SlideShare a Scribd company logo
International Journal of Electrical and Computing Engineering (IJECE)
Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218
42

Abstract— In this paper we are going to analyze the two
techniques namely CLIPPING and SELECTIVE MAPPING
(SLM) which are used to reduce PAPR in OFDM system. Peak
to average power ratio (PAPR) of OFDM signal is the main
drawback which results in poor data transmission in OFDM
system. For a better communication, data rate should be high
accompanied by high power efficiency and low Bit error rate
(BER). OFDM is the multicarrier modulation technique
considered to be a better means of communication due to its
orthogonal nature formed between the sub carriers and its cost
effectiveness. Due to high PAPR in OFDM signal the power
amplifier in the transmitter end will operate in the saturation
region because of which there will be in-band distortion and out-
band radiation and hence the performance of OFDM system is
degraded. To overcome this problem of high PAPR we are
introducing the above mentioned two techniques with their
comparative analysis.
Index Terms— BER, Clipping, OFDM, PAPR, SLM.
I. INTRODUCTION
N digital transmission, Orthogonal Frequency Division
Multiplexing (OFDM) is a method which is used to meet
the increasing demands for higher data rates in both wireless
and wired communication. This method has been employed
for Asymmetric Digital Subscriber Line (ADSL), Digital
Audio Broadcasting (DAB), and Digital Video Broadcasting
(DVB). OFDM is considered as a physical layer for the
wireless networking standard HIPERLAN2 and IEEE
802.11a.
OFDM system removes Inter Carrier Interference (ICI) and
Inter Symbol Interference (ISI) and it gives good bit error rate
performance. It efficiently uses the spectrum by dividing
channel into narrow band flat fading sub channels. The PAPR
will occur because of constructive interference at certain
intervals in an OFDM system. This is the biggest drawback of
OFDM system. Due to this there will be poor power efficiency
and during the time of transmission through power amplifier,
there will be performance degradation. As a result there will
be high signal peaks which produces nonlinearity in the
system, inter modulation in subcarriers and out of band
radiation.
A. Motivation
In today’s world the devices that are portable are inevitably
present everywhere and portable devices have a finite battery
life. So, it becomes very much important to reduce the PAPR
allowing for smaller and more efficient high power amplifier
which provides long lasting battery life.
PAPR reduction techniques are classified into signal
scrambling and signal distortion. In scrambling technique it
scrambles the codes to reduce PAPR, such as selective
mapping and in distortion method high peak is distorted in
OFDM signal using different techniques,such as clipping.
In this paper, we provide a comparison and analysis between
selective mapping and clipping. The pros and cons of each
method is studied from the simulation results.
B. Contribution
a. To design a low complex scheme based on signal
distortion technique.
b. To design efficient scheme based on signal scrambling
technique.
c. The computational complexity and system
performance for the proposed schemes will be
compared and optimum method to reduce the PAPR
is proposed.
II. SYSTEM MODEL
A. OFDM Transceiver
OFDM transceiver is a device that consists ofboth transmitter
and receiver which are combined and have a common
circuitry.
OFDM systemblock diagram is shown below. The basic
outline of an OFDM systemconsists ofthe following
components and description.
I
Introduction to SLM and CLIPPING Techniques and its
Comparative Analysis to Reduce PAPR in OFDM
System
1
Kishore Kumar B H, 2
Roshni R Nagaralli
NITTE Meenakshi Institute of Technology, Yelahanka, Bangalore, INDIA
International Journal of Electrical and Computing Engineering (IJECE)
Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218
43
X(k)
AWGN
Fig.1.OFDM Transceiver
A continuous random data X(k) is generated serially from a
random source as input to the OFDM system. A random
source is a random digital data source which can generate a
data of any size and any length. X(k) is fetched into serial to
parallel converter, then the X(k) signal is converted into N
number of parallel signals which is subjected to mapping. The
signals are mapped or modulated using QPSK modulation
technique. In QPSK modulation technique it uses four possible
phases for the carriers with the same amplitude. Two bits are
mapped as one symbol in QPSK.
An inverse FFT is computed on each set of symbols which in
X(k)
turn gives complex time domain samples. IFFT block
produces orthogonality between the subcarriers. This will
prevent against the interference between the sub channels and
removes the possibility of inter carrier interference. Then
cyclic prefix is added to these symbols, cyclic prefix is
nothing but ¼ th of the symbol which is prefixed before it to
prevent inter symbol interference. Then it is subjected to
parallel to serial converter. Then the data is serially introduced
into high power amplifier which boosts the signal and allows
it to pass through the additive white Gaussian noise channel. It
is a channel that does nothing but add a white Gaussian noise
to the signal passing through it. Fading will be null in this kind
of channel. The signal is then converted from serial to parallel
using the serial to parallel converter. Cyclic prefix is removed
and the signal is converted to frequency domain using FFT.
Then the signal is demodulated using a demodulator. The
retrieved signals are converted from parallel to serial and X(k)
is obtained as the output in an OFDM system.
Serial
To
Parallel
Constella
tion
Mapper
(Modulat
ion)
(QPSK)
IFFT
ADD
CP
Parallel
To
Serial
HPA
Channel: h(t , T)
Serial
To
Parallel
Remove
CP
FFT
Demodul
ation
Parallel
To
Serial
International Journal of Electrical and Computing Engineering (IJECE)
Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218
44
B. Major aspectsin OFDM system
a. Cyclic Prefix
Cyclic prefix is defined as prefixing of the symbol with a
repetition of its end. A guard interval is the time between
the two symbols, cyclic prefix is copied into guard
interval and the guard interval is transmitted followed by
an OFDM symbol.
The cyclic prefix is used for the following two purposes:
As a guard interval it removes the chances of intersymbol
interference with the previous symbol.
Since the end of the symbol is repeated there would be
linear convolution which can be modeled as circular
convolution and then converted into frequency domain
using Discrete Fourier Transform (DFT).
b. Inter Carrier Interference (ICI)
Due to Doppler shifts, frequency and phase offsets causes
loss in orthogonality of the subcarriers in OFDM system
because of which there will be an interference which is
known as Inter Carrier Interference.
c. Inter Symbol Interference (ISI)
In a signal when successive symbols interfere with each
other, it is called as inter symbol interference. The ISI is a
disadvantage as it causes noise and makes communication
less reliable. ISI is normally seen in multipath
propagation and it introduces error in the decision device
at the receiver end.
By adding cyclic prefix in guard interval and producing
orthogonality we can eliminate ICI and ISI and get an efficient
output from an OFDM system.
III. PEAK TO AVERAGE POWER RATIO
In multi carrier systems, the main problem is they have
great sensitivity towards non linear distortion. In this system
in band and out of band interference are non linear distortions
which degrade BER performance of the system and adjacent
frequency bands are affected. At the transmitter end of the
system, high power amplifier causes non linear distortion. Non
linearity of amplifier is amplitude dependant, so the input
signal’s amplitude fluctuation is the main concern in the
OFDM system.
PAPR is the ratio of the peak power to the average power of
