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GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com
ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291

RESEARCH ARTICLE

OPEN ACCESS

A Newsubblock Partition Technique for PTS in OFDM Systems
Garima Singhal1andManoj Kumar2
1
2

Dept.of Electronics and Communication, Bansthali University,India
Manager D&E, Bharat Electronics Limited, India

Abstract
In recent years, OFDM has gained a lot of interest in diverse-digital communication applications. This has been
due to its favorable properties like high spectral efficiency and robustness to channel fading. Some of the major
drawbacks in OFDM are its high peak-to-average-power ratio(PAPR) of the transmitted signals and the
synchronization of signals. In this paper, a new subblock partition technique has been proposed in which signal
subbands are partitioned in no. of subblocks using pseudo-random partitioned technique and then interleaved
partition technique is applied. It is observed that PAPR is reduced as compared to conventional PTS.
Keywords—Orthogonal frequency division multiplexing (OFDM), peak-to-average power ratio (PAPR), partial
transmit sequence (PTS), complementary cumulative distribution function (CCDF), inter-carrier-interference
(ICI),Power amplifier (PA)
necessitate adjacent bandwidth for operation.
OFDM makes on its own frequency networks
I. INTRODUCTION
possible, which is for the most part attractive for
OFDM is a special case of multicarrier
broadcasting applications.
transmission,where a single datastream is
Multicarrier systems are naturally more vulnerable
transmitted over a number oflower rate subcarriers.
to phase noise and frequency offset. Doppler shift
The main advantages of OFDM areits increased
and Frequency jitter between the transmitter and
robustness against frequency selective fadingor
receiver causes inter-carrier-interference (ICI)
narrowband interference as well as the efficient
which humiliates performance of the system unless
useof available bandwidth. Two major drawbacks of
suitable compensation techniques are employed.
OFDMsystems are the great sensitivity to time and
OFDM remains a chosen modulation scheme for
frequencysynchronization errors, and the high
upcoming broadband radio area systems because of
PAPR. Due to highPAPR, the amplified signal
its inherent flexibility in power loading across the
suffers from distortion and out-of-band noise when
subcarriers and concerning adaptive modulation.
passed through nonlinear devices, suchas a Power
This paper is organized as follows. In section II, we
Amplifier (PA). A solution to this problemis the use
discussed the principle of OFDM and PAPR
of highly linear Power Amplifiers (PA)
respectively; in section III, CCDF is discussed; in
withsufficient back-off. However this solution
section IV, conventional PTS for PAPR reduction is
comes at thepenalty of high power consumption.
reviewed; in section V, the principle and
Therefore, the use ofa PAPR reduction method, such
implementation of our approach is introduced in
as deliberately clipping [1],appropriate block coding
detail; in section VI, performance analysis of the
[2], or nonlinear predistortion ofthe transmit signal
proposed technique is given, finally section VII
[3] is essential. Two promising anddistortionless
concludes this paper.
techniques for improving the statistics of thePAPR
are the Selective Mapping approach [4] and the
PartialTransmit Sequence approach [5][6]. SLM and
II. OFDM AND PAPR
PTS-basedPAPR reduction can be exploited to
A. OFDM
achieve system-levellow-power operation in cases
OFDM is a block modulation scheme
of practical interest [7][8].
where a block of information symbols is transmitted
OFDM provides strength in favor of
in parallel on sub-carriers. The time duration of an
intersymbol interference and multipath fading
OFDM symbol is many times larger than that of a
because for the lower rate subcarriers, the symbol
single-carrier system. An OFDM modulator can be
period increases. And it also robust against
implemented as an inverse discrete Fourier
narrowband interference. With the utilization of
transform (IDFT) on a block of information symbols
adaptive modulation technique, OFDM allows
followed by an analog-to digital converter (ADC).
resourceful use of in band radio frequency (RF). It
enables the bandwidth-on-demand technology and
B. PAPR
privileged spectral efficiency. So OFDM does not
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GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com
ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291
Consider an OFDM system with N subcarriers. EachOFDM block(OFDM symbol), s(t), 0
≤ t ≤ T, consists of Ncomplex baseband data X0 ,
X1,…, Xn-1 carried on the Nsubcarriers respectively
for a symbol period of T. The OFDMsymbol s(t) is
1
𝑁−1
𝑋 𝑒 𝑗 2𝜋𝑓 𝑛 𝑡 , 0 ≤ 𝑡 ≤ 𝑇
𝑆 𝑡 = 𝑁 𝑛=0 𝑛
(1)
0, 𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒
Where ∆f = 1 T is the sub-carrier spacing and Xkis
thecomplex baseband data modulating the k-th
subcarrier for s(t).For the OFDM symbol s(t), the
peak instantaneous power is
𝑃 𝑚𝑎𝑥 = max 𝑠(𝑡) 2
𝑡𝜖 [0,𝑇)

