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International Journal of Computer Applications (0975 – 8887)
Volume 69– No.15, May 2013
26
Peak-to-Average Power Ratio Analysis of SCFDMA
Signal by Hybrid Technique
Renu Rani
Department of Electronics and
Communication Engineering
RKGIT, India
Garima Saini
Department of Electronics and
Communication Engineering
NITTTR, India
Anuj Kumar
Department of Applied
Instrumentation and Electronics
Engineering, RKGIT, India
ABSTRACT
The low peak-to-average power ratio (PAPR) in single-carrier
systems has motivated the Long Term Evolution (LTE) Third
Generation Partnership Project (3GPP) to adopt single carrier
frequency division multiple access (SC-FDMA) as the uplink
multiple access scheme. In this paper, an enhancement of a
SC-FDMA system by decreasing the PAPR is focused. A
combination of clipping and Pulse shaping (RRC filter) is
applied on a SC-FDMA signal with IFDMA subcarrier
mapping, which results in a PAPR reduction. This PAPR
reduction by hybrid (clipping & pulse shaping) technique can
be used to enhance the power efficiency of the handset, or
alternatively to improve uplink throughput and/or operating
range.
Keywords
SC-FDMA, 3GPP LTE, PAPR, RRC.
1. INTRODUCTION
The further increasing demand on high data rates in wireless
communications systems has arisen in order to support
broadband services.3GPP long term evolution (LTE) has
adopted orthogonal frequency division multiplexing access
(OFDMA) for downlink transmission and single carrier
frequency division multiple access (SCFDMA) for uplink [1].
This is to compensate for a drawback with normal OFDMA,
which has a very high peak to average power ratio
(PAPR).High PAPR requires expensive and inefficient power
amplifiers with high requirements on linearity, which
increases the cost of the terminal and drains the battery faster.
SCFDMA signal has lower PAPR because of its inherent
single carrier structure [2]. This paper is organized as follows.
In the next section, SCFDMA system model is introduced,
and then we discuss the PAPR and proposed SCFDMA
system. Performance evaluation is addressed in the following
section, and the final section concludes the paper.
2. SCFDMA SYSTEM MODEL
The basic principle of a LTE SC-FDMA transmission system
is shown in Figure.1.At the transmitter side, a baseband
modulator transmits the binary input in one of several possible
modulation formats including QPSK or 16 level-QAM.N-
point discrete Fourier transform (DFT) produce a frequency
domain representation of these modulated symbols.The output
of the DFT is then applied to consecutive inputs of a size-M
IDFT (M >N) where the unused input of IDFT are set to zero.
If they are equal (M=N), they simply cancel out and it
becomes a conventional single user single carrier system with
frequency domain equalization. However, if N is smaller than
M and the remaining inputs to the IDFT are set to zero, the
output of the IDFT will be a signal with ‘single carrier’
properties, i.e. a signal with low power variations, and with a
bandwidth that depends on N. The SC-FDMA is single
carrier, not single frequency. The data signal of each user
consists of a lot of frequency. DFT of SC-FDMA is used to
filter the frequency items and maps them into IDFT to reform
single user waveform. This may justify the reduced peak-to
average lower ratio (PAPR) experienced in the IDFT output
[3].
In SCFDMA, there are three methods of assigning the M
frequency domain modulation Symbol to subcarriers:
Distributed subcarrier mapping (DFDMA), Localized
subcarrier mapping (LFDMA), and interleaved subcarrier
mapping (IFDMA), a special case of distributed FDMA. In
the localized subcarrier mapping mode, the modulation
symbols are assigned to M adjacent subcarriers. In the
distributed mode, the symbols are equally spaced across the
entire channel bandwidth. The distributed and localized
mapping of DFT precoded data sequence to OFDM
subcarriers is sometimes collectively referred to as DFT-
spread OFDM. In general, SCFDMA signals have lower
PAPR than OFDMA signals and LFDMA incurs higher PAPR
compared to IFDMA.Though IFDMA is more desirable than
LFDMA in terms of PAPR power efficiency, LFDMA is
superior in terms of throughput. Therefore, LFDMA has been
widely implemented in LTE [2].
Clipping, companding and pulse shaping techniques are used
to improve the PAPR performance of SCFDMA signal.