the signal. And it is derived for the Nyquist rate sampled
version of continuous signal. The maximum sample which we
give might have lesser amplitude peaks than that of continuous
signal. This analysis underestimates the distribution of the
PAPR. It can also be observed that the Gaussian distribution
has infinite values but the maximum amplitude value of
OFDM signal is N times the average carrier amplitude. So the
approximation does not hold good which means the shape of
the PAPR distribution does not follow Gaussian distribution
procedure.
PAPR can be mathematically defined as:
IV. PAPR REDUCTION TECHNIQUES
A. Distortion Techniques
Distortion techniques are the most efficient PAPR reduction
methods. They are the spectral growth scheme. In these
methods, amplitude of large samples taken from the output of
the IFFT is limited. So there is no need of any side
information for this. Even after PAPR reduction it retains the
data rate. Compared to distortion less techniques they have
low complexities.
The main problem in distortion technique is distortion noise
which in turn affects system error rate. By filtering spectral re-
growth can be corrected. But this process will re-grow the
peaks which were reduced, that is the PAPR can be reduced at
the expense of spectral regrowth. The main distortion
techniques are clipping, commanding and pulse windowing. In
this paper we are concentrating on clipping technique to
reduce PAPR.
Clipping
Clipping is a simplest distortion technique where peaks
above certain threshold level are clipped back down to the
threshold. Clipping can be mathematically given as
International Journal of Electrical and Computing Engineering (IJECE)
Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218
45
If the clipping is too hard then spectral growth will occur.
Clipping introduces clipping noise in an OFDM signal which
increases the error rate. Clipping noise leads to simple symbol
error rate (SER).
The main aspects of clipping are:
Across all subcarriers the BER is not uniform. Some
subcarriers have slightly worst performance.
As the number of subcarriers increase the distribution of
clipping noise over more subcarriers improves the BER.
The Gaussian assumption only holds for hard clipping and
the noise tends to have impulsive distribution.
Advantages of clipping:
1. It is simple and easy to implement.
2. It does not require any additional information, thereby
it maintains same data rate.
Disadvantages of clipping:
1. Due to in band distortion the bit error rate performance
of OFDM systemis deteriorated.
2. Because of out of band radiation spectral efficiency is
degraded.
Clipping is done to an OFDM signal by setting a threshold and
clipping the peaks which are above that threshold level and
these clipped signals can be retrieved back by performing
error correction and error detection process but if clipping is
done excessively, at the output the original signal cannot be
retrieved back
Fig.2. SLM Block Diagram
B. Multiple signal representation or distortion less technique
The basic principle of MSR is to obtain alternative
transmit signals from the same data source. Many techniques
are used to encode alternative transmit signals. These signals
can be got in such a way that all signals have different PAPR
properties and the signal which has lowest PAPR values is
used for transmission. In this paper we propose a technique
called Selective Mapping (SLM).
Selective Mapping
Selected Mapping (SLM) is signal scrambling technique
used to reduce PAPR of OFDM signals. In this technique
using specialized scrambling sequences input data has
been scrambled. The sequence which produces lowest
PAPR is used for transmission.
SLM takes advantage of the fact that PAPR of an OFDM
signals is very sensitive to phase shifts in frequency
domain data. Here, the input data sequence is converted
from parallel to serial and each parallel sequence is
multiplied by one of the phase sequences to generate
alternative input symbol sequence. On each alternative
input data sequence N-point IFFT operation is performed.
A new independent phase adjusted OFDM frame
represents the same transited information but have
different PAPR values. Among these, the sequence that
has the lowest PAPR is selected for transmission.
Block diagram of selective Mapping is as shown below
Data
Source
Partition
Into
Clusters
Serial to
Parallel
N- Point
IFFT
N- Point
IFFT
N- Point
IFFT
Select one
With
Minimum
PAPR
Parallel To
Serial
International Journal of Electrical and Computing Engineering (IJECE)
Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218
46
ADVANTAGESOF SLM TECHNIQUE
1. It reduces PAPR efficiently.
2. There is no any distortion generated.
Disadvantages of SLM technique
1. There is additional information generated which produces
low PAPR which is required to be transmitted along with
OFDM signal. This added information increases the
overhead.
2. Problem of high computational complexity.
V. SIMULATION RESULTS AND DISCUSSION
Fig.3. One symbol period of an OFDM time domain signal
The above waveform shows OFDM signal of one symbol
obtained after the signal is computed by IFFT
Fig.4. Phase constellation diagram
The above diagram is the constellation diagram of QPSK
mapping which is used for modulation in the OFDM system.
Fig.5. Normalized Power spectrum
The power spectrumobtained for the carrier count of 50, and
the symbols per carrier is given as 10.
Fig.6. Clipped signal
The above figure shows the clipped signal
International Journal of Electrical and Computing Engineering (IJECE)
Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218
47
Fig.7. Comparison of all the PAPR
It is the comparative analysis of OFDM signal which is not
subjected to any of the PAPR reducing techniques with the
clipped and selectively mapped OFDM signal. By this graph
we can see that in Clipping there will be PAPR reduction of
7dB and in SLM there will be PAPR reduction of 11dB from
the original signal.
Fig.8. BER Plot
This is the bit error rate performance of signal to noise ratio
from -30dB to 30dB, where the noise is more near -30dB and
gradually decreases towards the 30dB and at 30dB there will
be no noise so BER will be equal to zero at that instant.
VI. CONCLUSION
In this paper Clipping and SLM PAPR reduction
techniques for multi-carrier transmission have been discussed.
To reduce the PAPR these two techniques have been proposed
and they possess all potential to provide substantialreduction
In PAPR due to loss in data rate the transmit signal power
increase in turn BER will also increase because of these two
computational complexity increases. Comparative analysis has
been made between these two techniques.
VII. REFERENCES
[1] Theodore S Rappaport, “ Wireless communication”,
Prentice Hall, 1996.
[2] Simon Haykin, “Communication Systems”, John Wiley
and Sons, Inc., 4th
Edition, 2008.
[3] Y.Wu and W.Y.Zou, “Orthogonal frequency division
multiplexing: A multi-carrier modulation scheme”, IEEE
Trans. Consumer Electronics, Vol.41, no.3, pp. 392-399,
Aug.1995.
[4] John G Proakis, Masoudsalehi,“Communication System
Engineering”, Pearson Education International, 2nd
Edition, 2002.
[5] A Zolghadrashiand M H Ghamat, “An overview of
PAPR Reduction”, Iranian Journal of Electrical and
Computer Engineering, vol.7, No.2, Summer-Fall 2008,
pp.115-120.
[6] G L Ren, H Zhang, and Y L Chang, “ A complementary
clipping transform technique for the reduction of peak to
average power ratio of OFDM system,“ IEEE Trans.
Consumer Electronics, vol. 49, no.4, pp. 922-926, Nov-
2003.
KISHORE KUMAR B H, born in
Bangalore, INDIA, on April 28, 1993.
Pursuing B.E. in ECE at NITTE
MEENAKSHI INSTITUTE OF
TECHNOLOGY, Yelahanka,
Bangalore, Karnataka-560064
Current research interest in Wireless
Communication.
ROSHNI R NAGARALLI, born in
Hubli, India, on April 24, 1993.
Pursuing B.E. in ECE at NITTE
MEENAKSHI INSTITUE OF
TECHNOLOGY, Yelahanka,
Bangalore, Karnataka-560064
Research interest in the field of
Communication.