An OFDM symbol sequence can be represented
by…, s(t), s(t s(t mT),…. We define the
average power of the OFDM symbol sequence
following the approach as follows
(2)
𝑃𝑎𝑣 𝑋0, 𝑋1,… 𝑋 𝑛−1

1
=
𝑁

𝑁−1

𝐸

𝑋𝑘

2

themodulation system. The CCDF of an OFDM
system to measure the PAPR can be given as
𝐶𝐶𝐷𝐹 = Pr ⁡
(𝑃𝐴𝑃𝑅 > 𝑃𝐴𝑃𝑅0 ) (6)
Where Pr is the probability distribution function and
PAPR0 is the threshold value.CCDF of PAPR can be
used to estimatethe bounds for the minimum number
of redundancy bits requiredto identify the PAPR
sequences and evaluate the performanceof any
PAPR reduction schemes.
IV. PARTIAL TRANSMIT

SEQUENCE
Partial Transmit Sequence (PTS) algorithm is a
technique for improving the statistics of a multicarrier signal. The basic idea of partial transmit
sequences algorithm is to divide the original OFDM
sequence into several sub-sequences, and for each
sub-sequence, multiplied by different weights until
an optimum value is chosen.

(3)

𝑘=0

Where𝐸 𝑋 𝑘 2 is the expected value of 𝑋 𝑘 2 .The
peak average power ratio (PAPR) of the OFDM
symbol s(t) is
𝑃𝐴𝑃𝑅 =

𝑃 𝑚𝑎𝑥
𝑃 𝑎𝑣 (𝑋0, 𝑋1, …𝑋 𝑛 −1 )

=

max 𝑡𝜖 [0,𝑇) 𝑠(𝑡) 2
1
𝑁

𝑁 −1
𝑘=0 𝐸

𝑋𝑘 2

(4)

If the power of input signal is standard, the
𝐸 𝑋 𝑘 2 equalsto 1. Then
𝑃𝐴𝑃𝑅 = max 𝑡𝜖 [0,𝑇) 𝑠(𝑡) 2 =
1

2

𝑁−1
𝑗 2𝜋∆𝑓𝑡
max 𝑡𝜖 [0,𝑇)
≤ 𝑁(5)
𝑛 =0 𝑋 𝑛 𝑒
𝑁
As a result, the PAPR value is not larger
than the number N of subcarriers, e.g. the peak
power value of OFDM signals is N times larger than
its average power. So, the maximum of PAPR
equals to N. With the increase in the number N of
sub channels, the maximum of PAPR increases
linearly. This makes high demands on the linear
range of the front-end amplifier in sending side.
Although the probability of largest PAPR is
low, in order to transfer these high PAPR of OFDM
signal with non-distortion, all the linearity of the
HPA in sending side, the front-end amplifier and
A/D converter should meet the high requirement.
But these equipments meeting the high requirement
are expensive. Therefore, it is necessary and
important to reduce PAPR in OFDM system.