Clipping is the simplest method that can limit the amplitude of
the signal to some desired threshold value. It is a nonlinear
process and may cause in-band distortion and out of-band
radiation. SC-FDMA is a single carrier modulation scheme,
and pulse shaping is required to band limit the transmitted
signal but it enlarges the PAPR of the SC-FDMA transmitted
signals. In this paper performance of IFDMA subcarrier
mapping scheme based SCFDMA system with hybrid
technique (clipping and pulse shaping filter) is analyzed in
terms of PAPR.
International Journal of Computer Applications (0975 – 8887)
Volume 69– No.15, May 2013
27
Figure 1. Transmitter and receiver structure of
SCFDMA system model
3. PAPR DEFINITION
The PAPR in SC-FDMA is required to be as small as
possible. The PAPR is defined as the ratio of peak power to
average power of the transmitted signal in a given
transmission block and is given by [4]:
The cumulative distribution function (CDF) of the PAPR is
one of the most performance measures for different PAPR
reduction techniques. Most researches use complementary
CDF (CCDF) instead of CDF. The CCDF of the PAPR
denotes the probability that the PAPR of a data block exceeds
a given threshold PAPR>PAPRth [5].
4. PROPOSED SCFDMA SYSTEM
After IDFT in Figure.1 the clipping and Pulse shaping
(RRCF) arrangement is implemented as shown in Figure.2.
The proposed system provides enhancement in terms of
PAPR. The clipping function is given by:
Where xn is the clipped signal, x is the base-band signal, A is
the peak amplitude and φ is the phase of the baseband signal
which has no change due to clipping [5], [6].
In a single-carrier communication system, pulse shaping is
required to band limit the signal and ensures it meets the
spectrum mask [7]. Root raised cosine (RRC) filter is used to
pulse shape the SC-FDMA signals [8].
RRC is used as the transmit and receive filter in a digital
communication system to perform matched filtering. The
combined response of two such filters is that of the raised-
cosine filter. Its name stems from the fact that the non-zero
portion of the frequency spectrum of its simplest form β = 1
(called the roll-off factor) is a cosine function. The RRC filter
is characterized by two values; β and Ts (reciprocal of the
symbol-rate). The impulse response of such a filter can be
given as:
Unlike the raised-cosine filter, the impulse response is not
zero at the intervals of ±Ts. However, the combined transmit
and receive filters form a raised-cosine filter which have zero
at the intervals of ±Ts. Only in the case of β = 0, the root
raised-cosine have zeros at ±Ts [3].
Figure 2. Block diagram of the proposed scheme
Input data
Modulation
Output data
Demodulation
N-DFT N-IDFT
Subcarrier
mapping
Subcarrier
demapping
mappingM-IDFT M-DFT
Add CP Remove CP
Channel
Pulse
shaping
Input data
Modulation
Output data
Demodulation
N-DFT
N-IDFT
Subcarrier
mapping
Subcarrier
demapping
mapping
M-IDFT
M-DFT
Clipping
Remove CP
Channel
Add CP
International Journal of Computer Applications (0975 – 8887)
Volume 69– No.15, May 2013
28
The method of applying algorithm is summarized as follow:
1. The binary input signal is passed through the modulation,
introducing blocks of data symbols.
2. Each block of data symbols is converted to frequency
domain by DFT operation.
3. After DFT spread, Subcarrier mapping and IDFT operation
is applied to the block of symbols.
4. After that, the amplitude of the signal in the time domain is
clipped and RRC filtering is applied. Then PAPR is
computed.
5. SIMULATION RESULTS
Computer simulations are performed using MATLAB to
validate the results. To evaluate the PAPR of system
configuration we simulated the transmission of 105
random
data points. After calculating the PAPR the data was presented
as an empirical complementary cumulative distribution
function (CCDF).Table.1 illustrates the parameters
implemented in the simulation for the SC-FDMA system
using interleaved allocation.
Table 1. Simulation Parameters
Description Parameter
System bandwidth 5 MHz
No. of subcarriers 512
Data block size 16, 64, 128
Roll off factor 0.1, 0.3, 0.5
Oversampling factor 4
No. of iteration 105
Modulation data type QAM
Subcarrier mapping IFDMA
Figures.3 and 4 show the simulation results. The CCDF of the
PAPR for proposed SCFDMA system with IFDMA subcarrier
mapping scheme is shown in Figure 3.Modulation scheme
is16QAM, M=512, N=16.Root raised cosine filter with roll
off factor 0.1, 0.3 and 0.5 is used after clipping. With clipping
technique reduction in PAPR is obtained by adjusting clipping
level.
