SlideShare a Scribd company logo
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
ISSN (Online): 2409-4285 www.IJCSSE.org Page: 14-22 
Performance Evaluation of PAPR Reduction with SER and BER by 
Modified Clipping & Filtering in 3GPP LTE Downlink 
M. Y. Arafat1, S. Abd. Latif2, M. K. Alam3, S. S. Haque14, M. Akter5 
1, 4 Department of ETE, RUET, Rajshahi-6204, Bangladesh 
2, 3, 5 Department of Electrical and Computer Engineering, International Islamic University Malaysia, 
Kuala Lumpur, Malaysia 
1yeasir.ete.ruet09@gmail.com, 2suhaimie@iium.edu.my, 3shishir_lmu@yahoo.com, 
4snikdho.ruet.ete.09@gmail.com, 5m.tethi@gmail.com 
ABSTRACT 
This paper work focuses on performance analysis of PAPR 
reduction of orthogonal frequency division multiplexing 
(OFDM) using amplitude clipping & filtering based design. Now 
a days one of the most proficient multi-carrier transmission 
techniques widely used today is orthogonal frequency division 
multiplexing (OFDM) which has been implemented by the next 
generation wireless communication technology: Long Term 
Evolution (LTE). Extra robustness to multipath fading and 
impulse noise is provided OFDM. It eliminates inter symbol 
interference (ISI) & inter carrier interference (ICI) with certain 
procedure. Therefore peak to average power ratio (PAPR) is the 
basic problem with OFDM. However in this paper we proposed a 
reduction procedure of the PAPR by using clipping and filtering. 
Here we use a composed high pass , low pass & Chevyshev band 
pass filter II after amplitude clipping to reduce the PAPR. The 
performance of the system in terms of bit error rate (BER) and 
symbol error rate (SER) is also investigated as a new filter based 
clipping method is proposed. Our proposed clipping method with 
and composed high pass the Chevyshev bandpass filter II in 
PAPR performance of the system with a little compromise of 
BER & SER showing the significant improvement in Quadrature 
Amplitude Modulation (QAM). 
Keywords: OFDM, LTE, Chevyshev, BER, Clipping and 
Filtering(CF). 
1. INTRODUCTION 
One of the latest steps towards the 4th generation (4G) of 
radio technologies is Long term evolution (LTE) which 
has been designed to increase the capacity and speed of 
mobile telephone networks. Data usage & voice 
communication has grown fast now days in those networks 
where 3GPP High Speed Packet Access (HSPA) was 
introduced indicating that the users find using the network 
connection like broadband wireless data. 3GPP Long Term 
Evolution (LTE) has been designed to provide high data 
capacity in data delivery at a comparatively lower cost. 
But these services require highly reliable data transmission 
over most of the time in very unfriendly environment. 
Most of these transmission systems have to face much 
degradation such as large noise, multipath, interference, 
attenuation, nonlinearities, time variance and must meet 
the finite constraints like crest factor & power limitation. 
Most commonly used technique in multi-carrier 
modulation is Orthogonal Frequency Division 
Multiplexing (OFDM) which has become very popular in 
wireless communication. But its large envelope fluctuation 
which is quantified as Peak to Average Power Ratio 
(PAPR) is the major disadvantage of OFDM transmission. 
In order to operate in a perfectly linear region, the 
operating power must be kept below the available power. 
For this reason, power amplifier is used at the transmitter. 
A lot of algorithms have been developed for the reduction 
of this PAPR. All of them have their own advantages and 
disadvantages [2]. Moreover, the data rate is reduced by 
the Coding scheme which is undesirable. In case of 
applying the Partial Transmit Sequence (PTS)[11] and 
Selected Mapping (SLM) techniques, these are more 
complex than that of CF technique. If another technique 
named Tone Reservation (TR) is considered, it also allows 
the data rate loss with more likelihood of increasing power. 
As well as the techniques such as Active Constellation 
Extension (ACE) and the Tone Injection (TI) [12] having 
criteria of increasing power will be unexpected in case of 
power constraint environment. The Selected Mapping is 
one of the most commonly chosen techniques because of 
its simplicity for implementation which bears no distortion 
in the transmitted signal. It has been described first in [2] 
i.e. to be known as the classical SLM technique which 
contains one of the disadvantages like sending the extra 
Side Information (SI) index along with the transmitted 
OFDM signal. A special technique described in [1] can be 
used to avoid this issue. However using complex matrix 
sequence [13] doesn’t give the desired PAPR reduction.
15 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
In previous research works, a linear-phase FIR filter using 
the Parks-McClellan algorithm was used in the composed 
filtering [7]. Existing method [9] uses the band pass filter. 
But, using our proposed special type of composed filter, 
significant improvement was observed in the case of 
PAPR reduction. 
The rest of this paper is organized as follows: section 2 
deals with basic OFDM technique and PAPR calculation, 
Clipping and Filtering technique in section 3, section 4 
proposed clipping and filtering technique, in section 4 
explains design and simulation and this paper is concluded 
with the last part. 
2. BASIC OFDM TECHNIQUE AND PAPR 
CALCULATION 
Orthogonal Frequency Division Multiplexing (OFDM) 
technique divides the frequency spectrum into sub-bands 
small enough so that the channel effects are constant (flat) 
over a given sub-band. After that a classical IQ (In phase 
Quadrature phase) modulation QPSK, M-QAM, BPSK, 
etc. are sent over the sub-band. If it can be designed 
correctly, all the fast changing effects of the channel will 
disappear during the transmission of a single symbol and 
thus will be treated as flat fading at the receiver. OFDM is 
a special form of multicarrier modulation (MCM) with 
densely spaced subcarriers with overlapping spectra 
allowing multiple-access. A large number of orthogonal 
subcarriers are used to carry data which are closely spaced. 
For each subcarrier, the data is divided into several parallel 
data streams or channels. Each subcarrier is modulated 
using a conventional modulation scheme like Phase Shift 
Keying (PSK) or Quadrature Amplitude Modulation 
(QAM) at a low symbol rate. In this case the total data rate 
is to be maintained similar to that of the conventional 
single carrier modulation scheme with the same bandwidth. 
For achieving high data rate and combating with multipath 
fading in Wireless Communications Orthogonal Frequency 
Division Multiplexing (OFDM) is a promising technique. 
It is a special form of multicarrier modulation which is 
particularly suited for transmission over a dispersive 
channel. The different carriers are totally independent of 
one another which denotes that they are orthogonal to each 
other. By placing the carrier exactly at the nulls in the 
modulation spectra of each other these orthogonal carriers 
can be achieved as shown in the following Figure 1. Each 
carrier has an integer number of cycles over a symbol 
period denoting the orthogonally of the carriers. The 
spectrum of each carrier has a null at the centre frequency 
of each of the other carriers in the system due to this 
integer number of cycles which results in no interference 
between the carriers that allows them to be spaced as close 
as possible. The problem of overhead carrier spacing can 
be recovered that is required in Frequency Division 
Multiplexing (FDM). For bandwidth efficiency [4] this 
multicarrier transmission scheme allows the overlapping 
of the spectra of subcarriers. 
Fig. 1. OFDM Spectrum 
As a result of incidence of large number of independently 
modulated sub-carriers in an OFDM system, as compared 
to the average of the total system, the peak value of the 
system may be very high. The coherent summation of N 
signals having same phase produces a peak which is N 
times the average signal [3]. In the design of both high 
power amplifier (HPA) and digital-to-analog (DAC) 
converter, PAPR is an vital factor in order to generate 
almost error-free (minimum errors) transmitted OFDM 
symbols. 
In the transmitter, the linear power amplifiers are used in 
order to make sure that the Q-point must be in the linear 
region. The Q-point moves to the saturation region due to 
the high PAPR resulting in the clipping of signal peaks 
which generates in-band and out-off band distortion. The 
dynamic range of the power amplifier should be increased 
to keep the Q-point in the linear region which again 
reduces its efficiency and enhances the cost. Hence a 
trade-off exists between nonlinearity and efficiency. With 
the incensement of this dynamic range, the cost of power 
amplifier increases. As communication engineer our 
objective undergoes investigating the comparative 
performance analysis of different higher order modulation 
techniques by using amplitude clipping & filtering based 
design (signal distortion) to reduce PAPR. 
The ratio between the maximum power & the average 
power is defined for the envelope of a baseband complex 
signal ̃(t) i.e.[2] 
PAPR =
(1) 
PAPR{̃(t) }=  |̃()| 
 |̃()| (2) 
For the complex pass band signal s(t) we can also write 
this PAPR equation as follow: 
PAPR{ s(t) } =  |() | 
 |() | (3) 
Now, equation (3) can be written as:
16 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
Fig. 2. Input Output characteristics of an HPA 
PAPR{s(t) }=  () 
 ! 
=  ()  
 
