SlideShare a Scribd company logo
IOSR Journal of Electronics and Communication Engineering (IOSR-JECE)
e-ISSN: 2278-2834,p- ISSN: 2278-8735.Volume 10, Issue 1, Ver. III (Jan - Feb. 2015), PP 87-90
www.iosrjournals.org
DOI: 10.9790/2834-10138790 www.iosrjournals.org 87 | Page
OFDM PAPR Reduction by Shifting Two Null Subcarriers
among Two Data Subcarriers
Rupesh L. Patil1
, S. K. Sudhansu2
1
P. G. Dept., MBES College of Engineering, Ambajogai, India, 431 517
2
P. G. Dept., MBES College of Engineering, Ambajogai, India, 431 517
Abstract: Orthogonal frequency division multiplexing (OFDM) is an attractive modulation technique for
transmitting large amount of digital data over radio waves. High PAPR of the transmit signal is major
drawback of OFDM. Proposed method promises PAPR reduction by shifting and switching null subcarrier with
data subcarrier. When it is compared with existing reduction techniques (Such as Shifting Null Subcarrier
among Data Subcarrier, Interleaving Technique, PTS, SLM, Tone rejection etc), the proposed method is
compatible with current commercial system. The MATLAB simulations show a PAPR reduction of around 1.4dB
using the proposed method than the existing methods also BER performance of proposed method is much better
than that of existing methods.
Keywords: Orthogonal frequency division multiplexing, peak-to-average power ratio, intersymbol interference,
null subcarriers.
I. Introduction
Orthogonal frequency division multiplexing (OFDM) is a special case of multi carrier transmission,
where a single data stream is transmitted over a number of lower rate subcarriers [8][9]. In single carrier system,
if signal gets faded or interfered, then entire link gets failed, where as in a multicarrier system, only a small
percentage of the subcarriers will be affected. It is very easy and efficient in dealing with multipath fading and
robust again narrow band interference [14]. It has been widely adopted in many international standards; out of
these standards we used IEEE 802.11a for proposed method.
High PAPR is one of the most serious problems in OFDM system [8][9]. To transmit signals with high
PAPR, it requires power amplifiers with very high power scope. These kinds of amplifiers are very expensive
and have low efficiency-cost factor. This gives rise to non-linear distortion which changes the superposition of
the signal spectrum [3] resulting in performance degradation.
The PAPR issue and its drawbacks are discussed in many papers. Such as PAPR reduction in OFDM
by shifting null and data subcarriers is suggested as, “OFDM PAPR Reduction by Shifting Null Subcarriers
Among Data Subcarriers,” by Bo Wang, Pin-Han Ho, and Chih-Hao Lin [1]. “PAPR Reduction of OFDM
Signals Using Partial Transmit Sequence: An Optimal Approach Using Sphere Decoding,” by Ali Alavi and
Chintha Tellambura [2]. “Peak-to-Average power ratio Reduction using OFDM Null subcarriers,” by
Wang,Bo[10]. “Dynamic null-data subcarrier switching for OFDM PAPR reduction with low computational
overhead,” by S. Ahmed and M. Kawai[11]. “An overview: peak-to-average power ratio reduction techniques
for OFDM signals,” by T. Jiang and Y. Wu [7] et.al which explain the new PAPR reduction techniques, which
reduces the PAPR of OFDM system with many other advantages.
In classical parallel data system, the total signal frequency band is divided in to non overlapping
frequency subchannels. Each subchannel is modulated with separate symbol and then these subchannels are
frequency multiplexed. It results it avoids spectral overlap to eliminate Interchannel Interference (ICI) [9].
However it leads inefficient use of available spectrum. Orthogonal word indicates that there is a precise
mathematical relationship between frequencies of the carrier system. These orthogonal signals follows: Each
subcarrier has exactly an integer number of cycles in FFT interval and number of cycles between adjacent
subcarriers differs by exactly one. For integer number of cycles, all smoothing windows yields the same peak
amplitude reading and have excellent amplitude accuracy side lobes do not appear because spectrum of the
smoothing window approaches zero at Δf intervals (distance between subcarriers in frequency domain) on either
side of the main lobe. At transmitter IFFT acts as specialized multiplexer also it takes complex numbers
representing the modulated subcarriers.