It can be seen that PAPR for proposed SCFDMA is reduced
with increasing the roll off factor for RRC filter from 0.1 to
0.5. This is because as β increases (i.e. larger excess
bandwidth), the RRC filter ripples decay faster. Thus, the peak
value of the transmit signal waveform will reduce
appropriately. RRC filter with high roll off factor reduces
PAPR significantly but price paid is increased bandwidth
requirement. So a middle value of roll off factor is chosen
according to application.
From simulation results it is also clear that if IFDMA with
clipping and RRC pulse shaping is applied on a different
number of subcarriers better PAPR reductions performances
can be achieved for a large number of subcarriers. In Figure.4
increasing N from 16 to 128 with roll off factor 0.5, the PAPR
of proposed SCFDMA system is reduced up to 4.9dB. It is
clear that there is a decrease in the PAPR for the proposed
scheme compared to the conventional.
1 2 3 4 5 6 7 8 9
10
-5
10
-4
10
-3
10
-2
10
-1
10
0
PAPR[dB]
CCDF
rrc(beta=0.1)
rrc(beta=0.3)
rrc(beta=0.5)
Proposed(beta=0.1)
Proposed(beta=0.3)
Proposed(beta=0.5)
Figure 3. Comparison of PAPR for proposed
and rrc pulse shaping with different
roll off factor
1 2 3 4 5 6 7
10
-5
10
-4
10
-3
10
-2
10
-1
10
0
PAPR [dB]
CCDF
N=16
N=64
N=128
Figure 4. CCDF of PAPR for Proposed
SCFDMA with different N
6. CONCLUSION
In this paper, an efficient SC-FDMA system with clipping and
pulse shaping is presented and studied. Simulation results
show that the proposed technique with IFDMA subcarrier
mapping and 16QAM modulation performs better in terms of
PAPR .The results show that proposed IFDMA system can
maintain a low PAPR for a very large number of subcarriers.
It is concluded that there is a decrease in the PAPR up to
4.9dB for the proposed scheme compared to the conventional
by controlling number of symbols, roll off factor, clipping
level. The resulting PAPR reduction can be used to enhance
handset power efficiency.
International Journal of Computer Applications (0975 – 8887)
Volume 69– No.15, May 2013
29
7. REFERENCES
[1] Meza C.A, Kyujin Lee, Kyesan Lee, 2011, “PAPR
reduction in single carrier FDMA uplink system using
parametric linear pulses”, ICT Convergence (ICTC),
International Conference, pp.424-429.
[2] Enchang Sun, Ruizhe Yang, Pengbo Si, Yanhua Sun, and
Yanhua Zhang, 2010, “ Raised Cosine-like companding
scheme for peak-to-average power ratio reduction of
SCFDMA signals”,IEEE conference,pp.978-983.
[3] Rana M. M., Jinsang Kim and Won-Kyung Cho,2010,
“PAPR Reduction Technique for LTE SC-FDMA
Systems Using Root-Raised Cosine Filter”,(IJCSIS)
International Journal of computer Science and
Information Security, Vol. 8, No. 6, pp.66-71.
[4] Myung G.H.,Lim J.and Goodman D.J., 2006,“Peak-to-
Average power Ratio of Single Carrier FDMA Signals
with Pulse Shaping”, in Proceeding of the IEEE
International Symposium on Personal, Indoor and Mobile
Radio Communications, pp.1-5.
[5] Al-Kamali F.S., Dessouky M.I.,Sallam B.M., El-Samie
F.E., 2011, “Peak-to-Average Power Ratio Reduction for
SCFDMA using Distortion Reduction Algorithm”,
International Journal of Research and Reviews in
Computer Science (IJRRCS) ,Vol. 2, No. 3, pp.793-799.
[6] Rana. M.M., 2008, “Clipping Based PAPR Reduction
Method for LTE OFDMA Systems”, International
Journal of Electrical & Computer Sciences IJECS-
IJENS, Vol. 10, No.05, pp. 45-48.
[7] Mansor Z., Nix A., and McGeehan Joe,2010, “PAPR
Reduction for Single Carrier FDMA LTE Systems using
Frequency Domain Spectral Shaping”, International
Journal of Research and Reviews in Computer Science
(IJRRCS), Vol. 2, No. 3,pp.371-376.