More Related Content

What's hot

PAPR Reduction in OFDM using New Hybrid Techniques
PAPR Reduction in OFDM using New Hybrid TechniquesPAPR Reduction in OFDM using New Hybrid Techniques
PAPR Reduction in OFDM using New Hybrid Techniques
ijtsrd
 
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Yayah Zakaria
 
FPGA Implementation of PAPR Reduction Technique using Polar Clipping
FPGA Implementation of PAPR Reduction Technique using Polar ClippingFPGA Implementation of PAPR Reduction Technique using Polar Clipping
FPGA Implementation of PAPR Reduction Technique using Polar Clipping
International Journal of Engineering Inventions www.ijeijournal.com
 
To Study The Phase Noise Effect In OFDM Based Communication System
To Study The Phase Noise Effect In OFDM Based Communication SystemTo Study The Phase Noise Effect In OFDM Based Communication System
To Study The Phase Noise Effect In OFDM Based Communication System
Rajeev Kumar
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
IJSRD
 
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET Journal
 
I010336469
I010336469I010336469
I010336469
IOSR Journals
 
A modified design of acf operation for reducing papr of ofdm signal
A modified design of acf operation for reducing papr of ofdm signalA modified design of acf operation for reducing papr of ofdm signal
A modified design of acf operation for reducing papr of ofdm signal
ijngnjournal
 
Design of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error Rate
Design of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error RateDesign of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error Rate
Design of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error Rate
IJSRD
 
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN) Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
IJMER
 
Adaptive Clipping for PAPR Reduction in OFDM
Adaptive Clipping for PAPR Reduction in OFDMAdaptive Clipping for PAPR Reduction in OFDM
Adaptive Clipping for PAPR Reduction in OFDM
IJERA Editor
 
L010218691
L010218691L010218691
L010218691
IOSR Journals
 
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
ijcisjournal
 
Ijecet 06 10_006
Ijecet 06 10_006Ijecet 06 10_006
Ijecet 06 10_006
IAEME Publication
 
D04532226
D04532226D04532226
D04532226
IOSR-JEN
 
Radio Conformance Test
Radio Conformance TestRadio Conformance Test
Radio Conformance Test
Sukhvinder Singh Malik
 
Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...
Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...
Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...
IRJET Journal
 

What's hot (18)

PAPR Reduction in OFDM using New Hybrid Techniques
PAPR Reduction in OFDM using New Hybrid TechniquesPAPR Reduction in OFDM using New Hybrid Techniques
PAPR Reduction in OFDM using New Hybrid Techniques
 
Ix2415611565
Ix2415611565Ix2415611565
Ix2415611565
 
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
 
FPGA Implementation of PAPR Reduction Technique using Polar Clipping
FPGA Implementation of PAPR Reduction Technique using Polar ClippingFPGA Implementation of PAPR Reduction Technique using Polar Clipping
FPGA Implementation of PAPR Reduction Technique using Polar Clipping
 
To Study The Phase Noise Effect In OFDM Based Communication System
To Study The Phase Noise Effect In OFDM Based Communication SystemTo Study The Phase Noise Effect In OFDM Based Communication System
To Study The Phase Noise Effect In OFDM Based Communication System
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
 
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
 
I010336469
I010336469I010336469
I010336469
 
A modified design of acf operation for reducing papr of ofdm signal
A modified design of acf operation for reducing papr of ofdm signalA modified design of acf operation for reducing papr of ofdm signal
A modified design of acf operation for reducing papr of ofdm signal
 
Design of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error Rate
Design of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error RateDesign of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error Rate
Design of Simulink Model for Constant Envelop OFDM & Analysis of Bit Error Rate
 
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN) Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
 
Adaptive Clipping for PAPR Reduction in OFDM
Adaptive Clipping for PAPR Reduction in OFDMAdaptive Clipping for PAPR Reduction in OFDM
Adaptive Clipping for PAPR Reduction in OFDM
 
L010218691
L010218691L010218691
L010218691
 
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
Performance Analsis of Clipping Technique for Papr Reduction of MB-OFDM UWB S...
 
Ijecet 06 10_006
Ijecet 06 10_006Ijecet 06 10_006
Ijecet 06 10_006
 
D04532226
D04532226D04532226
D04532226
 
Radio Conformance Test
Radio Conformance TestRadio Conformance Test
Radio Conformance Test
 
Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...
Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...
Dispersion Compensation Module for WDM -PON at 5 -GB/S Downstream with Variou...
 