∫  
 % 
|() | $ (4) 
Here, Pavg denotes the average power of the complex pass 
band signal s(t)  in the frequency domain it can be 
computed because Inverse Fast Fourier Transform (IFFT) 
is a unitary (scaled) transformation. For superior estimated 
the PAPR of continuous time OFDM signals, the OFDM 
signals samples are obtained by L times oversampling. The 
time domain samples which are L times oversampled are 
the NL point IFFT of the data block including (L-1)N 
zero-padding. As a result, the oversampled IFFT output 
can be expressed as the following equation: 
X[n] = 1 
,-. 
/0 1 
√ ) ((Σ + 
2345 
67 ) (5) 
3. CLIPPING AND FILTERING 
TECHNIQUE 
For PAPR reduction in 3GPP LTE downlink system, one 
of the easiest techniques which can be followed is 
Amplitude Clipping of the signal and after that filtering the 
signal. To do limit the peak envelope or amplitude of the 
input signal a threshold value of the amplitude is made 
fixed here [5]. 
The CR or clipping ratio is defined as below: 
CR=  
8 (6) 
Here, P denotes the amplitude of the signal and σ denotes 
the root mean squared value of the OFDM signal 
(unclipped). The clipping function is performed in digital 
time domain before the digital to analog (D/A) conversion 
and the process is described by the following equation: 
9: 
=  
9 9 ≤  
1?∅(A) 9   (7) 
where, 9: 
is the clipped signal, the transmitted signal is 
9, the amplitude and the phase of the transmitted signal, 
9 is M and ∅(9) respestively. 
4. PROPOSED CLIPPING AND 
FILTERING TECHNIQUE 
By indicating the second point of limitation [8], less BER 
degradation can be obtained and that is clipped signal 
passed through the band pass filter (BPF). 
Clipped signal would pass through a high pass filter 
(HPF) [7] was the phenomenon for the former designed 
scheme for clipping  filtering method. In the figure 3, the 
proposed method is shown. 
The input of the IFFT block is the interpolated signal 
introducing 
Q(Z −1) zeros in the middle of the original signal is 
expressed as: 
C′[] = FC[] GHI, 0 ≤ L ≤ M 
N , OP − M 
N  L  OP 
0 , SLℎ1IUV1 
(8) 
The Z-times oversampled discrete-time signal is generated 
in this system as the following equation: 
W′[I] = 1 
YXPO Σ C′[]1Z[ 
234Δ] 
`M-. ^_ 
/0 ; r=0,1,…,Q(Z-1) (9) 
After that the above over-sampled-discrete time signal gets 
modulated with carrier frequency fc, yielding a pass band 
signal Be’[r] 
Fig. 3. Proposed Clipping and Filtering Block Diagram 
 [r] is the clipped version of Be’[r] which 
Now, assuming W
 
is expressed as the following equation: 
 [r]=a 
W
 
− Be′[r] ≤ −M 
Be′[r] ⎸Be′[r]⎸   
 Be′[r] ≥ M 
(10) 
Here, the pre-specified clipping level is M. The signals are 
passed through the proposed Composed Filter after
17 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
clipping. A set of FFT-IFFT operations are performed in 
the filter, where after the FFT function the filtering 
operation occurs in the frequency domain. The FFT 
function transforms the clipped signal, W
 