[8] Radi W., Hesham ElBadawy, Salwa ElRamly,2011,“
Peak to Average Power Ratio Reduction Techniques for
Long Term Evolution- Single Carrier Frequency Division
Multiple Access System”, (IJAEST) , Vol. 6,No. 2,
pp.230 – 236.

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Peak to avrage power ratio

  • 1. International Journal of Computer Applications (0975 – 8887) Volume 69– No.15, May 2013 26 Peak-to-Average Power Ratio Analysis of SCFDMA Signal by Hybrid Technique Renu Rani Department of Electronics and Communication Engineering RKGIT, India Garima Saini Department of Electronics and Communication Engineering NITTTR, India Anuj Kumar Department of Applied Instrumentation and Electronics Engineering, RKGIT, India ABSTRACT The low peak-to-average power ratio (PAPR) in single-carrier systems has motivated the Long Term Evolution (LTE) Third Generation Partnership Project (3GPP) to adopt single carrier frequency division multiple access (SC-FDMA) as the uplink multiple access scheme. In this paper, an enhancement of a SC-FDMA system by decreasing the PAPR is focused. A combination of clipping and Pulse shaping (RRC filter) is applied on a SC-FDMA signal with IFDMA subcarrier mapping, which results in a PAPR reduction. This PAPR reduction by hybrid (clipping & pulse shaping) technique can be used to enhance the power efficiency of the handset, or alternatively to improve uplink throughput and/or operating range. Keywords SC-FDMA, 3GPP LTE, PAPR, RRC. 1. INTRODUCTION The further increasing demand on high data rates in wireless communications systems has arisen in order to support broadband services.3GPP long term evolution (LTE) has adopted orthogonal frequency division multiplexing access (OFDMA) for downlink transmission and single carrier frequency division multiple access (SCFDMA) for uplink [1]. This is to compensate for a drawback with normal OFDMA, which has a very high peak to average power ratio (PAPR).High PAPR requires expensive and inefficient power amplifiers with high requirements on linearity, which increases the cost of the terminal and drains the battery faster. SCFDMA signal has lower PAPR because of its inherent single carrier structure [2]. This paper is organized as follows. In the next section, SCFDMA system model is introduced, and then we discuss the PAPR and proposed SCFDMA system. Performance evaluation is addressed in the following section, and the final section concludes the paper. 2. SCFDMA SYSTEM MODEL The basic principle of a LTE SC-FDMA transmission system is shown in Figure.1.At the transmitter side, a baseband modulator transmits the binary input in one of several possible modulation formats including QPSK or 16 level-QAM.N- point discrete Fourier transform (DFT) produce a frequency domain representation of these modulated symbols.The output of the DFT is then applied to consecutive inputs of a size-M IDFT (M >N) where the unused input of IDFT are set to zero. If they are equal (M=N), they simply cancel out and it becomes a conventional single user single carrier system with frequency domain equalization. However, if N is smaller than M and the remaining inputs to the IDFT are set to zero, the output of the IDFT will be a signal with ‘single carrier’ properties, i.e. a signal with low power variations, and with a bandwidth that depends on N. The SC-FDMA is single carrier, not single frequency. The data signal of each user consists of a lot of frequency. DFT of SC-FDMA is used to filter the frequency items and maps them into IDFT to reform single user waveform. This may justify the reduced peak-to average lower ratio (PAPR) experienced in the IDFT output [3]. In SCFDMA, there are three methods of assigning the M frequency domain modulation Symbol to subcarriers: Distributed subcarrier mapping (DFDMA), Localized subcarrier mapping (LFDMA), and interleaved subcarrier mapping (IFDMA), a special case of distributed FDMA. In the localized subcarrier mapping mode, the modulation symbols are assigned to M adjacent subcarriers. In the distributed mode, the symbols are equally spaced across the entire channel bandwidth. The distributed and localized mapping of DFT precoded data sequence to OFDM subcarriers is sometimes collectively referred to as DFT- spread OFDM. In general, SCFDMA signals have lower PAPR than OFDMA signals and LFDMA incurs higher PAPR compared to IFDMA.Though IFDMA is more desirable than LFDMA in terms of PAPR power efficiency, LFDMA is superior in terms of throughput. Therefore, LFDMA has been widely implemented in LTE [2]. Clipping, companding and pulse shaping techniques are used to improve the PAPR performance of SCFDMA signal. Clipping is the simplest method that can limit the amplitude of the signal to some desired threshold value. It is a nonlinear process and may cause in-band distortion and out of-band radiation. SC-FDMA is a single carrier modulation scheme, and pulse shaping is required to band limit the transmitted signal but it enlarges the PAPR of the SC-FDMA transmitted signals. In this paper performance of IFDMA subcarrier mapping scheme based SCFDMA system with hybrid technique (clipping and pulse shaping filter) is analyzed in terms of PAPR.