Viewers also liked

Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...
Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...
Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...
Global Water Initiative - West Africa
 
Esercizio 3 impress presentazione biolchi lucrezia
Esercizio 3 impress presentazione biolchi lucreziaEsercizio 3 impress presentazione biolchi lucrezia
Esercizio 3 impress presentazione biolchi lucreziaLucreziaBiolchi
 
Iisrt karthik subramanian
Iisrt karthik subramanianIisrt karthik subramanian
Iisrt karthik subramanian
IISRT
 
лекция № 2 мышцы гол шеи
лекция № 2 мышцы гол шеилекция № 2 мышцы гол шеи
лекция № 2 мышцы гол шеи
lali100226
 
Iisrt aarthi ravindran (networks)
Iisrt aarthi ravindran (networks)Iisrt aarthi ravindran (networks)
Iisrt aarthi ravindran (networks)
IISRT
 
La sécurisation foncière des exploitants familiaux dans la zone de l’ODRS
La sécurisation foncière des exploitants familiaux dans la zone de l’ODRSLa sécurisation foncière des exploitants familiaux dans la zone de l’ODRS
La sécurisation foncière des exploitants familiaux dans la zone de l’ODRS
Global Water Initiative - West Africa
 
Iisrt swathi priya(26 30)
Iisrt swathi priya(26 30)Iisrt swathi priya(26 30)
Iisrt swathi priya(26 30)
IISRT
 
การผลิตสื่อกราฟิคเพื่อการศึกษา
การผลิตสื่อกราฟิคเพื่อการศึกษาการผลิตสื่อกราฟิคเพื่อการศึกษา
การผลิตสื่อกราฟิคเพื่อการศึกษา
JaengJy Doublej
 
Bat dang thuc amgm
Bat dang thuc amgmBat dang thuc amgm
Bat dang thuc amgm
Hùng Sỹ
 
Iisrt z mahantaesh tr
Iisrt z mahantaesh trIisrt z mahantaesh tr
Iisrt z mahantaesh tr
IISRT
 
Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...
Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...
Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...
Global Water Initiative - West Africa
 
Prezentation 28.08.2014
Prezentation 28.08.2014Prezentation 28.08.2014
Prezentation 28.08.2014
Yana Mazurova
 
Movement for the truth protest against the misconduct of the paramount ruler ...
Movement for the truth protest against the misconduct of the paramount ruler ...Movement for the truth protest against the misconduct of the paramount ruler ...
Movement for the truth protest against the misconduct of the paramount ruler ...
Akinkuotu Boluwatife
 
Iisrt zzz bhavyasri vanteddu
Iisrt zzz bhavyasri vantedduIisrt zzz bhavyasri vanteddu
Iisrt zzz bhavyasri vanteddu
IISRT
 
Versatile e brochure
Versatile e brochureVersatile e brochure
Versatile e brochure
VersatileCFO
 
Iisrt zzz satyabrata khatua
Iisrt zzz satyabrata khatuaIisrt zzz satyabrata khatua
Iisrt zzz satyabrata khatua
IISRT
 
Aula 02 programação_c_alunos
Aula 02  programação_c_alunosAula 02  programação_c_alunos
Aula 02 programação_c_alunos
Joice Souza
 

Viewers also liked (17)

Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...
Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...
Le barrage de Diama (Sénégal): Evaluation des avantages sociaux et environnem...
 
Esercizio 3 impress presentazione biolchi lucrezia
Esercizio 3 impress presentazione biolchi lucreziaEsercizio 3 impress presentazione biolchi lucrezia
Esercizio 3 impress presentazione biolchi lucrezia
 
Iisrt karthik subramanian
Iisrt karthik subramanianIisrt karthik subramanian
Iisrt karthik subramanian
 
лекция № 2 мышцы гол шеи
лекция № 2 мышцы гол шеилекция № 2 мышцы гол шеи
лекция № 2 мышцы гол шеи
 
Iisrt aarthi ravindran (networks)
Iisrt aarthi ravindran (networks)Iisrt aarthi ravindran (networks)
Iisrt aarthi ravindran (networks)
 
La sécurisation foncière des exploitants familiaux dans la zone de l’ODRS
La sécurisation foncière des exploitants familiaux dans la zone de l’ODRSLa sécurisation foncière des exploitants familiaux dans la zone de l’ODRS
La sécurisation foncière des exploitants familiaux dans la zone de l’ODRS
 
Iisrt swathi priya(26 30)
Iisrt swathi priya(26 30)Iisrt swathi priya(26 30)
Iisrt swathi priya(26 30)
 
การผลิตสื่อกราฟิคเพื่อการศึกษา
การผลิตสื่อกราฟิคเพื่อการศึกษาการผลิตสื่อกราฟิคเพื่อการศึกษา
การผลิตสื่อกราฟิคเพื่อการศึกษา
 
Bat dang thuc amgm
Bat dang thuc amgmBat dang thuc amgm
Bat dang thuc amgm
 
Iisrt z mahantaesh tr
Iisrt z mahantaesh trIisrt z mahantaesh tr
Iisrt z mahantaesh tr
 
Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...
Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...
Etude comparative de la valeur actuelle du barrage de Bagré et de la situatio...
 
Prezentation 28.08.2014
Prezentation 28.08.2014Prezentation 28.08.2014
Prezentation 28.08.2014
 
Movement for the truth protest against the misconduct of the paramount ruler ...
Movement for the truth protest against the misconduct of the paramount ruler ...Movement for the truth protest against the misconduct of the paramount ruler ...
Movement for the truth protest against the misconduct of the paramount ruler ...
 