 [r] into the 
 [s]. The 
frequency domain  results in the term C
 
 [s] are then passed through 
information components of C
 
a high pass filter (HPF) generating Wh 
 [s]. This filtered 

 
Wh 
signal is then passed through the unchanged condition of 
IFFT block. Here, the out-of-band radiation that fell in the 
zeros is set back to zero. The signal is transformed in to 
time domain by The IFFT block of the filter and thus 
obtain  [r]. After a low pass filtering our desired signal 

 
is B’[r](s). 
5. DESIGN AND SIMULATION 
The observations were actually based on only QAM 
modulation. Table 1 shows the values of parameters used 
in the simulation for analysing the performance of clipping 
and filtering technique. It can be seen from the simulations 
results that it is possible for clipping and filtering scheme 
to reduce peak to average power ratio (PAPR). Simulation 
is done in the QAM modulation scheme i.e. 4-QAM has 
been used in OFDM generation which is very effective 
modulation techniques in 4G technologies having a 
bandwidth conserving modulation technique. The number 
of sub-carriers N is randomly having a sampling frequency 
of FS= 8 MHz, satisfies the condition of orthogonality. 
PAPR(dB) of the original OFDM is computed by 
oversampling the number of sub-carriers K by the 
oversampling factor of L=8 while L=4 is enough, by 
insertion of (L-1) N zeros to reduce the ISI. 
Complementary Cumulative Distribution Function 
(CCDF) of PAPR is the measure of probability that how 
much higher is the PAPR value in comparison to PAPR 
(dB) is calculated by Monte-Carlo simulation. 
Table 1: Parameter used for simulation 
Bandwidth, BW 1 MHz 
Over Sampling Factor, Z 8 
Sampling Frequency, fs 1 MHz 
Carrier Frequency, fc 12 MHz 
Cyclic Prefix Size 16 
No. of Subcarrier/FFT 
256 
Size, N 
Clipping Ratio 0.6,0.8,1.0,1.2,1.4,1.6 
Modulation 16-QAM 
It can be seen from the simulations results that it is 
possible for clipping and filtering scheme to reduce peak 
to average power ratio (PAPR). Simulation is done in the 
way, QAM modulation scheme i.e. 16-QAM has been 
used in OFDM generation which is very effective 
modulation techniques in 4G technologies having a 
bandwidth conserving modulation technique. The number 
of sub-carriers N is randomly having a sampling frequency 
of FS = 8 MHz, satisfies the condition of orthogonality. 
PAPR(db) of the original OFDM is computed by 
oversampling the number of sub-carriers N by the 
oversampling factor of Z=8 while Z=4 is enough, by 
insertion of (Z-1) N zeros to reduce the ISI. 
Complementary Cumulative Distribution Function 
(CCDF) of PAPR is the measure of probability that how 
much higher is the PAPR value in comparison to PAPR 
(db) is calculated by Monte-Carlo simulation. 
Figure 8 shows the existing PAPR calculation for filtering 
and clipping and the BER performance.[10] 
In Figure (3)-(7) is given the Random Signal Bits, 
Modulated Signal(Transmitted),Received Signal, Scattered 
Demodulated Signal  Received Random bits for 16- 
QAM. Figure (8) to (10) shows the unclipped and without 
CP of Passband and Baseband signal before clipping and 
filtering and after clipping  filtering with proposed 
filtering of the signal of different clipping ratio’s. Symbol 
Error Rate of different QAM modulation and for 16-QAM 
in simulated condition is given in Figure (17) to (18). 
Figure 15 shows the PAPR reduction for proposed filtering 
technique. 
Fig. 3. Random Transmitted bits for 16-QAM 
Fig. 4. Random Transmitted Symbols for 16-QAM
18 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
Fig. 5. Modulated Transmitted Signals for 16-QAM 
Fig. 6. Received Signal for 16-QAM 
Fig. 7. Signal after Demodulation for 16-QAM 
a. 
b. 
c. 
Fig. 8 a)Unclipped, b)Clipped, c)Clipped  Filtering for CR=0.6
19 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
a. 
b. 
c. 
Fig. 9. a)Unclipped, b)Clipped, c)Clipped  Filtering for CR=0.8 
a. 
b. 
c. 
Fig. 10. a)Unclipped, b)Clipped, c)Clipped  Filtering for CR=1.0
20 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
a. 
b. 
c. 
Fig. 11. a)Unclipped, b)Clipped, c)Clipped  Filtering for CR=1.2 
a. 
b. 
c. 
Fig. 12. a)Unclipped, b)Clipped, c)Clipped  Filtering for CR=1.4
21 
International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 
M. Y. Arafat et al. 
a. 
b. 
c. 
Fig. 13. a)Unclipped, b)Clipped, c)Clipped  Filtering for CR=1.6 
Fig. 14. Existing Method for PAPR Reduction for clipping and Filtering 
Fig. 15. Proposed Method for PAPR Reduction for clipping and Filtering 
Fig. 16. BER performance by Proposed Method 
Fig. 17. Symbol Error Rate for different M-ary QAM modulation

More Related Content

PDF
Performance comparison of two clipping based filtering methods for papr reduc...
ijmnct
 
PDF
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
IRJET Journal
 
PDF
N0102196100
IOSR Journals
 
PDF
Tlen 5510 Term Project
Mithul Thanu
 
PDF
A Review Paper on: The PAPR Analysis of MIMO-OFDM Systems
IJEEE
 
PDF
Adaptive Resource Allocation in MIMO-OFDM Communication System
ijsrd.com
 
PDF
A Review on Channel Capacity Enhancement in OFDM
paperpublications3
 
PDF
New Technique Combining the Tone Reservation Method with Clipping Technique t...
IJECEIAES
 
Performance comparison of two clipping based filtering methods for papr reduc...
ijmnct
 