  • 2. International Journal of Computer Applications (0975 – 8887) Volume 69– No.15, May 2013 27 Figure 1. Transmitter and receiver structure of SCFDMA system model 3. PAPR DEFINITION The PAPR in SC-FDMA is required to be as small as possible. The PAPR is defined as the ratio of peak power to average power of the transmitted signal in a given transmission block and is given by [4]: The cumulative distribution function (CDF) of the PAPR is one of the most performance measures for different PAPR reduction techniques. Most researches use complementary CDF (CCDF) instead of CDF. The CCDF of the PAPR denotes the probability that the PAPR of a data block exceeds a given threshold PAPR>PAPRth [5]. 4. PROPOSED SCFDMA SYSTEM After IDFT in Figure.1 the clipping and Pulse shaping (RRCF) arrangement is implemented as shown in Figure.2. The proposed system provides enhancement in terms of PAPR. The clipping function is given by: Where xn is the clipped signal, x is the base-band signal, A is the peak amplitude and φ is the phase of the baseband signal which has no change due to clipping [5], [6]. In a single-carrier communication system, pulse shaping is required to band limit the signal and ensures it meets the spectrum mask [7]. Root raised cosine (RRC) filter is used to pulse shape the SC-FDMA signals [8]. RRC is used as the transmit and receive filter in a digital communication system to perform matched filtering. The combined response of two such filters is that of the raised- cosine filter. Its name stems from the fact that the non-zero portion of the frequency spectrum of its simplest form β = 1 (called the roll-off factor) is a cosine function. The RRC filter is characterized by two values; β and Ts (reciprocal of the symbol-rate). The impulse response of such a filter can be given as: Unlike the raised-cosine filter, the impulse response is not zero at the intervals of ±Ts. However, the combined transmit and receive filters form a raised-cosine filter which have zero at the intervals of ±Ts. Only in the case of β = 0, the root raised-cosine have zeros at ±Ts [3]. Figure 2. Block diagram of the proposed scheme Input data Modulation Output data Demodulation N-DFT N-IDFT Subcarrier mapping Subcarrier demapping mappingM-IDFT M-DFT Add CP Remove CP Channel Pulse shaping Input data Modulation Output data Demodulation N-DFT N-IDFT Subcarrier mapping Subcarrier demapping mapping M-IDFT M-DFT Clipping Remove CP Channel Add CP
  • 3. International Journal of Computer Applications (0975 – 8887) Volume 69– No.15, May 2013 28 The method of applying algorithm is summarized as follow: 1. The binary input signal is passed through the modulation, introducing blocks of data symbols. 2. Each block of data symbols is converted to frequency domain by DFT operation. 3. After DFT spread, Subcarrier mapping and IDFT operation is applied to the block of symbols. 4. After that, the amplitude of the signal in the time domain is clipped and RRC filtering is applied. Then PAPR is computed. 5. SIMULATION RESULTS Computer simulations are performed using MATLAB to validate the results. To evaluate the PAPR of system configuration we simulated the transmission of 105 random data points. After calculating the PAPR the data was presented as an empirical complementary cumulative distribution function (CCDF).Table.1 illustrates the parameters implemented in the simulation for the SC-FDMA system using interleaved allocation. Table 1. Simulation Parameters Description Parameter System bandwidth 5 MHz No. of subcarriers 512 Data block size 16, 64, 128 Roll off factor 0.1, 0.3, 0.5 Oversampling factor 4 No. of iteration 105 Modulation data type QAM Subcarrier mapping IFDMA Figures.3 and 4 show the simulation results. The CCDF of the PAPR for proposed SCFDMA system with IFDMA subcarrier mapping scheme is shown in Figure 3.Modulation scheme is16QAM, M=512, N=16.Root raised cosine filter with roll off factor 0.1, 0.3 