PAPR reduction techniques classified on Distortion based technique in which the time domain signals
are directly suppressed for which the power signal exceeds a certain threshold level. (e.g. Clipping Technique,
PTS etc.) [2]. and Redundancy based technique in which number of candidate signals are generated and then
selects the one candidate signal which will have lowest PAPR for transmission (e.g. Null Switching Method,
SLM, etc.)[1][10]. In proposed method, null subcarrier which is used as guard band to avoid aliasing effect also
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
DOI: 10.9790/2834-10138790 www.iosrjournals.org 88 | Page
it is known as unused carriers with zero transmit energy. In IEEE 802.11a, 6 null subcarriers at low frequency
end and 5 null subcarriers at high frequency end [12].
II. Proposed Method
Consider OFDM transmission splits the high rate data stream into S sub streams of the lower data rate
i.e. parallel system divide the available bandwidth into S non overlapping subchannels with ascending
frequencies set {fs, s = 1, 2,..., S}. the total S subcarriers are the combination of data subcarriers(D) and null
subcarriers(N), where for N ascending frequency set {fn,n=1,2,..., N} and for D ascending frequency set {fd,d =
1, 2,…., S − N}.
Moreover, fn ≠fd, ∀n,d. Assigned to the data subcarriers at {fd, 1 ≤ d ≤ S − N} are, respectively, the M-ary data
symbols {.xd, d = 1, · · · , L − N}, taken from a quadrature amplitude modulation (QAM) constellation.
Null Switching Method
Before Switching
Null Subcarrier Data Subcarrier
After Switching
Proposed Null Switching Method
Before Switching
Null Subcarrier Data Subcarrier
After Switching
Fig. 1. Comparison between Null Switching method[1] and Proposed Null Switching method
Null Subcarrier Among Data Subcarrier
Before Shifting
Null Subcarrier Data Subcarrier
After Shifting
Proposed Null Subcarrier Among Data Subcarrier
Before Shifting
Null Subcarrier Data Subcarrier
After Switching
Fig. 2. Shifting Null Subcarrier Among Data Subcarrier[1] and Proposed Shifting Null Subcarrier
Among Data Subcarrier
From Fig. 1 and 2, without changing the values of total subcarrier, data subcarrier and null subcarrier,
we need to shifts P elements to generate number of candidates and then selects one candidate which will have
lowest PAPR for transmission. For finding shifting possibilities we can derive using
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
DOI: 10.9790/2834-10138790 www.iosrjournals.org 89 | Page
= (1)
The designing of null subcarrier in standard is at low frequency end is one more than that at high frequency end
when shifting element is even and vice versa. Proposed method requires low CSI, for maintaining the
synchronization between transmitter and receiver which helps to recover data subcarrier as in its original form
i.e. sequencing back to original format which were changed due to various shifting to get one of the candidate
which having lowest PAPR. Here two proposed methods are derived from existing reduction techniques which
shown in figure.
III. Simulations
The standard IEEE 802.11a ensures appropriate candidate which has minimum PAPR after shifting of
null subcarrier. An 802.11a OFDM carrier signal (burst type) is the sum of one or more OFDM symbols each
comprised of 52 orthogonal subcarriers with baseband data on each subcarrier being independently modulated
using Quadrature amplitude modulation (QAM). This composite baseband signal is used to modulate a main RF
carrier.
To begin the OFDM signal creation process, the input bit stream is encoded with convolution coding
and interleaving. Each data stream is divided into group of 4 bits because here we are using 16-QAM and then
converts into complex numbers representing the mapped constellation point. 52 bins of the IFFT
block are loaded. Out of these 48 bins contains constellation points which are mapped into frequency offset
indexes ranging from -26 to +26, skipping the 4 pilot and zero bins. There are 4 pilot subcarrier inserted into
frequency offset index location -21,-7, +7 and +21. The zero bin is the Null or DC subcarrier (contains 0 value
i.e. 0+0j) and is not used. When the IFFT block is completely loaded, the IFFT computed, giving a set of
complex time domain samples representing the combined OFDM subcarrier waveform. In between each OFDM