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
IRJET Journal
 
N0102196100
IOSR Journals
 
Tlen 5510 Term Project
Mithul Thanu
 
A Review Paper on: The PAPR Analysis of MIMO-OFDM Systems
IJEEE
 
Adaptive Resource Allocation in MIMO-OFDM Communication System
ijsrd.com
 
A Review on Channel Capacity Enhancement in OFDM
paperpublications3
 
New Technique Combining the Tone Reservation Method with Clipping Technique t...
IJECEIAES
 

What's hot (19)

PDF
A simplified spatial modulation MISO-OFDM scheme
TELKOMNIKA JOURNAL
 
PDF
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
IOSR Journals
 
PDF
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
iosrjce
 
PDF
PAPR Reduction in OFDM using Active and Non-Active Channels
IOSR Journals
 
PDF
IRJET- BER Reduction of Distributed Spatial Modulation in Cooperative Relay N...
IRJET Journal
 
PDF
D010231821
IOSR Journals
 
PDF
Improving Power Efficiency in Cooperative Diversity and Mimo Systems by Using...
IJERA Editor
 
PDF
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
IJCSEA Journal
 
PDF
A modified design of acf operation for reducing papr of ofdm signal
ijngnjournal
 
PDF
Performance analysis of papr reduction techniques in multicarrier modulation ...
eSAT Publishing House
 
PDF
EFFICIENCY ENHANCEMENT BASED ON ALLOCATING BIZARRE PEAKS
ijwmn
 
PDF
IRJET- A Computational Study on Fracture Process Zone for Single Edged Notche...
IRJET Journal
 
PDF
B011120510
IOSR Journals
 
PDF
Performance evaluation of route selection schemes over a clustered cognitive ...
Conference Papers
 
PDF
40120140505007 2-3
IAEME Publication
 
PDF
40120140505007 2-3-4
IAEME Publication
 
PDF
Ofdm based radcom system with improved
ijcsity
 
PDF
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
pijans
 
PDF
Ofdm mimo and v-blast algorithm-key to high speed wireless communication
IAEME Publication
 
A simplified spatial modulation MISO-OFDM scheme
TELKOMNIKA JOURNAL
 
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
IOSR Journals
 
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
iosrjce
 
PAPR Reduction in OFDM using Active and Non-Active Channels
IOSR Journals
 
IRJET- BER Reduction of Distributed Spatial Modulation in Cooperative Relay N...
IRJET Journal
 
D010231821
IOSR Journals
 
Improving Power Efficiency in Cooperative Diversity and Mimo Systems by Using...
IJERA Editor
 
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
IJCSEA Journal
 
A modified design of acf operation for reducing papr of ofdm signal
ijngnjournal
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
eSAT Publishing House
 
EFFICIENCY ENHANCEMENT BASED ON ALLOCATING BIZARRE PEAKS
ijwmn
 
IRJET- A Computational Study on Fracture Process Zone for Single Edged Notche...
IRJET Journal
 
B011120510
IOSR Journals
 
Performance evaluation of route selection schemes over a clustered cognitive ...
Conference Papers
 
40120140505007 2-3
IAEME Publication
 
40120140505007 2-3-4
IAEME Publication
 
Ofdm based radcom system with improved
ijcsity
 
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
pijans
 
Ofdm mimo and v-blast algorithm-key to high speed wireless communication
IAEME Publication
 
Ad

Similar to Performance Evaluation of PAPR Reduction with SER and BER by Modified Clipping & Filtering in 3GPP LTE Downlink (20)

PDF
Sc fdma -an efficient technique for papr reduction in
eSAT Publishing House
 
PDF
Performance improvement for papr reduction in lte downlink system with ellipt...
IJCNCJournal
 
PDF
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
IRJET Journal
 
PDF
Comparative performance analysis of different modulation techniques for papr ...
IJCNCJournal
 
PDF
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
ijwmn
 
PDF
Ay4101287291
IJERA Editor
 
PDF
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
josephjonse
 
PDF
A low complexity partial transmit sequence scheme for
eSAT Publishing House
 
PDF
A low complexity partial transmit sequence scheme for better papr reduction i...
eSAT Journals
 
PDF
PAPR REDUCTION TECHNIQUES AND THEIR BIT ERROR RATE MEASUREMENT AT OFDM IN LTE...
pijans
 
PDF
PAPR REDUCTION TECHNIQUES AND THEIR BIT ERROR RATE MEASUREMENT AT OFDM IN LTE...
pijans
 
PDF
PAPR Reduction Techniques and Their BIT Error Rate Measurement at OFDM in LTE...
pijans
 
PDF
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
ijcisjournal
 
PDF
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
IJSRD
 
PDF
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
IJSRD
 
PDF
Aj044236240
IJERA Editor
 
PDF
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
ijmnct
 
PDF
Enhanced Papr Reduction in OFDM Systems using Adaptive Clipping with Dynamic ...
IJCNCJournal
 
PDF
A review paper on the papr analysis of orthogonal frequency division multiple...
ijmnct
 
PDF
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET Journal
 
Sc fdma -an efficient technique for papr reduction in
eSAT Publishing House
 
Performance improvement for papr reduction in lte downlink system with ellipt...
IJCNCJournal
 
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
IRJET Journal
 
Comparative performance analysis of different modulation techniques for papr ...
IJCNCJournal
 
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
ijwmn
 
Ay4101287291
IJERA Editor
 
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
josephjonse
 
A low complexity partial transmit sequence scheme for
eSAT Publishing House
 
A low complexity partial transmit sequence scheme for better papr reduction i...
eSAT Journals
 
PAPR REDUCTION TECHNIQUES AND THEIR BIT ERROR RATE MEASUREMENT AT OFDM IN LTE...
pijans
 
PAPR REDUCTION TECHNIQUES AND THEIR BIT ERROR RATE MEASUREMENT AT OFDM IN LTE...
pijans
 
PAPR Reduction Techniques and Their BIT Error Rate Measurement at OFDM in LTE...
pijans
 