Iisrt zzz bhavyasri vanteddu
Iisrt zzz bhavyasri vantedduIisrt zzz bhavyasri vanteddu
Iisrt zzz bhavyasri vanteddu
 
Versatile e brochure
Versatile e brochureVersatile e brochure
Versatile e brochure
 
Iisrt zzz satyabrata khatua
Iisrt zzz satyabrata khatuaIisrt zzz satyabrata khatua
Iisrt zzz satyabrata khatua
 
Aula 02 programação_c_alunos
Aula 02  programação_c_alunosAula 02  programação_c_alunos
Aula 02 programação_c_alunos
 

Similar to Iisrt zz roshni nagaralli

Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
theijes
 
Aj044236240
Aj044236240Aj044236240
Aj044236240
IJERA Editor
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
IJSRD
 
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM SystemImpact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
ijsrd.com
 
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALSAN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
ijmnct
 
A low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme forA low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme for
eSAT Publishing House
 
A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...
A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...
A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...
IJERA Editor
 
A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...
eSAT Journals
 
A review paper on the papr analysis of orthogonal frequency division multiple...
A review paper on the papr analysis of orthogonal frequency division multiple...A review paper on the papr analysis of orthogonal frequency division multiple...
A review paper on the papr analysis of orthogonal frequency division multiple...
ijmnct
 
Ay4101287291
Ay4101287291Ay4101287291
Ay4101287291
IJERA Editor
 
IRJET- Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...
IRJET-  	  Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...IRJET-  	  Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...
IRJET- Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...
IRJET Journal
 
K010617480
K010617480K010617480
K010617480
IOSR Journals
 
Riemann Sequence based SLM with nonlinear effects of HPA
Riemann Sequence based SLM with nonlinear effects of HPARiemann Sequence based SLM with nonlinear effects of HPA
Riemann Sequence based SLM with nonlinear effects of HPA
iosrjce
 
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET Journal
 
Sc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction inSc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction ineSAT Publishing House
 
Bessel Companding Transform for reducing PAPR, OBI and BER in OFDM Systems
Bessel Companding Transform for reducing PAPR, OBI and BER in OFDM SystemsBessel Companding Transform for reducing PAPR, OBI and BER in OFDM Systems
Bessel Companding Transform for reducing PAPR, OBI and BER in OFDM Systems
IOSR Journals
 
Performance improvement for papr reduction in lte downlink system with ellipt...
Performance improvement for papr reduction in lte downlink system with ellipt...Performance improvement for papr reduction in lte downlink system with ellipt...
Performance improvement for papr reduction in lte downlink system with ellipt...
IJCNCJournal
 
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm SignalA Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
josephjonse
 
Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM
Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM
Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM
AnuragSingh1049
 

Similar to Iisrt zz roshni nagaralli (20)

Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
 
Aj044236240
Aj044236240Aj044236240
Aj044236240
 
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
Comparative Analysis of PAPR Reduction Techniques in OFDM Using Precoding Tec...
 
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM SystemImpact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
Impact of Clipping and Filtering on Peak to Average Power Ratio of OFDM System
 
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALSAN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
AN OVERVIEW OF PEAK-TO-AVERAGE POWER RATIO REDUCTION TECHNIQUES FOR OFDM SIGNALS
 
A low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme forA low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme for
 
A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...
A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...
A Hybrid VLM Preceded SLM Technique Using Clipping and Filtering Method for P...
 
A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...A low complexity partial transmit sequence scheme for better papr reduction i...
A low complexity partial transmit sequence scheme for better papr reduction i...
 
A review paper on the papr analysis of orthogonal frequency division multiple...
A review paper on the papr analysis of orthogonal frequency division multiple...A review paper on the papr analysis of orthogonal frequency division multiple...
A review paper on the papr analysis of orthogonal frequency division multiple...
 
Ay4101287291
Ay4101287291Ay4101287291
Ay4101287291
 
Ijairp14 radhe
Ijairp14 radheIjairp14 radhe
Ijairp14 radhe
 
IRJET- Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...
IRJET-  	  Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...IRJET-  	  Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...
IRJET- Hybrid Combination of SLM, PTS and Clipping Technique for PAPR Red...
 
K010617480
K010617480K010617480
K010617480
 
Riemann Sequence based SLM with nonlinear effects of HPA
Riemann Sequence based SLM with nonlinear effects of HPARiemann Sequence based SLM with nonlinear effects of HPA
Riemann Sequence based SLM with nonlinear effects of HPA
 
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
IRJET- Peak to Average Power Ratio Reduction Technique using LPC Coding in OF...
 
Sc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction inSc fdma -an efficient technique for papr reduction in
Sc fdma -an efficient technique for papr reduction in
 
Bessel Companding Transform for reducing PAPR, OBI and BER in OFDM Systems
Bessel Companding Transform for reducing PAPR, OBI and BER in OFDM SystemsBessel Companding Transform for reducing PAPR, OBI and BER in OFDM Systems
Bessel Companding Transform for reducing PAPR, OBI and BER in OFDM Systems
 
Performance improvement for papr reduction in lte downlink system with ellipt...
Performance improvement for papr reduction in lte downlink system with ellipt...Performance improvement for papr reduction in lte downlink system with ellipt...
Performance improvement for papr reduction in lte downlink system with ellipt...
 
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm SignalA Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
A Modified Design Of Acf Operation For Reducing Papr Of Ofdm Signal
 
Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM
Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM
Analysis of Reduction of PAPR by Linear Predictive Coding in OFDM
 

More from IISRT

Iisrt z abhijit devaraj
Iisrt z abhijit devarajIisrt z abhijit devaraj
Iisrt z abhijit devaraj
IISRT
 
Iisrt sohan sontakke
Iisrt sohan sontakkeIisrt sohan sontakke
Iisrt sohan sontakke
IISRT
 
Iisrt saravana kumar
Iisrt saravana kumarIisrt saravana kumar
Iisrt saravana kumar
IISRT
 
Iisrt akshata ht
Iisrt akshata htIisrt akshata ht
Iisrt akshata ht
IISRT
 
Iisrt seedha devi (networks)
Iisrt seedha devi (networks)Iisrt seedha devi (networks)
Iisrt seedha devi (networks)
IISRT
 
Iisrt komathi krishna (networks)
Iisrt komathi krishna (networks)Iisrt komathi krishna (networks)
Iisrt komathi krishna (networks)
IISRT
 
Iisrt divya nagaraj (networks)
Iisrt divya nagaraj (networks)Iisrt divya nagaraj (networks)
Iisrt divya nagaraj (networks)
IISRT
 
Iisrt arunkumar b (networks)
Iisrt arunkumar b (networks)Iisrt arunkumar b (networks)
Iisrt arunkumar b (networks)
IISRT
 
Iisrt vincent raj (mech)
Iisrt vincent raj (mech)Iisrt vincent raj (mech)
Iisrt vincent raj (mech)
IISRT
 