symbols preamble is used for synchronization and concatenated together, in this way OFDM burst is
transmitted.
Fig. 3. The PAPR’s CCDF @ [1], Switching by 3 & 2 Null subcarrier, Null switching and .
Fig. 3 shows the PAPR values of various reduction techniques, here proposed null switching method
i.e. 2-null switching (≈ 7.8dB) is better than Null switching method i.e. 1-null switching (≈ 8.5dB) based on
same computational complexity also graph shows proposed shifting null subcarrier among data subcarrier
method i.e. (≈ 6.7dB) is better than shifting null subcarrier among data subcarrier method i.e. (≈
9.2dB) [1]. Comparing all methods, Shifting Null Subcarrier among Data Subcarrier Method is better than other
methods. Figure 4 shows that the BER performance of proposed null subcarrier among data subcarrier method
(≈ 14.8dB) is close to that of Shifting at (≈15.3dB) [1]. But when comparing both with proposed null
OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers
DOI: 10.9790/2834-10138790 www.iosrjournals.org 90 | Page
switching i.e. 2-null switching (>15.3dB) is not better one. As we have seen in Fig. 3 PAPR performance of
proposed Null switching method i.e. 2-null switching is better than Null switching method i.e. 1-null switching
and shifting null subcarrier among data subcarrier method i.e. [1]. But in case of BER performance is
not good as shown in Fig. 4.
Fig. 4. BER against SNR at with [1], Switching by 3 & 2 Null subcarrier and .
IV. Conclusion
The simulation results have demonstrated the effectiveness of the approach for a 16 QAM modulation
scheme and had been evaluated in terms of BER versus SNR. The results clearly show the effectiveness of our
proposed algorithm, as well as ability to achieve large reduction in PAPR by keeping constant performance of
BER.
References
[1] Bo Wang, Pin-Han Ho, and Chih-Hao Lin“OFDM PAPR Reduction by Shifting Null Subcarriers Among Data Subcarriers”, IEEE
Communication Letters, Vol. 16, No.9, Sept 2012.
[2] Ali Alavi, Chintha Tellambura, Senior Member, IEEE, and Ivan Fair “PAPR Reduction of OFDM Signals Using Partial Transmit
Sequence: An Optimal Approach Using Sphere Decoding”, IEEE Communications Letters, Vol. 9, No. 11, November 2005.
[3] Haijian ZHANG, Didier LE RUYET, Michel TERRE “Spectral Efficiency Analysis in OFDM and OFDM/OQAM based Cognitive
Radio Networks” Electronics and Communications Laboratory, CNAM Paris, France.
[4] S. H. Han and J. H. Lee, “An overview of peak-to-average power ratio reduction techniques for multicarrier transmission,” IEEE
Wireless Commun., pp. 56–65, Apr. 2005.
[5] Aida Zaier and Ridha Bouallegue “Blind channel estimation enhancement for MIMO- OFDM systems under high mobility
conditions”, International Journal of Wireless & Mobile Networks (IJWMN) Vol. 4, No. 1, February 2012 DOI :
10.5121/ijwmn.2012.4115 207.
[6] Umar Faruq “Peak-To–Average Power Ratio Reduction of OFDM Signals” IOSR Journal of Electronics and Communication
Engineering (IOSR-JECE) ISSN: 2278-2834, ISBN: 2278-8735. Volume 3, Issue 2 (Sep-Oct. 2012).
[7] T. Jiang and Y. Wu, “An overview: peak-to-average power ratio reduction techniques for OFDM signals” IEEE Trans. Broadcast.,
vol. 54, no. 2, pp. 257–268, June 2008.
[8] The Basic Principles of OFDM, CCU Wireless Access Tech. Lab.
[9] Ho Chin Keong “Overview on OFDM Design” Communication Systems & Signal Processing Centre for Wireless Communications
National University of Singapore November 9, 2001.
[10] Wang, Bo “Peak-to-Average power ratio Reduction using OFDM Null subcarriers ” The Hongkong Polytechnic University
Department of Electronics and Information Engineering January 2011.
[11] S. Ahmed and M. Kawai “Dynamic null-data subcarrier switching for OFDM PAPR reduction with low computational overhead”
Electronics Letters 26th April 2012 Vol. 48 No. 9.
[12] Szymon Grabski, Krzysztof Szczypiorski “Steganography in OFDM Symbols of Fast IEEE 802.11n Networks”, Institute of
Telecommunications Warsaw University of Technology Warsaw, Poland 2013, IEEE Security and Privacy Workshop.
[13] Dr.Ali Muqaibel, Review of Digital Communication Fundamentals V2.0, Digital Communication II.
[14] Hlaing Minn, Member, IEEE, Vijay K. Bhargava, Fellow, IEEE, and Khaled Ben Letaief, Fellow, IEEE “A Robust Timing and
Frequency Synchronization for OFDM Systems”. IEEE Transactions on Wireless Communications, Vol. 2, No. 4, July 2003.