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
ijcisjournal
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
IJSRD
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
IJSRD
 
Aj044236240
IJERA Editor
 
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
ijmnct
 
Enhanced Papr Reduction in OFDM Systems using Adaptive Clipping with Dynamic ...
IJCNCJournal
 
A review paper on the papr analysis of orthogonal frequency division multiple...
ijmnct
 
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET Journal
 
Ad

Recently uploaded (20)

PDF
Packaging Tips for Stainless Steel Tubes and Pipes
heavymetalsandtubes
 
PDF
EVS+PRESENTATIONS EVS+PRESENTATIONS like
saiyedaqib429
 
PPTX
sunil mishra pptmmmmmmmmmmmmmmmmmmmmmmmmm
singhamit111
 
PDF
top-5-use-cases-for-splunk-security-analytics.pdf
yaghutialireza
 
PPT
Understanding the Key Components and Parts of a Drone System.ppt
Siva Reddy
 
PDF
Advanced LangChain & RAG: Building a Financial AI Assistant with Real-Time Data
Soufiane Sejjari
 
DOCX
SAR - EEEfdfdsdasdsdasdasdasdasdasdasdasda.docx
Kanimozhi676285
 
PDF
The Effect of Artifact Removal from EEG Signals on the Detection of Epileptic...
Partho Prosad
 
PDF
Introduction to Ship Engine Room Systems.pdf
Mahmoud Moghtaderi
 
PDF
67243-Cooling and Heating & Calculation.pdf
DHAKA POLYTECHNIC
 
PPTX
Chapter_Seven_Construction_Reliability_Elective_III_Msc CM
SubashKumarBhattarai
 
PDF
LEAP-1B presedntation xxxxxxxxxxxxxxxxxxxxxxxxxxxxx
hatem173148
 
PDF
Zero Carbon Building Performance standard
BassemOsman1
 
PDF
Unit I Part II.pdf : Security Fundamentals
Dr. Madhuri Jawale
 
PDF
FLEX-LNG-Company-Presentation-Nov-2017.pdf
jbloggzs
 
PPTX
Inventory management chapter in automation and robotics.
atisht0104
 
PDF
2010_Book_EnvironmentalBioengineering (1).pdf
EmilianoRodriguezTll
 
PPTX
database slide on modern techniques for optimizing database queries.pptx
aky52024
 
PDF
Machine Learning All topics Covers In This Single Slides
AmritTiwari19
 
PPTX
FUNDAMENTALS OF ELECTRIC VEHICLES UNIT-1
MikkiliSuresh
 
Packaging Tips for Stainless Steel Tubes and Pipes
heavymetalsandtubes
 
EVS+PRESENTATIONS EVS+PRESENTATIONS like
saiyedaqib429
 
sunil mishra pptmmmmmmmmmmmmmmmmmmmmmmmmm
singhamit111
 
top-5-use-cases-for-splunk-security-analytics.pdf
yaghutialireza
 
Understanding the Key Components and Parts of a Drone System.ppt
Siva Reddy
 
Advanced LangChain & RAG: Building a Financial AI Assistant with Real-Time Data
Soufiane Sejjari
 
SAR - EEEfdfdsdasdsdasdasdasdasdasdasdasda.docx
Kanimozhi676285
 
The Effect of Artifact Removal from EEG Signals on the Detection of Epileptic...
Partho Prosad
 
Introduction to Ship Engine Room Systems.pdf
Mahmoud Moghtaderi
 
67243-Cooling and Heating & Calculation.pdf
DHAKA POLYTECHNIC
 
Chapter_Seven_Construction_Reliability_Elective_III_Msc CM
SubashKumarBhattarai
 
LEAP-1B presedntation xxxxxxxxxxxxxxxxxxxxxxxxxxxxx
hatem173148
 
Zero Carbon Building Performance standard
BassemOsman1
 
Unit I Part II.pdf : Security Fundamentals
Dr. Madhuri Jawale
 
FLEX-LNG-Company-Presentation-Nov-2017.pdf
jbloggzs
 
Inventory management chapter in automation and robotics.
atisht0104
 
2010_Book_EnvironmentalBioengineering (1).pdf
EmilianoRodriguezTll
 
database slide on modern techniques for optimizing database queries.pptx
aky52024
 
Machine Learning All topics Covers In This Single Slides
AmritTiwari19
 
FUNDAMENTALS OF ELECTRIC VEHICLES UNIT-1
MikkiliSuresh
 

Performance Evaluation of PAPR Reduction with SER and BER by Modified Clipping & Filtering in 3GPP LTE Downlink