Iisrt sibi kumar (mech)
Iisrt sibi kumar (mech)Iisrt sibi kumar (mech)
Iisrt sibi kumar (mech)
IISRT
 
Iisrt settu ravichandran (civil)
Iisrt settu ravichandran (civil)Iisrt settu ravichandran (civil)
Iisrt settu ravichandran (civil)
IISRT
 
Iisrt prithvi elango (civil)
Iisrt prithvi elango (civil)Iisrt prithvi elango (civil)
Iisrt prithvi elango (civil)
IISRT
 
Iisrt khalid ahmed gour (civil)
Iisrt khalid ahmed gour (civil)Iisrt khalid ahmed gour (civil)
Iisrt khalid ahmed gour (civil)
IISRT
 
Iisrt siddharth prabhu (electrical)
Iisrt siddharth prabhu (electrical)Iisrt siddharth prabhu (electrical)
Iisrt siddharth prabhu (electrical)
IISRT
 
Iisrt shiny navya (electrical)
Iisrt shiny navya (electrical)Iisrt shiny navya (electrical)
Iisrt shiny navya (electrical)
IISRT
 
eIisrt arutselvi (electrical)
eIisrt arutselvi (electrical)eIisrt arutselvi (electrical)
eIisrt arutselvi (electrical)
IISRT
 
Iisrt anjana francis (ec)
Iisrt anjana francis (ec)Iisrt anjana francis (ec)
Iisrt anjana francis (ec)
IISRT
 
Iisrt zz srikiran rao
Iisrt zz srikiran raoIisrt zz srikiran rao
Iisrt zz srikiran rao
IISRT
 
Iisrt z dr.s.sapna
Iisrt z dr.s.sapnaIisrt z dr.s.sapna
Iisrt z dr.s.sapna
IISRT
 
Iisrt subha guru
Iisrt subha guruIisrt subha guru
Iisrt subha guru
IISRT
 

More from IISRT (20)

Iisrt z abhijit devaraj
Iisrt z abhijit devarajIisrt z abhijit devaraj
Iisrt z abhijit devaraj
 
Iisrt sohan sontakke
Iisrt sohan sontakkeIisrt sohan sontakke
Iisrt sohan sontakke
 
Iisrt saravana kumar
Iisrt saravana kumarIisrt saravana kumar
Iisrt saravana kumar
 
Iisrt akshata ht
Iisrt akshata htIisrt akshata ht
Iisrt akshata ht
 
Iisrt seedha devi (networks)
Iisrt seedha devi (networks)Iisrt seedha devi (networks)
Iisrt seedha devi (networks)
 
Iisrt komathi krishna (networks)
Iisrt komathi krishna (networks)Iisrt komathi krishna (networks)
Iisrt komathi krishna (networks)
 
Iisrt divya nagaraj (networks)
Iisrt divya nagaraj (networks)Iisrt divya nagaraj (networks)
Iisrt divya nagaraj (networks)
 
Iisrt arunkumar b (networks)
Iisrt arunkumar b (networks)Iisrt arunkumar b (networks)
Iisrt arunkumar b (networks)
 
Iisrt vincent raj (mech)
Iisrt vincent raj (mech)Iisrt vincent raj (mech)
Iisrt vincent raj (mech)
 
Iisrt sibi kumar (mech)
Iisrt sibi kumar (mech)Iisrt sibi kumar (mech)
Iisrt sibi kumar (mech)
 
Iisrt settu ravichandran (civil)
Iisrt settu ravichandran (civil)Iisrt settu ravichandran (civil)
Iisrt settu ravichandran (civil)
 
Iisrt prithvi elango (civil)
Iisrt prithvi elango (civil)Iisrt prithvi elango (civil)
Iisrt prithvi elango (civil)
 
Iisrt khalid ahmed gour (civil)
Iisrt khalid ahmed gour (civil)Iisrt khalid ahmed gour (civil)
Iisrt khalid ahmed gour (civil)
 
Iisrt siddharth prabhu (electrical)
Iisrt siddharth prabhu (electrical)Iisrt siddharth prabhu (electrical)
Iisrt siddharth prabhu (electrical)
 
Iisrt shiny navya (electrical)
Iisrt shiny navya (electrical)Iisrt shiny navya (electrical)
Iisrt shiny navya (electrical)
 
eIisrt arutselvi (electrical)
eIisrt arutselvi (electrical)eIisrt arutselvi (electrical)
eIisrt arutselvi (electrical)
 
Iisrt anjana francis (ec)
Iisrt anjana francis (ec)Iisrt anjana francis (ec)
Iisrt anjana francis (ec)
 
Iisrt zz srikiran rao
Iisrt zz srikiran raoIisrt zz srikiran rao
Iisrt zz srikiran rao
 