More Related Content

What's hot

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 Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM SystemsA Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
IRJET Journal
 
Hybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a surveyHybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a survey
eSAT Journals
 
SLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
SLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEMSLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
SLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
HariniChaganti1
 
PAPR Reduction in OFDM using Active and Non-Active Channels
PAPR Reduction in OFDM using Active and Non-Active ChannelsPAPR Reduction in OFDM using Active and Non-Active Channels
PAPR Reduction in OFDM using Active and Non-Active Channels
IOSR Journals
 
Signal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systemsSignal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systems
Neil Christian Bonilla
 
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
 
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
ijwmn
 
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
 
At32715720
At32715720At32715720
At32715720
IJMER
 
Ijsrdv1 i7021
Ijsrdv1 i7021Ijsrdv1 i7021
Ijsrdv1 i7021
ijsrd.com
 
Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...
IJCNCJournal
 
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 PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...
A PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...A PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...
A PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...
IJECEIAES
 
papr-presentation
papr-presentationpapr-presentation
papr-presentation
Heshani Thathsarani
 
Performance of Multiple symbol representation with clipping scheme for PAPR r...
Performance of Multiple symbol representation with clipping scheme for PAPR r...Performance of Multiple symbol representation with clipping scheme for PAPR r...
Performance of Multiple symbol representation with clipping scheme for PAPR r...
ijsrd.com
 
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
IOSR Journals
 
IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...
IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...
IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...
IRJET Journal
 

What's hot (18)

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 Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM SystemsA Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
 
Hybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a surveyHybrid approach to solve the problem of papr in ofdm signal a survey
Hybrid approach to solve the problem of papr in ofdm signal a survey
 
SLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
SLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEMSLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
SLM-PTS BASED PAPR REDUCTION TECHNIQUES IN OFDM SYSTEM
 
PAPR Reduction in OFDM using Active and Non-Active Channels
PAPR Reduction in OFDM using Active and Non-Active ChannelsPAPR Reduction in OFDM using Active and Non-Active Channels
PAPR Reduction in OFDM using Active and Non-Active Channels
 
Signal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systemsSignal Distortion Techniques for PAPR Reduction in OFDM systems
Signal Distortion Techniques for PAPR Reduction in OFDM systems
 
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...
 
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
Analyses and performance of techniques papr reduction for stbc mimo ofdm syst...
 
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 ...
 
At32715720
At32715720At32715720
At32715720
 
Ijsrdv1 i7021
Ijsrdv1 i7021Ijsrdv1 i7021
Ijsrdv1 i7021
 
Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...Comparative performance analysis of different modulation techniques for papr ...
Comparative performance analysis of different modulation techniques for papr ...
 
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 PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...
A PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...A PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...
A PAPR Reduction for OFDM Signals Based on Self-Adaptive Multipopulation DE a...
 
papr-presentation
papr-presentationpapr-presentation
papr-presentation
 
Performance of Multiple symbol representation with clipping scheme for PAPR r...
Performance of Multiple symbol representation with clipping scheme for PAPR r...Performance of Multiple symbol representation with clipping scheme for PAPR r...
Performance of Multiple symbol representation with clipping scheme for PAPR r...
 
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
Peak to Average Power Ratio Performance of a 16-QAM/OFDM System with Partial ...
 
IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...
IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...
IRJET- Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multipl...
 