  • 1. International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 ISSN (Online): 2409-4285 www.IJCSSE.org Page: 14-22 Performance Evaluation of PAPR Reduction with SER and BER by Modified Clipping & Filtering in 3GPP LTE Downlink M. Y. Arafat1, S. Abd. Latif2, M. K. Alam3, S. S. Haque14, M. Akter5 1, 4 Department of ETE, RUET, Rajshahi-6204, Bangladesh 2, 3, 5 Department of Electrical and Computer Engineering, International Islamic University Malaysia, Kuala Lumpur, Malaysia [email protected], [email protected], [email protected], [email protected], [email protected] ABSTRACT This paper work focuses on performance analysis of PAPR reduction of orthogonal frequency division multiplexing (OFDM) using amplitude clipping & filtering based design. Now a days one of the most proficient multi-carrier transmission techniques widely used today is orthogonal frequency division multiplexing (OFDM) which has been implemented by the next generation wireless communication technology: Long Term Evolution (LTE). Extra robustness to multipath fading and impulse noise is provided OFDM. It eliminates inter symbol interference (ISI) & inter carrier interference (ICI) with certain procedure. Therefore peak to average power ratio (PAPR) is the basic problem with OFDM. However in this paper we proposed a reduction procedure of the PAPR by using clipping and filtering. Here we use a composed high pass , low pass & Chevyshev band pass filter II after amplitude clipping to reduce the PAPR. The performance of the system in terms of bit error rate (BER) and symbol error rate (SER) is also investigated as a new filter based clipping method is proposed. Our proposed clipping method with and composed high pass the Chevyshev bandpass filter II in PAPR performance of the system with a little compromise of BER & SER showing the significant improvement in Quadrature Amplitude Modulation (QAM). Keywords: OFDM, LTE, Chevyshev, BER, Clipping and Filtering(CF). 1. INTRODUCTION One of the latest steps towards the 4th generation (4G) of radio technologies is Long term evolution (LTE) which has been designed to increase the capacity and speed of mobile telephone networks. Data usage & voice communication has grown fast now days in those networks where 3GPP High Speed Packet Access (HSPA) was introduced indicating that the users find using the network connection like broadband wireless data. 3GPP Long Term Evolution (LTE) has been designed to provide high data capacity in data delivery at a comparatively lower cost. But these services require highly reliable data transmission over most of the time in very unfriendly environment. Most of these transmission systems have to face much degradation such as large noise, multipath, interference, attenuation, nonlinearities, time variance and must meet the finite constraints like crest factor & power limitation. Most commonly used technique in multi-carrier modulation is Orthogonal Frequency Division Multiplexing (OFDM) which has become very popular in wireless communication. But its large envelope fluctuation which is quantified as Peak to Average Power Ratio (PAPR) is the major disadvantage of OFDM transmission. In order to operate in a perfectly linear region, the operating power must be kept below the available power. For this reason, power amplifier is used at the transmitter. A lot of algorithms have been developed for the reduction of this PAPR. All of them have their own advantages and disadvantages [2]. Moreover, the data rate is reduced by the Coding scheme which is undesirable. In case of applying the Partial Transmit Sequence (PTS)[11] and Selected Mapping (SLM) techniques, these are more complex than that of CF technique. If another technique named Tone Reservation (TR) is considered, it also allows the data rate loss with more likelihood of increasing power. As well as the techniques such as Active Constellation Extension (ACE) and the Tone Injection (TI) [12] having criteria of increasing power will be unexpected in case of power constraint environment. The Selected Mapping is one of the most commonly chosen techniques because of its simplicity for implementation which bears no distortion in the transmitted signal. It has been described first in [2] i.e. to be known as the classical SLM technique which contains one of the disadvantages like sending the extra Side Information (SI) index along with the transmitted OFDM signal. A special technique described in [1] can be used to avoid this issue. However using complex matrix sequence [13] doesn’t give the desired PAPR reduction.
  • 2. 15 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. In previous research works, a linear-phase FIR filter using the Parks-McClellan algorithm was used in the composed filtering [7]. Existing method [9] uses the band pass filter. But, using our proposed special type of composed filter, significant improvement was observed in the case of PAPR reduction. The rest of this paper is organized as follows: section 2 deals with basic OFDM technique and PAPR calculation, Clipping and Filtering technique in section 3, section 4 proposed clipping and filtering technique, in section 4 explains design and simulation and this paper is concluded with the last part. 2. BASIC OFDM TECHNIQUE AND PAPR CALCULATION Orthogonal Frequency Division Multiplexing (OFDM) technique divides the frequency spectrum into sub-bands small enough so that the channel effects are constant (flat) over a given sub-band. After that a classical IQ (In phase Quadrature phase) modulation QPSK, M-QAM, BPSK, etc. are sent over the sub-band. If it can be designed correctly, all the fast changing effects of the channel will disappear during the transmission of a single symbol and thus will be treated as flat fading at the receiver. OFDM is a special form of multicarrier modulation (MCM) with densely spaced subcarriers with overlapping spectra allowing multiple-access. A large number of orthogonal subcarriers are used to carry data which are closely spaced. For each subcarrier, the data is divided into several parallel data streams or channels. Each subcarrier is modulated using a conventional modulation scheme like Phase Shift Keying (PSK) or Quadrature Amplitude Modulation (QAM) at a low symbol rate. In this case the total data rate is to be maintained similar to that of the conventional single carrier modulation scheme with the same bandwidth. For achieving high data rate and combating with multipath fading in Wireless Communications Orthogonal Frequency Division Multiplexing (OFDM) is a promising technique. It is a special form of multicarrier modulation which is particularly suited for transmission over a dispersive channel. The different carriers are totally independent of one another which denotes that