III. CCDF
Cumulative distributive function is to
describe the probability of the random variable with
the
given
probabilitydistribution
function.
Complementary cumulative distributive function is
also called as tail distribution which is used to
illustrate the PAPR of OFDM signal. The output
curve is used to conclude the design parameters of

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Fig. 1 Block diagram of PTS algorithm
Fig. 1 is the block diagram of PTS algorithm. From
the left side of diagram, we see that the data
information in frequency domain X is separated into
V non-overlapping sub-blocks and each sub-block
vectors has the same size N. Hence, we know that
for every sub-block, it contains N/V nonzero
elements and set the rest part to zero. Assume that
these sub-blocks have the same size and no gap
between each other, the sub-block vector is given by
𝑋 = 𝑉 𝑏 𝑣 𝑋 𝑣 (7)
𝑉−1
Where bv  e

jv

(v  [0, 2 ]){v  1, 2,..., X v }

is a weighting factor been used for phase
rotation .The signal in time domain is obtained by
applying IFFT operation on , that is
𝑉

𝑥 = 𝐼𝐹𝐹𝑇 𝑋 =

𝑉

𝑏 𝑣 𝐼𝐹𝐹𝑇 𝑋 𝑣 =
𝑣−1

𝑏𝑣 𝑋𝑣
𝑉−1

(8)
Select one suitable factor combination b =
[b1,b2,..,bv] which makes the result achieve
optimum. The combination can be given by

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GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com
ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291

b  [b1, b 2,....bv] 
V

arg min( b1, b 2, .., bv )(max 1  n  N |  bv xv |2 )

(9)

v 1

Whereargmin [(·)] is the judgment condition
that output the minimum value of function. In this
way we can find the best 𝐛 so as to optimize the
PAPR performance. The additional cost we have to
pay is the extra V-1 times IFFTs operation.
V. NEW SUBBLOCK PARTITION

SCHEME
PAPR
reduction
performance
and
computational complexity of PTS algorithm is
closely related to the sub-block partitions schemes.
In PTS-OFDM system, there exist three sub-block
partition schemes: adjacent partition, pseudorandom partition and interleaved partition. In Fig. 2,
graphs are shown for the illustration of these three
partition schemes. From the figure we can see that
adjacent partition is divide sequence into V subblocks, for each one, it contains N/V consecutive
sub-carriers. Conventional PTS uses adjacent
partitions scheme. In pseudo-random partition, each
sub-carrier can be randomly assigned to any position
of sub-block with the length V. The common point
of these three different partition schemes is that each
sub-carrier is only been assigned once, and the
length of each sub-sequence is same

Fig.2 Different sub-block Partitions schemes
In the proposed scheme, first signal subbands
are partitioned into n subblocks using pseudorandom partition scheme and then interleaved
partition scheme is applied on the subblocks.
VI. PERFORMANCE ANALYSIS
To evaluate and compare the performance
of the new subblock partition scheme with the
conventional PTS [13]-[14], computer simulation
has been performed where the number of subbands
in an OFDM symbol and sub- blocks are set to 1000
and 16, respectively. Constellation of quadriphase
shift keying (QPSK) is used as a signal mapper Fig.
3. According to simulation result, PAPR of new
subblock partition scheme is reduced by 0.20 units
from conventional PTS.

Fig 3: Simulation result of new subblock partition
scheme
VII. CONCLUSION
Large PAPR of transmitted signals may be
a main cause of performance degradation of OFDM
system. In conventional PTS OFDM to solve the
problem, computational complexity has been
increased extensively with increase of number of
subbands.
In this paper, new subblock partition
scheme has been proposed and its performance is
analysed. As a result of simulation, when number of
OFDM symbols is 1000 and number of subblock is
16,Modified PTS shows 0.20 units reduction from
conventional PTS.