Iisrt z dr.s.sapna
Iisrt z dr.s.sapnaIisrt z dr.s.sapna
Iisrt z dr.s.sapna
 
Iisrt subha guru
Iisrt subha guruIisrt subha guru
Iisrt subha guru
 

Iisrt zz roshni nagaralli

  • 1. International Journal of Electrical and Computing Engineering (IJECE) Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218 42  Abstract— In this paper we are going to analyze the two techniques namely CLIPPING and SELECTIVE MAPPING (SLM) which are used to reduce PAPR in OFDM system. Peak to average power ratio (PAPR) of OFDM signal is the main drawback which results in poor data transmission in OFDM system. For a better communication, data rate should be high accompanied by high power efficiency and low Bit error rate (BER). OFDM is the multicarrier modulation technique considered to be a better means of communication due to its orthogonal nature formed between the sub carriers and its cost effectiveness. Due to high PAPR in OFDM signal the power amplifier in the transmitter end will operate in the saturation region because of which there will be in-band distortion and out- band radiation and hence the performance of OFDM system is degraded. To overcome this problem of high PAPR we are introducing the above mentioned two techniques with their comparative analysis. Index Terms— BER, Clipping, OFDM, PAPR, SLM. I. INTRODUCTION N digital transmission, Orthogonal Frequency Division Multiplexing (OFDM) is a method which is used to meet the increasing demands for higher data rates in both wireless and wired communication. This method has been employed for Asymmetric Digital Subscriber Line (ADSL), Digital Audio Broadcasting (DAB), and Digital Video Broadcasting (DVB). OFDM is considered as a physical layer for the wireless networking standard HIPERLAN2 and IEEE 802.11a. OFDM system removes Inter Carrier Interference (ICI) and Inter Symbol Interference (ISI) and it gives good bit error rate performance. It efficiently uses the spectrum by dividing channel into narrow band flat fading sub channels. The PAPR will occur because of constructive interference at certain intervals in an OFDM system. This is the biggest drawback of OFDM system. Due to this there will be poor power efficiency and during the time of transmission through power amplifier, there will be performance degradation. As a result there will be high signal peaks which produces nonlinearity in the system, inter modulation in subcarriers and out of band radiation. A. Motivation In today’s world the devices that are portable are inevitably present everywhere and portable devices have a finite battery life. So, it becomes very much important to reduce the PAPR allowing for smaller and more efficient high power amplifier which provides long lasting battery life. PAPR reduction techniques are classified into signal scrambling and signal distortion. In scrambling technique it scrambles the codes to reduce PAPR, such as selective mapping and in distortion method high peak is distorted in OFDM signal using different techniques,such as clipping. In this paper, we provide a comparison and analysis between selective mapping and clipping. The pros and cons of each method is studied from the simulation results. B. Contribution a. To design a low complex scheme based on signal distortion technique. b. To design efficient scheme based on signal scrambling technique. c. The computational complexity and system performance for the proposed schemes will be compared and optimum method to reduce the PAPR is proposed. II. SYSTEM MODEL A. OFDM Transceiver OFDM transceiver is a device that consists ofboth transmitter and receiver which are combined and have a common circuitry. OFDM systemblock diagram is shown below. The basic outline of an OFDM systemconsists ofthe following components and description. I Introduction to SLM and CLIPPING Techniques and its Comparative Analysis to Reduce PAPR in OFDM System 1 Kishore Kumar B H, 2 Roshni R Nagaralli NITTE Meenakshi Institute of Technology, Yelahanka, Bangalore, INDIA
  • 2. International Journal of Electrical and Computing Engineering (IJECE) Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218 43 X(k) AWGN Fig.1.OFDM Transceiver A continuous random data X(k) is generated serially from a random source as input to the OFDM system. A random source is a random digital data source which can generate a data of any size and any length. X(k) is fetched into serial to parallel converter, then the X(k) signal is converted into N number of parallel signals which is subjected to mapping. The signals are mapped or modulated using QPSK modulation technique. In QPSK modulation technique it uses four possible phases for the carriers with the same amplitude. Two bits are mapped as one symbol in QPSK. An inverse FFT is computed on each set of symbols which in X(k) turn gives complex time domain samples. IFFT block produces orthogonality between the subcarriers. This will prevent against the interference between the sub channels and removes the possibility of inter carrier interference. Then cyclic prefix is added to these symbols, cyclic prefix is nothing but ¼ th of the symbol which is prefixed before it to prevent inter symbol interference. Then it is subjected to parallel to serial converter. Then the data is serially introduced into high power amplifier which boosts the signal and allows it to pass through the additive white Gaussian noise channel. It is a channel that does nothing but add a white Gaussian noise to the signal passing through it. Fading will be null in this kind of channel. The signal is then converted from serial to parallel using the serial to parallel converter. Cyclic prefix is removed and the signal is converted to frequency domain using FFT. Then the signal is demodulated using a demodulator. The retrieved signals are converted from parallel to serial and X(k) is obtained as the output in an OFDM system. Serial To Parallel Constella tion Mapper (Modulat ion) (QPSK) IFFT ADD CP Parallel To Serial HPA Channel: h(t , T) Serial To Parallel Remove CP FFT Demodul ation Parallel To Serial
  • 3. International Journal of Electrical and Computing Engineering (IJECE) Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218 44 B. Major aspectsin OFDM system a. Cyclic Prefix Cyclic prefix is defined as prefixing of the symbol with a repetition of its end. A guard interval is the time between the two symbols, cyclic prefix is copied into guard interval and the guard interval is transmitted followed by an OFDM symbol. The cyclic prefix is used for the following two purposes: As a guard interval it removes the chances of intersymbol interference with the previous symbol. Since the end of the symbol is repeated there would be linear convolution which can be modeled as circular convolution and then converted into frequency domain using Discrete Fourier Transform (DFT). b. Inter Carrier Interference (ICI) Due to Doppler shifts, frequency and phase offsets causes loss in orthogonality of the subcarriers in OFDM system because of which there will be an interference which is known as Inter Carrier Interference. c. Inter Symbol Interference (ISI) In a signal when successive symbols interfere with each other, it is called as inter symbol interference. The ISI is a disadvantage as it causes noise and makes communication less reliable. ISI is normally seen in multipath propagation and it introduces error in the decision device at the receiver end. By adding cyclic prefix in guard interval and producing orthogonality we can eliminate ICI and ISI and get an efficient output from an OFDM system. III. PEAK TO AVERAGE POWER RATIO In multi carrier systems, the main problem is they have great sensitivity towards non linear distortion. In this system in band and out of band interference are non linear distortions which degrade BER performance of the system and adjacent frequency bands are affected. At the transmitter end of the system, high power amplifier causes non linear distortion. Non linearity of amplifier is amplitude dependant, so the input signal’s amplitude fluctuation is the main concern