they are orthogonal to each other. By placing the carrier exactly at the nulls in the modulation spectra of each other these orthogonal carriers can be achieved as shown in the following Figure 1. Each carrier has an integer number of cycles over a symbol period denoting the orthogonally of the carriers. The spectrum of each carrier has a null at the centre frequency of each of the other carriers in the system due to this integer number of cycles which results in no interference between the carriers that allows them to be spaced as close as possible. The problem of overhead carrier spacing can be recovered that is required in Frequency Division Multiplexing (FDM). For bandwidth efficiency [4] this multicarrier transmission scheme allows the overlapping of the spectra of subcarriers. Fig. 1. OFDM Spectrum As a result of incidence of large number of independently modulated sub-carriers in an OFDM system, as compared to the average of the total system, the peak value of the system may be very high. The coherent summation of N signals having same phase produces a peak which is N times the average signal [3]. In the design of both high power amplifier (HPA) and digital-to-analog (DAC) converter, PAPR is an vital factor in order to generate almost error-free (minimum errors) transmitted OFDM symbols. In the transmitter, the linear power amplifiers are used in order to make sure that the Q-point must be in the linear region. The Q-point moves to the saturation region due to the high PAPR resulting in the clipping of signal peaks which generates in-band and out-off band distortion. The dynamic range of the power amplifier should be increased to keep the Q-point in the linear region which again reduces its efficiency and enhances the cost. Hence a trade-off exists between nonlinearity and efficiency. With the incensement of this dynamic range, the cost of power amplifier increases. As communication engineer our objective undergoes investigating the comparative performance analysis of different higher order modulation techniques by using amplitude clipping & filtering based design (signal distortion) to reduce PAPR. The ratio between the maximum power & the average power is defined for the envelope of a baseband complex signal ̃(t) i.e.[2] PAPR =
  • 3. (1) PAPR{̃(t) }= |̃()| |̃()| (2) For the complex pass band signal s(t) we can also write this PAPR equation as follow: PAPR{ s(t) } = |() | |() | (3) Now, equation (3) can be written as:
  • 4. 16 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. Fig. 2. Input Output characteristics of an HPA PAPR{s(t) }= () ! = () ∫ % |() | $ (4) Here, Pavg denotes the average power of the complex pass band signal s(t) in the frequency domain it can be computed because Inverse Fast Fourier Transform (IFFT) is a unitary (scaled) transformation. For superior estimated the PAPR of continuous time OFDM signals, the OFDM signals samples are obtained by L times oversampling. The time domain samples which are L times oversampled are the NL point IFFT of the data block including (L-1)N zero-padding. As a result, the oversampled IFFT output can be expressed as the following equation: X[n] = 1 ,-. /0 1 √ ) ((Σ + 2345 67 ) (5) 3. CLIPPING AND FILTERING TECHNIQUE For PAPR reduction in 3GPP LTE downlink system, one of the easiest techniques which can be followed is Amplitude Clipping of the signal and after that filtering the signal. To do limit the peak envelope or amplitude of the input signal a threshold value of the amplitude is made fixed here [5]. The CR or clipping ratio is defined as below: CR= 8 (6) Here, P denotes the amplitude of the signal and σ denotes the root mean squared value of the OFDM signal (unclipped). The clipping function is performed in digital time domain before the digital to analog (D/A) conversion and the process is described by the following equation: 9: = 9 9 ≤ 1?∅(A) 9 (7) where, 9: is the clipped signal, the transmitted signal is 9, the amplitude and the phase of the transmitted signal, 9 is M and ∅(9) respestively. 4. PROPOSED CLIPPING AND FILTERING TECHNIQUE By indicating the second point of limitation [8], less BER degradation can be obtained and that is clipped signal passed through the band pass filter (BPF). Clipped signal would pass through a high pass filter (HPF) [7] was the phenomenon for the former designed scheme for clipping filtering method. In the figure 3, the proposed method is shown. The input of the IFFT block is the interpolated signal introducing Q(Z −1) zeros in the middle of the original signal is expressed as: C′[] = FC[] GHI, 0 ≤ L ≤ M N , OP − M N L OP 0 , SLℎ1IUV1 (8) The Z-times oversampled discrete-time signal is generated in this system as the following equation: W′[I] = 1 YXPO Σ C′[]1Z[ 234Δ] `M-. ^_ /0 ; r=0,1,…,Q(Z-1) (9) After that the above over-sampled-discrete time signal gets modulated with carrier frequency fc, yielding a pass band signal Be’[r] Fig. 3. Proposed Clipping and Filtering Block Diagram [r] is the clipped version of Be’[r] which Now, assuming W is expressed as the following equation: [r]=a W − Be′[r] ≤ −M Be′[r] ⎸Be′[r]⎸ Be′[r] ≥ M (10) Here, the pre-specified clipping level is M. The signals are passed through the proposed Composed Filter after
  • 5. 17 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. clipping. A set of FFT-IFFT operations are performed in the filter, where after the FFT function the filtering operation occurs in the frequency domain. The FFT function transforms the clipped signal, W [r] into the [s]. The frequency domain results in the term C [s] are then passed through information components of C a high pass filter (HPF) generating Wh [s]. This filtered Wh signal is then passed through the unchanged condition of IFFT block. Here, the out-of-band radiation that fell in the zeros is set back to zero. The signal is transformed in to time domain by The IFFT block of the filter and thus obtain [r]. After a low pass filtering our desired signal is B’[r](s). 