and 0.5 is used after clipping. With clipping technique reduction in PAPR is obtained by adjusting clipping level. It can be seen that PAPR for proposed SCFDMA is reduced with increasing the roll off factor for RRC filter from 0.1 to 0.5. This is because as β increases (i.e. larger excess bandwidth), the RRC filter ripples decay faster. Thus, the peak value of the transmit signal waveform will reduce appropriately. RRC filter with high roll off factor reduces PAPR significantly but price paid is increased bandwidth requirement. So a middle value of roll off factor is chosen according to application. From simulation results it is also clear that if IFDMA with clipping and RRC pulse shaping is applied on a different number of subcarriers better PAPR reductions performances can be achieved for a large number of subcarriers. In Figure.4 increasing N from 16 to 128 with roll off factor 0.5, the PAPR of proposed SCFDMA system is reduced up to 4.9dB. It is clear that there is a decrease in the PAPR for the proposed scheme compared to the conventional. 1 2 3 4 5 6 7 8 9 10 -5 10 -4 10 -3 10 -2 10 -1 10 0 PAPR[dB] CCDF rrc(beta=0.1) rrc(beta=0.3) rrc(beta=0.5) Proposed(beta=0.1) Proposed(beta=0.3) Proposed(beta=0.5) Figure 3. Comparison of PAPR for proposed and rrc pulse shaping with different roll off factor 1 2 3 4 5 6 7 10 -5 10 -4 10 -3 10 -2 10 -1 10 0 PAPR [dB] CCDF N=16 N=64 N=128 Figure 4. CCDF of PAPR for Proposed SCFDMA with different N 6. CONCLUSION In this paper, an efficient SC-FDMA system with clipping and pulse shaping is presented and studied. Simulation results show that the proposed technique with IFDMA subcarrier mapping and 16QAM modulation performs better in terms of PAPR .The results show that proposed IFDMA system can maintain a low PAPR for a very large number of subcarriers. It is concluded that there is a decrease in the PAPR up to 4.9dB for the proposed scheme compared to the conventional by controlling number of symbols, roll off factor, clipping level. The resulting PAPR reduction can be used to enhance handset power efficiency.
  • 4. International Journal of Computer Applications (0975 – 8887) Volume 69– No.15, May 2013 29 7. REFERENCES [1] Meza C.A, Kyujin Lee, Kyesan Lee, 2011, “PAPR reduction in single carrier FDMA uplink system using parametric linear pulses”, ICT Convergence (ICTC), International Conference, pp.424-429. [2] Enchang Sun, Ruizhe Yang, Pengbo Si, Yanhua Sun, and Yanhua Zhang, 2010, “ Raised Cosine-like companding scheme for peak-to-average power ratio reduction of SCFDMA signals”,IEEE conference,pp.978-983. [3] Rana M. M., Jinsang Kim and Won-Kyung Cho,2010, “PAPR Reduction Technique for LTE SC-FDMA Systems Using Root-Raised Cosine Filter”,(IJCSIS) International Journal of computer Science and Information Security, Vol. 8, No. 6, pp.66-71. [4] Myung G.H.,Lim J.and Goodman D.J., 2006,“Peak-to- Average power Ratio of Single Carrier FDMA Signals with Pulse Shaping”, in Proceeding of the IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, pp.1-5. [5] Al-Kamali F.S., Dessouky M.I.,Sallam B.M., El-Samie F.E., 2011, “Peak-to-Average Power Ratio Reduction for SCFDMA using Distortion Reduction Algorithm”, International Journal of Research and Reviews in Computer Science (IJRRCS) ,Vol. 2, No. 3, pp.793-799. [6] Rana. M.M., 2008, “Clipping Based PAPR Reduction Method for LTE OFDMA Systems”, International Journal of Electrical & Computer Sciences IJECS- IJENS, Vol. 10, No.05, pp. 45-48. [7] Mansor Z., Nix A., and McGeehan Joe,2010, “PAPR Reduction for Single Carrier FDMA LTE Systems using Frequency Domain Spectral Shaping”, International Journal of Research and Reviews in Computer Science (IJRRCS), Vol. 2, No. 3,pp.371-376. [8] Radi W., Hesham ElBadawy, Salwa ElRamly,2011,“ Peak to Average Power Ratio Reduction Techniques for Long Term Evolution- Single Carrier Frequency Division Multiple Access System”, (IJAEST) , Vol. 6,No. 2, pp.230 – 236.