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ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291
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Ay4101287291

  • 1. GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291 RESEARCH ARTICLE OPEN ACCESS A Newsubblock Partition Technique for PTS in OFDM Systems Garima Singhal1andManoj Kumar2 1 2 Dept.of Electronics and Communication, Bansthali University,India Manager D&E, Bharat Electronics Limited, India Abstract In recent years, OFDM has gained a lot of interest in diverse-digital communication applications. This has been due to its favorable properties like high spectral efficiency and robustness to channel fading. Some of the major drawbacks in OFDM are its high peak-to-average-power ratio(PAPR) of the transmitted signals and the synchronization of signals. In this paper, a new subblock partition technique has been proposed in which signal subbands are partitioned in no. of subblocks using pseudo-random partitioned technique and then interleaved partition technique is applied. It is observed that PAPR is reduced as compared to conventional PTS. Keywords—Orthogonal frequency division multiplexing (OFDM), peak-to-average power ratio (PAPR), partial transmit sequence (PTS), complementary cumulative distribution function (CCDF), inter-carrier-interference (ICI),Power amplifier (PA) necessitate adjacent bandwidth for operation. OFDM makes on its own frequency networks I. INTRODUCTION possible, which is for the most part attractive for OFDM is a special case of multicarrier broadcasting applications. transmission,where a single datastream is Multicarrier systems are naturally more vulnerable transmitted over a number oflower rate subcarriers. to phase noise and frequency offset. Doppler shift The main advantages of OFDM areits increased and Frequency jitter between the transmitter and robustness against frequency selective fadingor receiver causes inter-carrier-interference (ICI) narrowband interference as well as the efficient which humiliates performance of the system unless useof available bandwidth. Two major drawbacks of suitable compensation techniques are employed. OFDMsystems are the great sensitivity to time and OFDM remains a chosen modulation scheme for frequencysynchronization errors, and the high upcoming broadband radio area systems because of PAPR. Due to highPAPR, the amplified signal its inherent flexibility in power loading across the suffers from distortion and out-of-band noise when subcarriers and concerning adaptive modulation. passed through nonlinear devices, suchas a Power This paper is organized as follows. In section II, we Amplifier (PA). A solution to this problemis the use discussed the principle of OFDM and PAPR of highly linear Power Amplifiers (PA) respectively; in section III, CCDF is discussed; in withsufficient back-off. However this solution section IV, conventional PTS for PAPR reduction is comes at thepenalty of high power consumption. reviewed; in section V, the principle and Therefore, the use ofa PAPR reduction method, such implementation of our approach is introduced in as deliberately clipping [1],appropriate block coding detail; in section VI, performance analysis of the [2], or nonlinear predistortion ofthe transmit signal proposed technique is given, finally section VII [3] is essential. Two promising anddistortionless concludes this paper. techniques for improving the statistics of thePAPR are the Selective Mapping approach [4] and the PartialTransmit Sequence approach [5][6]. SLM and II. OFDM AND PAPR PTS-basedPAPR reduction can be exploited to A. OFDM achieve system-levellow-power operation in cases OFDM is a block modulation scheme of practical interest [7][8]. where a block of information symbols is transmitted OFDM provides strength in favor of in parallel on sub-carriers. The