Viewers also liked

C010231319
C010231319C010231319
C010231319
IOSR Journals
 
G012454144
G012454144G012454144
G012454144
IOSR Journals
 
B012511421
B012511421B012511421
B012511421
IOSR Journals
 
E1302032932
E1302032932E1302032932
E1302032932
IOSR Journals
 
M012628386
M012628386M012628386
M012628386
IOSR Journals
 
M010618997
M010618997M010618997
M010618997
IOSR Journals
 
C012630913
C012630913C012630913
C012630913
IOSR Journals
 
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
IOSR Journals
 
B010221018
B010221018B010221018
B010221018
IOSR Journals
 
A0560106
A0560106A0560106
A0560106
IOSR Journals
 
An Assessment on Food Security in Developing Economies-Problems and Policy In...
An Assessment on Food Security in Developing Economies-Problems and Policy In...An Assessment on Food Security in Developing Economies-Problems and Policy In...
An Assessment on Food Security in Developing Economies-Problems and Policy In...
IOSR Journals
 
Physical Fitness Index of Indian Judo Players assessed by Harvard step test.
Physical Fitness Index of Indian Judo Players assessed by Harvard step test.Physical Fitness Index of Indian Judo Players assessed by Harvard step test.
Physical Fitness Index of Indian Judo Players assessed by Harvard step test.
IOSR Journals
 
I1804015458
I1804015458I1804015458
I1804015458
IOSR Journals
 
P01222104109
P01222104109P01222104109
P01222104109
IOSR Journals
 
I017654651
I017654651I017654651
I017654651
IOSR Journals
 
F010112934
F010112934F010112934
F010112934
IOSR Journals
 
Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...
Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...
Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...
IOSR Journals
 
E012423034
E012423034E012423034
E012423034
IOSR Journals
 
E012442937
E012442937E012442937
E012442937
IOSR Journals
 
I010614347
I010614347I010614347
I010614347
IOSR Journals
 

Viewers also liked (20)

C010231319
C010231319C010231319
C010231319
 
G012454144
G012454144G012454144
G012454144
 
B012511421
B012511421B012511421
B012511421
 
E1302032932
E1302032932E1302032932
E1302032932
 
M012628386
M012628386M012628386
M012628386
 
M010618997
M010618997M010618997
M010618997
 
C012630913
C012630913C012630913
C012630913
 
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
 
B010221018
B010221018B010221018
B010221018
 
A0560106
A0560106A0560106
A0560106
 
An Assessment on Food Security in Developing Economies-Problems and Policy In...
An Assessment on Food Security in Developing Economies-Problems and Policy In...An Assessment on Food Security in Developing Economies-Problems and Policy In...
An Assessment on Food Security in Developing Economies-Problems and Policy In...
 
Physical Fitness Index of Indian Judo Players assessed by Harvard step test.
Physical Fitness Index of Indian Judo Players assessed by Harvard step test.Physical Fitness Index of Indian Judo Players assessed by Harvard step test.
Physical Fitness Index of Indian Judo Players assessed by Harvard step test.
 
I1804015458
I1804015458I1804015458
I1804015458
 
P01222104109
P01222104109P01222104109
P01222104109
 
I017654651
I017654651I017654651
I017654651
 
F010112934
F010112934F010112934
F010112934
 
Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...
Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...
Use of Polyvinylindene Fluoride (PVDF) and Lead Zirconate Titanate (PZT) In S...
 
E012423034
E012423034E012423034
E012423034
 
E012442937
E012442937E012442937
E012442937
 
I010614347
I010614347I010614347
I010614347
 

Similar to M010138790

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
 
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
 
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
 
Ijairp14 radhe
Ijairp14 radheIjairp14 radhe
Ijairp14 radhe
Radhe Shyam
 
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEMPERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
ijwmn
 
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Rupesh Sharma
 
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
 
Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...
Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...
Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...
IOSR Journals
 
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
 
Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...
ijmnct
 
Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...
ijmnct
 
Investigation and Analysis of SNR Estimation in OFDM system
Investigation and Analysis of SNR Estimation in OFDM systemInvestigation and Analysis of SNR Estimation in OFDM system
Investigation and Analysis of SNR Estimation in OFDM system
IOSR Journals
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...
eSAT Journals
 
A low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme forA low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme for
eSAT Publishing House
 
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
 
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
ijcsse
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...
eSAT Publishing House
 
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
IRJET Journal
 
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
PAPR  Reduction Technique : Partial Transmit Sequence (PTS)PAPR  Reduction Technique : Partial Transmit Sequence (PTS)
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
IRJET Journal
 
Performance and Analysis of OFDM Signal Using Matlab Simulink
Performance and Analysis of OFDM Signal Using Matlab  SimulinkPerformance and Analysis of OFDM Signal Using Matlab  Simulink
Performance and Analysis of OFDM Signal Using Matlab Simulink
IJMER
 

Similar to M010138790 (20)

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
 
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
 
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...
 