in the OFDM system. PAPR is the ratio of the peak power to the average power of the signal. And it is derived for the Nyquist rate sampled version of continuous signal. The maximum sample which we give might have lesser amplitude peaks than that of continuous signal. This analysis underestimates the distribution of the PAPR. It can also be observed that the Gaussian distribution has infinite values but the maximum amplitude value of OFDM signal is N times the average carrier amplitude. So the approximation does not hold good which means the shape of the PAPR distribution does not follow Gaussian distribution procedure. PAPR can be mathematically defined as: IV. PAPR REDUCTION TECHNIQUES A. Distortion Techniques Distortion techniques are the most efficient PAPR reduction methods. They are the spectral growth scheme. In these methods, amplitude of large samples taken from the output of the IFFT is limited. So there is no need of any side information for this. Even after PAPR reduction it retains the data rate. Compared to distortion less techniques they have low complexities. The main problem in distortion technique is distortion noise which in turn affects system error rate. By filtering spectral re- growth can be corrected. But this process will re-grow the peaks which were reduced, that is the PAPR can be reduced at the expense of spectral regrowth. The main distortion techniques are clipping, commanding and pulse windowing. In this paper we are concentrating on clipping technique to reduce PAPR. Clipping Clipping is a simplest distortion technique where peaks above certain threshold level are clipped back down to the threshold. Clipping can be mathematically given as
  • 4. International Journal of Electrical and Computing Engineering (IJECE) Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218 45 If the clipping is too hard then spectral growth will occur. Clipping introduces clipping noise in an OFDM signal which increases the error rate. Clipping noise leads to simple symbol error rate (SER). The main aspects of clipping are: Across all subcarriers the BER is not uniform. Some subcarriers have slightly worst performance. As the number of subcarriers increase the distribution of clipping noise over more subcarriers improves the BER. The Gaussian assumption only holds for hard clipping and the noise tends to have impulsive distribution. Advantages of clipping: 1. It is simple and easy to implement. 2. It does not require any additional information, thereby it maintains same data rate. Disadvantages of clipping: 1. Due to in band distortion the bit error rate performance of OFDM systemis deteriorated. 2. Because of out of band radiation spectral efficiency is degraded. Clipping is done to an OFDM signal by setting a threshold and clipping the peaks which are above that threshold level and these clipped signals can be retrieved back by performing error correction and error detection process but if clipping is done excessively, at the output the original signal cannot be retrieved back Fig.2. SLM Block Diagram B. Multiple signal representation or distortion less technique The basic principle of MSR is to obtain alternative transmit signals from the same data source. Many techniques are used to encode alternative transmit signals. These signals can be got in such a way that all signals have different PAPR properties and the signal which has lowest PAPR values is used for transmission. In this paper we propose a technique called Selective Mapping (SLM). Selective Mapping Selected Mapping (SLM) is signal scrambling technique used to reduce PAPR of OFDM signals. In this technique using specialized scrambling sequences input data has been scrambled. The sequence which produces lowest PAPR is used for transmission. SLM takes advantage of the fact that PAPR of an OFDM signals is very sensitive to phase shifts in frequency domain data. Here, the input data sequence is converted from parallel to serial and each parallel sequence is multiplied by one of the phase sequences to generate alternative input symbol sequence. On each alternative input data sequence N-point IFFT operation is performed. A new independent phase adjusted OFDM frame represents the same transited information but have different PAPR values. Among these, the sequence that has the lowest PAPR is selected for transmission. Block diagram of selective Mapping is as shown below Data Source Partition Into Clusters Serial to Parallel N- Point IFFT N- Point IFFT N- Point IFFT Select one With Minimum PAPR Parallel To Serial
  • 5. International Journal of Electrical and Computing Engineering (IJECE) Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218 46 ADVANTAGESOF SLM TECHNIQUE 1. It reduces PAPR efficiently. 2. There is no any distortion generated. Disadvantages of SLM technique 1. There is additional information generated which produces low PAPR which is required to be transmitted along with OFDM signal. This added information increases the overhead. 2. Problem of high computational complexity. V. SIMULATION RESULTS AND DISCUSSION Fig.3. One symbol period of an OFDM time domain signal The above waveform shows OFDM signal of one symbol obtained after the signal is computed by IFFT Fig.4. Phase constellation diagram The above diagram is the constellation diagram of QPSK mapping which is used for modulation in the OFDM system. Fig.5. Normalized Power spectrum The power spectrumobtained for the carrier count of 50, and the symbols per carrier is given as 10. Fig.6. Clipped signal The above figure shows the clipped signal
  • 6. International Journal of Electrical and Computing Engineering (IJECE) Vol. 1, Issue. 4, June 2015 ISSN (Online): 2349-8218 47 Fig.7. Comparison of all the PAPR It is the comparative analysis of OFDM signal which is not subjected to any of the PAPR reducing techniques with the clipped and selectively mapped OFDM signal. By this graph we can see that in Clipping there will be PAPR reduction of 7dB and in SLM there will be PAPR reduction of 11dB from the original signal. Fig.8. BER Plot This is the bit error rate performance of signal to noise ratio from -30dB to 30dB, where the noise is more near -30dB and gradually decreases towards the 30dB and at 30dB there will be no noise so BER will be equal to zero at that instant. VI. CONCLUSION In this paper Clipping and SLM PAPR reduction techniques for multi-carrier transmission have been discussed. To reduce the PAPR these two techniques have been proposed and they possess all potential to provide substantialreduction In PAPR due to loss in data rate the transmit signal power increase in turn BER will also increase because of these two computational complexity increases. Comparative analysis has been made between these two techniques. VII. REFERENCES [1] Theodore S Rappaport, “ Wireless communication”, Prentice Hall, 1996. [2] Simon Haykin, “Communication Systems”, John Wiley and Sons, Inc., 4th Edition, 2008. [3] Y.Wu and W.Y.Zou, “Orthogonal frequency division multiplexing: A multi-carrier modulation scheme”, IEEE Trans. Consumer Electronics, Vol.41, no.3, pp. 392-399, Aug.1995. [4] John G Proakis, Masoudsalehi,“Communication System Engineering”, Pearson Education International, 2nd Edition, 2002. [5] A Zolghadrashiand M H Ghamat, “An overview of PAPR Reduction”, Iranian Journal of Electrical and Computer Engineering, vol.7, No.2, Summer-Fall 2008, pp.115-120. [6] G L Ren, H Zhang, and Y L Chang, “ A complementary clipping transform technique for the reduction of peak to average power ratio of OFDM system,“ IEEE Trans. Consumer Electronics, vol. 49, no.4, pp. 922-926, Nov- 2003. KISHORE KUMAR B H, born in Bangalore, INDIA, on April 28, 1993. Pursuing B.E. in ECE at NITTE MEENAKSHI INSTITUTE OF TECHNOLOGY, Yelahanka, Bangalore, Karnataka-560064 Current research interest in Wireless Communication. ROSHNI R NAGARALLI, born in Hubli, India, on April 24, 1993. Pursuing B.E. in ECE at NITTE MEENAKSHI INSTITUE OF TECHNOLOGY, Yelahanka, Bangalore, Karnataka-560064 Research interest in the field of Communication.