time duration of an intersymbol interference and multipath fading OFDM symbol is many times larger than that of a because for the lower rate subcarriers, the symbol single-carrier system. An OFDM modulator can be period increases. And it also robust against implemented as an inverse discrete Fourier narrowband interference. With the utilization of transform (IDFT) on a block of information symbols adaptive modulation technique, OFDM allows followed by an analog-to digital converter (ADC). resourceful use of in band radio frequency (RF). It enables the bandwidth-on-demand technology and B. PAPR privileged spectral efficiency. So OFDM does not www.ijera.com 287|P a g e
  • 2. GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291 Consider an OFDM system with N subcarriers. EachOFDM block(OFDM symbol), s(t), 0 ≤ t ≤ T, consists of Ncomplex baseband data X0 , X1,…, Xn-1 carried on the Nsubcarriers respectively for a symbol period of T. The OFDMsymbol s(t) is 1 𝑁−1 𝑋 𝑒 𝑗 2𝜋𝑓 𝑛 𝑡 , 0 ≤ 𝑡 ≤ 𝑇 𝑆 𝑡 = 𝑁 𝑛=0 𝑛 (1) 0, 𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒 Where ∆f = 1 T is the sub-carrier spacing and Xkis thecomplex baseband data modulating the k-th subcarrier for s(t).For the OFDM symbol s(t), the peak instantaneous power is 𝑃 𝑚𝑎𝑥 = max 𝑠(𝑡) 2 𝑡𝜖 [0,𝑇) An OFDM symbol sequence can be represented by…, s(t), s(t s(t mT),…. We define the average power of the OFDM symbol sequence following the approach as follows (2) 𝑃𝑎𝑣 𝑋0, 𝑋1,… 𝑋 𝑛−1 1 = 𝑁 𝑁−1 𝐸 𝑋𝑘 2 themodulation system. The CCDF of an OFDM system to measure the PAPR can be given as 𝐶𝐶𝐷𝐹 = Pr ⁡ (𝑃𝐴𝑃𝑅 > 𝑃𝐴𝑃𝑅0 ) (6) Where Pr is the probability distribution function and PAPR0 is the threshold value.CCDF of PAPR can be used to estimatethe bounds for the minimum number of redundancy bits requiredto identify the PAPR sequences and evaluate the performanceof any PAPR reduction schemes. IV. PARTIAL TRANSMIT SEQUENCE Partial Transmit Sequence (PTS) algorithm is a technique for improving the statistics of a multicarrier signal. The basic idea of partial transmit sequences algorithm is to divide the original OFDM sequence into several sub-sequences, and for each sub-sequence, multiplied by different weights until an optimum value is chosen. (3) 𝑘=0 Where𝐸 𝑋 𝑘 2 is the expected value of 𝑋 𝑘 2 .The peak average power ratio (PAPR) of the OFDM symbol s(t) is 𝑃𝐴𝑃𝑅 = 𝑃 𝑚𝑎𝑥 𝑃 𝑎𝑣 (𝑋0, 𝑋1, …𝑋 𝑛 −1 ) = max 𝑡𝜖 [0,𝑇) 𝑠(𝑡) 2 1 𝑁 𝑁 −1 𝑘=0 𝐸 𝑋𝑘 2 (4) If the power of input signal is standard, the 𝐸 𝑋 𝑘 2 equalsto 1. Then 𝑃𝐴𝑃𝑅 = max 𝑡𝜖 [0,𝑇) 𝑠(𝑡) 2 = 1 2 𝑁−1 𝑗 2𝜋∆𝑓𝑡 max 𝑡𝜖 [0,𝑇) ≤ 𝑁(5) 𝑛 =0 𝑋 𝑛 𝑒 𝑁 As a result, the PAPR value is not larger than the number N of subcarriers, e.g. the peak power value of OFDM signals is N times larger than its average power. So, the maximum of PAPR equals to N. With the increase in the number N of sub channels, the maximum of PAPR increases linearly. This makes high demands on the linear range of the front-end amplifier in sending side. Although the probability of largest PAPR is low, in order to transfer these high PAPR of OFDM signal with non-distortion, all the linearity of the HPA in sending side, the front-end amplifier and A/D converter should meet the high requirement. But these equipments meeting the high requirement are expensive. Therefore, it is necessary and important to reduce PAPR in OFDM system. III. CCDF Cumulative distributive function is to describe the probability of the random variable with the given probabilitydistribution function. Complementary cumulative distributive function is also called as tail distribution which is used to illustrate the PAPR of OFDM signal. The output curve is used to conclude the design parameters of www.ijera.com Fig. 1 Block diagram of PTS algorithm Fig. 1 is the block diagram of PTS algorithm. From the left side of diagram, we see that the data information in frequency domain X is