybrid (AH) scheme by combining the modified SLM scheme with CH scheme. The system performance is not compromised.[8] Clearly, the first U signal , where are the same as the signal in the CH scheme. Furthermore, the alternative OFDM signal sequence are generated by the linear combination of the sub-block signal from different PTS blocks after IFFT operation. Using the linear property of Fourier transform, the linear combination of these sequence can be obtained by: Where , and and are some coefficient to be chosen later. That is to say, if we have OFDM signal sequence and , alternative OFDM signal sequence is obtained without performing IFFT operation. Now, we would investigate how to make each element of and to have Unit magnitude under the condition that each element of the phase sequence and has unit magnitude. Basically the element of the sequence and have unit magnitude if the following condition are satisfied:  and and  Each element of and takes the value in . Since , the average power of is equal to one half of the sum of average power of and ..From U binary phase rotation sequences, we can obtain excessive pair sub-block sequences thus, there are total excessive pair sub-blocks sequence for AH schemes. Then the alternative OFDM signal of lowest PAPR in AH scheme can be written as: Where . We have to select and transmit the resulting OFDM signal sequence , which has the minimun PAPR among the whole OFDM signal sequence of overall lowest PAPR sequences, which are composed by after each optimization operation. The number of required side information bits for transmitter can be written as : 3.3. Switching hybrid scheme Instead of generating alternative OFDM sequence with linear combination , a new switching hybrid (SH) scheme by combining the switching technique with the CH scheme.[8] The system performance is desirable that the number of IFFT is reduced but the PAPR reduction performance is not compromised.
  • 3. K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551 www.ijera.com 549 | P a g e By the switching block, we can use original U pairs to generate excessive pairs of OFDM sequences without increasing the number of IFFT units. Thus, there are total pairs are operated by each optimization unit. Obviously, the first U signals , where are the same as the signals in the CH scheme. After the optimization blocks, the other alternative OFDM sequences with lowest PAPR can be written as: where U + 1 ≤ u ≤ U2, 1 ≤ i, k ≤ U and i ≠ k. In(14), and , i ≠ k come from different PTS blocks, which are generated by different phase rotation sequences, so that and , where can obtain differently alternative OFDM sequences with the minimum PAPR. Noteworthy, the number of required side information bits can be written as: 3.4. Modified hybrid scheme In order to further improve the PAPR reduction performance without increasing the number of IFFT, the modified hybrid (MH) algorithm is proposed by combining AH and SH schemes to generate more and more alternative OFDM sequences [8]. Those pairs, where , are the signal inputs of the additional block and switching block respectively and simultaneously. Using the linear property of Fourier transform, the linear combination of phase rotation sequences can obtain excessive alternative OFDM sequences. After optimization blocks, those overall lowest PAPR can be written as the same as (11). Using the switching technique among PTS blocks, the signals of U phase rotation sequences can obtain excessive alternative OFDM sequences. In the MH scheme, if V = 2 and U phase rotation sequences are considered, the original signals can generate excessive pairs of sequences respectively and simultaneously by either additional block or switching block. Therefore, there are total OFDM sequences with the lowest PAPR in the MH scheme. In order to recover the transmitted data information, the number of required side information bits can be obtained by: IV. DUMMY SIGNAL HYBRID SCHEME In this method, first the original OFDM symbol is multiplied with the U phase rotation sequences and then the complex valued dummy signals are generated and added to the vector of data sub- carriers[9]. The new vector is then constructed from K- data and L-dummy subcarriers in the frequency domain. L can be any number less than k. The new vector s is given by: Where , k = 1,2,.......K is the data subcarrier vector and , l = 1,2,.......L is the dummy signals vector. figure 1: block diagram of dummy signal hybrid scheme Now, this new OFDM vector is partitioned into V pair disjoint sub-blocks. Those OFDM sub- blocks values are calculated by each optimization of PTS blocks. After the generation of the optimum OFDM signal, the PAPR is checked with the acceptable threshold that is predefined before. If the PAPR value is less than the threshold, the original OFDM signal will be transmitted otherwise the dummy signal is again generated with the feedback as shown in Fig.1 This process is one iteration. The number of iterations can be increased to achieved the desired PAPR . In the DH scheme, if V = 2 and U phase rotation sequences are considered, the original signals can generate excessive pairs of sequences respectively and simultaneously by either additional block or switching block. Therefore, there are total OFDM sequences with the lowest PAPR in the DH scheme. In order to recover the transmitted data information, the number of required side information bits can be obtained by:
  • 4. K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551 www.ijera.com 550 | P a g e V. COMPARATIVE SIMULATION RESULTS Table 1: Simulation Parameters Table 2: Side Information And Performance Comparison For Various Papr Reduction Schemes Table I specifies the system parameters for comparative simulations. Fig. 2,3,4,5,6 shows the PAPR reduction performance with CH, AH, SH, MH and DH for various values of 'U'. It can be observed that as the number of 'U' increases from U=2,4,16,..., the PAPR reduction performance becomes better and also it could be observed that AH, SH, MH and DH shows better PAPR reduction performance compared to the CH scheme for the same value of 'U'. In table II, PAPR reduction performance and side information of various schemes is discussed. figure 2: the papr reduction performance of conventional hybrid scheme for ofdm systems. figure 3: the papr reduction performance of additional hybrid scheme for ofdm systems. figure 4: the papr reduction performance of switching hybrid scheme for ofdm systems. Simulation parameters Specifications Number of OFDM symbols 5000 Number of subcarriers 64 Number of sub blocks V = 2 Phase Rotation Factors Phase Rotation Sequences Modulation Scheme QPSK Schemes Side Information Original 11.04 - CH 8.03 AH 8.01 SH 8.01 MH 7.02 DH 6.02
  • 5. K. Mohan Krishna et al. Int. Journal of Engineering Research and Application www.ijera.com Vol. 3, Issue 5, Sep-Oct 2013, pp.547-551 www.ijera.com 551 | P a g e figure 5: the papr reduction performance of modified hybrid scheme for ofdm systems. figure 6: the papr reduction performance of dummy signal hybrid scheme for ofdm systems. VI. CONCLUSION From the simulation results it could be conclude that, CH scheme provides better PAPR reduction performance with the number of 'U' increases at the cost of computational complexity with the increase of the number of IFFT. The other hybrid schemes AH,SH, MH and DH provides better PAPR reduction performance compared to CH with same number of IFFT. Finally, from the results it could be conclude that DH is the most promising hybrid scheme for better PAPR reduction performance, compared to other hybrid schemes but at the cost of speed. The processing speed of the system is reduced as it repeats the process of inserting the dummy signal and hence increasing the number of iterations to reduce the PAPR of the signal less than (threshold). REFERNCE [1] Pankaj Kumar Sharma, and R.K. Nagaria, ʻʻ An SLM based PAPR Reduction Method Using New Volterra Predistorter Model In The OFDM System ʻʻ, WSEAS transactions on communications, Issue 10, Vol. 11, October 2012, pp. 367-374. [2] Lin Chen, and Xuelong HU, ʻʻ Research On PAPR Reduction In OFDM Systems ʻʻ, JOFCIS, December 2010, pp.3919-3927. [3] Sheng-Ju Ku, and Chin-Liang Wang, ʻʻA Reduced Complexity PTS Based PAPR Reduction Scheme For OFDM Systems, IEEE transactions on wireless, Vol. 9,NO.8,August 2010, pp. 2455-2460. [4] Jun Hou, Jianhua Ge and Jing Li, ʻʻPeak - To –Average Power Reduction In OFDM Signals Using PTS Scheme With Low Computational Complexityʻʻ, IEEE transactions on broadcasting, Vol.57, NO.1, March 2011, pp. 143-148. [5] Swami Parmanand, and Maharshi Markandeshwar, ʻʻ Signal Scrambling Techniques For PAPR Reduction in OFDM Systems ʻʻ, IJECS, Issue 1, Vol. 2, January 2013,pp. 311-317. [6] Gagandeep Kaur, and Rajbir Kaur, ʻʻAn Overview Of PAPR Reduction Techniques For An MC-CDMA Systemsʻʻ,IJARCET, Issue 4, Vol. 1, June 2012, pp. 461-470. [7] Zakeer Ahmed, and Shete A.K, ʻʻA Comparative Study Of PAPR Reduction Techniques In OFDMʻʻ, IJEIT, Issue 1, Vol. 2, July 2012, pp. 225-227. [8] Hong-Ji Chou, Ping-You Lin and Jung-Shan Lin, ʻʻ PAPR Reduction Techniques With Hybrid SLM-PTS Schemes For OFDM System ʻʻ, Vehicular Technology Conference (VTC Spring), IEEE 75th, 2012, pp. 1-5. [9] Pooria Varahram, Wisam F.Al-Azzo and Borhanuddin Mohd Ali, A Low Complex PTS Scheme By Use Of Dummy Signals For PAPR Reduction In OFDM Systems ʻʻ, IEEE transactions on consumer electronics, Vol. 56,NO.4, November 2010, pp. 2416- 2420.