5. DESIGN AND SIMULATION The observations were actually based on only QAM modulation. Table 1 shows the values of parameters used in the simulation for analysing the performance of clipping and filtering technique. It can be seen from the simulations results that it is possible for clipping and filtering scheme to reduce peak to average power ratio (PAPR). Simulation is done in the QAM modulation scheme i.e. 4-QAM has been used in OFDM generation which is very effective modulation techniques in 4G technologies having a bandwidth conserving modulation technique. The number of sub-carriers N is randomly having a sampling frequency of FS= 8 MHz, satisfies the condition of orthogonality. PAPR(dB) of the original OFDM is computed by oversampling the number of sub-carriers K by the oversampling factor of L=8 while L=4 is enough, by insertion of (L-1) N zeros to reduce the ISI. Complementary Cumulative Distribution Function (CCDF) of PAPR is the measure of probability that how much higher is the PAPR value in comparison to PAPR (dB) is calculated by Monte-Carlo simulation. Table 1: Parameter used for simulation Bandwidth, BW 1 MHz Over Sampling Factor, Z 8 Sampling Frequency, fs 1 MHz Carrier Frequency, fc 12 MHz Cyclic Prefix Size 16 No. of Subcarrier/FFT 256 Size, N Clipping Ratio 0.6,0.8,1.0,1.2,1.4,1.6 Modulation 16-QAM It can be seen from the simulations results that it is possible for clipping and filtering scheme to reduce peak to average power ratio (PAPR). Simulation is done in the way, QAM modulation scheme i.e. 16-QAM has been used in OFDM generation which is very effective modulation techniques in 4G technologies having a bandwidth conserving modulation technique. The number of sub-carriers N is randomly having a sampling frequency of FS = 8 MHz, satisfies the condition of orthogonality. PAPR(db) of the original OFDM is computed by oversampling the number of sub-carriers N by the oversampling factor of Z=8 while Z=4 is enough, by insertion of (Z-1) N zeros to reduce the ISI. Complementary Cumulative Distribution Function (CCDF) of PAPR is the measure of probability that how much higher is the PAPR value in comparison to PAPR (db) is calculated by Monte-Carlo simulation. Figure 8 shows the existing PAPR calculation for filtering and clipping and the BER performance.[10] In Figure (3)-(7) is given the Random Signal Bits, Modulated Signal(Transmitted),Received Signal, Scattered Demodulated Signal Received Random bits for 16- QAM. Figure (8) to (10) shows the unclipped and without CP of Passband and Baseband signal before clipping and filtering and after clipping filtering with proposed filtering of the signal of different clipping ratio’s. Symbol Error Rate of different QAM modulation and for 16-QAM in simulated condition is given in Figure (17) to (18). Figure 15 shows the PAPR reduction for proposed filtering technique. Fig. 3. Random Transmitted bits for 16-QAM Fig. 4. Random Transmitted Symbols for 16-QAM
  • 6. 18 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. Fig. 5. Modulated Transmitted Signals for 16-QAM Fig. 6. Received Signal for 16-QAM Fig. 7. Signal after Demodulation for 16-QAM a. b. c. Fig. 8 a)Unclipped, b)Clipped, c)Clipped Filtering for CR=0.6
  • 7. 19 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. a. b. c. Fig. 9. a)Unclipped, b)Clipped, c)Clipped Filtering for CR=0.8 a. b. c. Fig. 10. a)Unclipped, b)Clipped, c)Clipped Filtering for CR=1.0
  • 8. 20 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. a. b. c. Fig. 11. a)Unclipped, b)Clipped, c)Clipped Filtering for CR=1.2 a. b. c. Fig. 12. a)Unclipped, b)Clipped, c)Clipped Filtering for CR=1.4
  • 9. 21 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. a. b. c. Fig. 13. a)Unclipped, b)Clipped, c)Clipped Filtering for CR=1.6 Fig. 14. Existing Method for PAPR Reduction for clipping and Filtering Fig. 15. Proposed Method for PAPR Reduction for clipping and Filtering Fig. 16. BER performance by Proposed Method Fig. 17. Symbol Error Rate for different M-ary QAM modulation
  • 10. 22 International Journal of Computer Science and Software Engineering (IJCSSE), Volume 1, Issue 1, October 2014 M. Y. Arafat et al. Fig. 18 Symbol Error Probability Curve for 16-QAM modulation PAPR reduction (power gain in dB) by proposed method is shown in Table 2 Table 2: PAPR reduction (power gain in dB) by proposed method CR Previous Method Proposed Method 0.6 9.2 6.45 0.8 9.35 6.9 1.0 9.5 7.65 1.2 9.6 8.0 1.4 9.9 8.5 1.6 10.2 9.0 6. CONCLUSION Clipping and Filtering provides significant gains at moderate additional complexity than SLMPTS and other techniques. It is observed from the simulation that PAPR of OFDMA is increasing while increase of subcarrier or FFT size. However a tolerable BER is increased by the proposed technique but reduced the PAPR for the OFDM signal in a relatively higher rate. No power is increased here and no data loss occurs. But it has a slight distortion problem. It is believed that this filter can minimize the PAPR and BER problem with clipping and filtering method and can be used as alternative of the existing one [7] for higher modulation FFT size. References [1] S.Y. Le Goff, S.S. Al-Samahi, Boon Kien Khoo, C.C. Tsimenidis, and B.S. Sharif. “Selected mapping without side information for papr reduction in ofdm” IEEE Transactions on Wireless Communications, 8(7):3320 – 5/2009/07 [2] R.W. Bauml, R.F.H. Fischer, and J.B. Huber. “Reducing the peak-to-average power ratio of multicarrier modulation by selected mapping.” Electronics Letters, 32(22):2056–7 1996/10/24 [3] G.Sikri and Rajni, “A Comparison of Different PAPR Reduction Techniques in OFDM UsingVarious Modulations”, International Journal of Mobile Network Communications Telematics(IJMNCT), vol.2, no.4, pp. 53- 60, 2012. [4] Won Young Yang Chung-Gu Kang Yong Soo Cho, Jaekwon Kim. “MIMO-OFDM Wireless Communications With Matlab.” John Wiley Sons, illustrated edition, 2010. [5] Natalia Revuelto, “PAPR reduction in OFDM systems”, M.Sc Dissertation, Universitat Politecnica deCatalunya, Spain, 2008. [6] Seung Hee Han and Jae Hong Lee. An overview of peak-to-average power ratio reduction Techniques for multicarrier transmission. IEEE Wireless Communications, 12(2):56– 65,2005. [7] M.M.Mowla and S.M.M. Hasan, “Performance improvement of PAPR reduction for OFDM signal in LTE system”, International Journal of Wireless Mobile Networks(IJWMN), Volume 5, Number 4, August 2013 (ISSN: 0975-3834). [8] S. H. Han and J. H. Lee, “An overview of peak-to-average power ratio reduction techniques for multicarrier transmission”, IEEE Wireless Comm, vol. 12, no.2, pp.56- 65, Apr. 2005. [9] Md. Munjure Mowla, Md. Yeakub Ali and S.M. Mahmud Hasan, ‘A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal’, International Journal of Next- Generation Networks (IJNGN) Vol.6, No.1, pp. 31-42, March 2014. [10] Y.S. Cho, J. Kim, W.Y.Yang and C.G. Kang, MIMO OFDM Wireless Communications with MATLAB,Singapore: John Wiley Sons (Asia) Pte Ltd, 2010. [11] N. Arora P. Singh “Partial Transmit Sequence (PTS)-PAPR Reduction Technique in OFDM Systems with Reduced Complexity”, Conference on Advances in Communication and Control Systems 2013, p.p : 355-359; 2013 [12] M. Yang and Y. shin, “ An adaptive tone injection for PAPR reduction”, IEICE Electronics Express, vol:8,no:15; pp:1235-1239.. [13] Reshma Elizabeth Regi, Haris P.A. Performance of PAPR Reduction in OFDM System with Complex Hadamard Sequence using SLM and Clipping International Journal of Engineering and Advanced Technology (IJEAT) ,ISSN: 2249 – 8958, pp: 381-384,Volume-3, Issue-4, April 2014.