separated into V non-overlapping sub-blocks and each sub-block vectors has the same size N. Hence, we know that for every sub-block, it contains N/V nonzero elements and set the rest part to zero. Assume that these sub-blocks have the same size and no gap between each other, the sub-block vector is given by 𝑋 = 𝑉 𝑏 𝑣 𝑋 𝑣 (7) 𝑉−1 Where bv  e jv (v  [0, 2 ]){v  1, 2,..., X v } is a weighting factor been used for phase rotation .The signal in time domain is obtained by applying IFFT operation on , that is 𝑉 𝑥 = 𝐼𝐹𝐹𝑇 𝑋 = 𝑉 𝑏 𝑣 𝐼𝐹𝐹𝑇 𝑋 𝑣 = 𝑣−1 𝑏𝑣 𝑋𝑣 𝑉−1 (8) Select one suitable factor combination b = [b1,b2,..,bv] which makes the result achieve optimum. The combination can be given by 288|P a g e
  • 3. GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291 b  [b1, b 2,....bv]  V arg min( b1, b 2, .., bv )(max 1  n  N |  bv xv |2 ) (9) v 1 Whereargmin [(·)] is the judgment condition that output the minimum value of function. In this way we can find the best 𝐛 so as to optimize the PAPR performance. The additional cost we have to pay is the extra V-1 times IFFTs operation. V. NEW SUBBLOCK PARTITION SCHEME PAPR reduction performance and computational complexity of PTS algorithm is closely related to the sub-block partitions schemes. In PTS-OFDM system, there exist three sub-block partition schemes: adjacent partition, pseudorandom partition and interleaved partition. In Fig. 2, graphs are shown for the illustration of these three partition schemes. From the figure we can see that adjacent partition is divide sequence into V subblocks, for each one, it contains N/V consecutive sub-carriers. Conventional PTS uses adjacent partitions scheme. In pseudo-random partition, each sub-carrier can be randomly assigned to any position of sub-block with the length V. The common point of these three different partition schemes is that each sub-carrier is only been assigned once, and the length of each sub-sequence is same Fig.2 Different sub-block Partitions schemes In the proposed scheme, first signal subbands are partitioned into n subblocks using pseudorandom partition scheme and then interleaved partition scheme is applied on the subblocks. VI. PERFORMANCE ANALYSIS To evaluate and compare the performance of the new subblock partition scheme with the conventional PTS [13]-[14], computer simulation has been performed where the number of subbands in an OFDM symbol and sub- blocks are set to 1000 and 16, respectively. Constellation of quadriphase shift keying (QPSK) is used as a signal mapper Fig. 3. According to simulation result, PAPR of new subblock partition scheme is reduced by 0.20 units from conventional PTS. Fig 3: Simulation result of new subblock partition scheme VII. CONCLUSION Large PAPR of transmitted signals may be a main cause of performance degradation of OFDM system. In conventional PTS OFDM to solve the problem, computational complexity has been increased extensively with increase of number of subbands. In this paper, new subblock partition scheme has been proposed and its performance is analysed. As a result of simulation, when number of OFDM symbols is 1000 and number of subblock is 16,Modified PTS shows 0.20 units reduction from conventional PTS. www.ijera.com 289|P a g e
  • 4. GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291 REFERENCES [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] X. Li and L. J. Cimini Jr., "Effects of clipping and filtering on the performance of OFDM," IEEE Comm. Letts., vol. 2, pp. 131-133,May 1998. A. E. Jones, T. A. Wilkinson, and S. K. Barton, "Block coding scheme for reduction of peak to mean envelope power ratio of multicarrier transmission scheme," Elec. Letts., vol. 30, pp. 20982099, 1994. H. W. Kang, Y. S. Cho, and D. H. Youn, "On compensating nonlineardistortions of an OFDM system using an efficient adaptive predistorter,"IEEE Trans. on Comm., vol. 47, Apr. 1999. R. W. Bauml, R. F H. Fischer, and J. B. Hiuber, "Reducing the peak-toaverage power ratio of multicarrier modulation by selective mapping,"Elec. Letts., vol. 32, pp. 2056-2057, 1996. S. H. Muller, R. W. Bauml, R. F H. Fischer, and J. B. Huber,"OFDM with reduced peak-to-average power ratio by multiple signal representation," in Annals of Telecommunications, vol. 52, pp. 5867,Feb. 1997. L. Cimini Jr. and N. R. Sollenberger, "Peak-to-average power ratio by optimum combination of partial transmit sequences," in Proc. OfICC'99, pp. 511-515, 1999. Th. Giannopoulos and V. Paliouras, "Lowpower VLSI architectures for OFDM transmitters based on PAPR reduction," in 15th InternationalWorkshop on Power and Timing Modeling, Optimization andSimulation, PATMOS 2005, pp. 177186, Sept. 2005. R. Baxley and G. Zhou, "Power savings analysis of peak-to-average power ratio reduction in OFDM," IEEE Transactions on Consumer Electronics, vol. 50, no. 3, pp. 792 - 798, 2004. L. J. Cimini and N. R. Sollenberger, "Peak-to-average power ratio of an OFDM signal using partial transmit sequences with embedded side information," Proc. of IEEE GLOBECOM '00, pp. 746-750, 2000. C.-C. Feng, Y.-T. Wu, and C.-Y. Chi, "Embedding and detection of side information for peak-to-average power ratio reduction of an OFDM signal using partial transmit sequences," in Vehicular TechnologyConference, 2003. VTC 2003- www.ijera.com [11] [12] [13] [14] [15] [16] [17] [18] [19] [20] [21] [22] Fall. 2003 IEEE 58th, pp. 1354 1358,2003. S. G. Kang, et.al., ―A Novel Subblock Partition Scheme for Partial Transmits Sequence OFDM,‖ IEEE Transactions on Broadcasting, pp 333–338, 1999. Th. Giannopoulos and V.Paliouras, ―A low – complexity pts based papr reduction technique for OFDM signals without Transmission of side Information‖,IEEE 2006 pp. 434 -439. D.W. lim et al,‖A new PTS OFDM Scheme with Low Complexity for PAPR Reduction‖IEEE Transactions on Broadcasting,vol. 52, no. 1,MARCH 2006 C. Liu et al.‖A survey on OFDM PAPR Reduction Techniques for 60 Ghz Wireless CMOS Radio‖,Australasian Telecommunication Networks and Applications Conference December 2nd – 5th 2007, Christchurch, New Zealand R. Gayathari et al,‖ PAPR Reduction in OFD Using Partial Transmit Sequence (PTS)‖, International Journal of Engineering and Technology. Er. Sanjeev Kumar and Er. Ajay Kaushik,‖ Reducing PAPR in OFDM Systems Using a PTS based Low Computational Complex Algorithm‖ International journal of advanced research in computer science and software engineering,Volume 2, Issue 11, November 2012 SafaIsam and IzzatDarwazeh,‖ Peak to Average Power Ratio Reduction in spectrally Efficient FDM Systems‖18th international conference on telecommunication 2011. Yahuihu,‖ An Improved Algorithm for PAPR Reduction in OFDM System‖,Beijing University of Posts and Telecommunications, Beijing, China Yasmin Hassan,‖ A Comparison of SLM and PTS Peak to Average Power Ratio Reduction Schemes for OFDM Systems‖,United Arab Emirates, Sharjah, IEEE 2011 S.B. Miiller and J.B. Auber, "A novel peak power reduction scheme for OFDM," PVOC. 8th IEEB ers son. lrtdoor Mobile Radio Commun., Helsinki, Finland, vol. 3, pp. 1090-1094, Sep. 1997. Youngseok Oh et al. ―Side Information Free PTS –PAPR Reduction via Pilot Assisted Estimation of Phase Factors in an OFDM Frame with a 290|P a g e
  • 5. GarimaSinghal et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 1( Version 1), January 2014, pp.287-291 [23] [24] Preamble‖, IEEE 21st international symposium, 2010. SuvernaSengar et al. ―Performance Improvement in OFDM System by PAPR Reduction‖ An International Journal (SIPIJ) Vol.3, No.2, April 2012 A. D. S. Jayalath et al, ―SLM and PTS Peak Power Reduction of OFDM signals Without Side Information‖,IEEE transactions on wireless communications, vol. 4, no. 5, September 2005 www.ijera.com 291|P a g e