Ijairp14 radhe
Ijairp14 radheIjairp14 radhe
Ijairp14 radhe
 
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEMPERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
 
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
Design Ofdm System And Remove Nonlinear Distortion In OFDM Signal At Transmit...
 
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
 
Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...
Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...
Hardware Implementation of OFDM system to reduce PAPR using Selective Level M...
 
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...
 
Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...Performance comparison of two clipping based filtering methods for papr reduc...
Performance comparison of two clipping based filtering methods for papr reduc...
 
Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...
 
Investigation and Analysis of SNR Estimation in OFDM system
Investigation and Analysis of SNR Estimation in OFDM systemInvestigation and Analysis of SNR Estimation in OFDM system
Investigation and Analysis of SNR Estimation in OFDM system
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...
 
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
 
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
 
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
Performance Evaluation of PAPR Reduction with SER and BER by Modified Clippin...
 
Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...Performance analysis of papr reduction techniques in multicarrier modulation ...
Performance analysis of papr reduction techniques in multicarrier modulation ...
 
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
 
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
PAPR  Reduction Technique : Partial Transmit Sequence (PTS)PAPR  Reduction Technique : Partial Transmit Sequence (PTS)
PAPR Reduction Technique : Partial Transmit Sequence (PTS)
 
Performance and Analysis of OFDM Signal Using Matlab Simulink
Performance and Analysis of OFDM Signal Using Matlab  SimulinkPerformance and Analysis of OFDM Signal Using Matlab  Simulink
Performance and Analysis of OFDM Signal Using Matlab Simulink
 

More from IOSR Journals

A011140104
A011140104A011140104
A011140104
IOSR Journals
 
M0111397100
M0111397100M0111397100
M0111397100
IOSR Journals
 
L011138596
L011138596L011138596
L011138596
IOSR Journals
 
K011138084
K011138084K011138084
K011138084
IOSR Journals
 
J011137479
J011137479J011137479
J011137479
IOSR Journals
 
I011136673
I011136673I011136673
I011136673
IOSR Journals
 
G011134454
G011134454G011134454
G011134454
IOSR Journals
 
H011135565
H011135565H011135565
H011135565
IOSR Journals
 
F011134043
F011134043F011134043
F011134043
IOSR Journals
 
E011133639
E011133639E011133639
E011133639
IOSR Journals
 
D011132635
D011132635D011132635
D011132635
IOSR Journals
 
C011131925
C011131925C011131925
C011131925
IOSR Journals
 
B011130918
B011130918B011130918
B011130918
IOSR Journals
 
A011130108
A011130108A011130108
A011130108
IOSR Journals
 
I011125160
I011125160I011125160
I011125160
IOSR Journals
 
H011124050
H011124050H011124050
H011124050
IOSR Journals
 
G011123539
G011123539G011123539
G011123539
IOSR Journals
 
F011123134
F011123134F011123134
F011123134
IOSR Journals
 
E011122530
E011122530E011122530
E011122530
IOSR Journals
 
D011121524
D011121524D011121524
D011121524
IOSR Journals
 

More from IOSR Journals (20)

A011140104
A011140104A011140104
A011140104
 
M0111397100
M0111397100M0111397100
M0111397100
 
L011138596
L011138596L011138596
L011138596
 
K011138084
K011138084K011138084
K011138084
 
J011137479
J011137479J011137479
J011137479
 
I011136673
I011136673I011136673
I011136673
 
G011134454
G011134454G011134454
G011134454
 
H011135565
H011135565H011135565
H011135565
 
F011134043
F011134043F011134043
F011134043
 
E011133639
E011133639E011133639
E011133639
 
D011132635
D011132635D011132635
D011132635
 
C011131925
C011131925C011131925
C011131925
 
B011130918
B011130918B011130918
B011130918
 
A011130108
A011130108A011130108
A011130108
 
I011125160
I011125160I011125160
I011125160
 
H011124050
H011124050H011124050
H011124050
 
G011123539
G011123539G011123539
G011123539
 
F011123134
F011123134F011123134
F011123134
 
E011122530
E011122530E011122530
E011122530
 
D011121524
D011121524D011121524
D011121524
 

Recently uploaded

Introducing BoxLang : A new JVM language for productivity and modularity!
Introducing BoxLang : A new JVM language for productivity and modularity!Introducing BoxLang : A new JVM language for productivity and modularity!
Introducing BoxLang : A new JVM language for productivity and modularity!
Ortus Solutions, Corp
 
Mutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented ChatbotsMutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented Chatbots
Pablo Gómez Abajo
 
Must Know Postgres Extension for DBA and Developer during Migration
Must Know Postgres Extension for DBA and Developer during MigrationMust Know Postgres Extension for DBA and Developer during Migration
Must Know Postgres Extension for DBA and Developer during Migration
Mydbops
 
"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota
Fwdays
 
JavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green MasterplanJavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green Masterplan
Miro Wengner
 
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectorsConnector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
DianaGray10
 
inQuba Webinar Mastering Customer Journey Management with Dr Graham Hill
inQuba Webinar Mastering Customer Journey Management with Dr Graham HillinQuba Webinar Mastering Customer Journey Management with Dr Graham Hill
inQuba Webinar Mastering Customer Journey Management with Dr Graham Hill
LizaNolte
 
Day 2 - Intro to UiPath Studio Fundamentals
Day 2 - Intro to UiPath Studio FundamentalsDay 2 - Intro to UiPath Studio Fundamentals
Day 2 - Intro to UiPath Studio Fundamentals
UiPathCommunity
 
What is an RPA CoE? Session 1 – CoE Vision
What is an RPA CoE?  Session 1 – CoE VisionWhat is an RPA CoE?  Session 1 – CoE Vision
What is an RPA CoE? Session 1 – CoE Vision
DianaGray10
 
"What does it really mean for your system to be available, or how to define w...
"What does it really mean for your system to be available, or how to define w..."What does it really mean for your system to be available, or how to define w...
"What does it really mean for your system to be available, or how to define w...
Fwdays
 
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
Jason Yip
 
Y-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PPY-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PP
c5vrf27qcz
 
Demystifying Knowledge Management through Storytelling
Demystifying Knowledge Management through StorytellingDemystifying Knowledge Management through Storytelling
Demystifying Knowledge Management through Storytelling
Enterprise Knowledge
 
Apps Break Data
Apps Break DataApps Break Data
Apps Break Data
Ivo Velitchkov
 
"Scaling RAG Applications to serve millions of users", Kevin Goedecke
"Scaling RAG Applications to serve millions of users",  Kevin Goedecke"Scaling RAG Applications to serve millions of users",  Kevin Goedecke
"Scaling RAG Applications to serve millions of users", Kevin Goedecke
Fwdays
 
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...
DanBrown980551
 
The Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptxThe Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptx
operationspcvita
 
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansBiomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Neo4j
 
"NATO Hackathon Winner: AI-Powered Drug Search", Taras Kloba
"NATO Hackathon Winner: AI-Powered Drug Search",  Taras Kloba"NATO Hackathon Winner: AI-Powered Drug Search",  Taras Kloba
"NATO Hackathon Winner: AI-Powered Drug Search", Taras Kloba
Fwdays
 
Essentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation ParametersEssentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation Parameters
Safe Software
 

Recently uploaded (20)

Introducing BoxLang : A new JVM language for productivity and modularity!
Introducing BoxLang : A new JVM language for productivity and modularity!Introducing BoxLang : A new JVM language for productivity and modularity!
Introducing BoxLang : A new JVM language for productivity and modularity!
 
Mutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented ChatbotsMutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented Chatbots
 
Must Know Postgres Extension for DBA and Developer during Migration
Must Know Postgres Extension for DBA and Developer during MigrationMust Know Postgres Extension for DBA and Developer during Migration
Must Know Postgres Extension for DBA and Developer during Migration
 
"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota
 
JavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green MasterplanJavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green Masterplan
 
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectorsConnector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
 
inQuba Webinar Mastering Customer Journey Management with Dr Graham Hill
inQuba Webinar Mastering Customer Journey Management with Dr Graham HillinQuba Webinar Mastering Customer Journey Management with Dr Graham Hill
inQuba Webinar Mastering Customer Journey Management with Dr Graham Hill
 
Day 2 - Intro to UiPath Studio Fundamentals
Day 2 - Intro to UiPath Studio FundamentalsDay 2 - Intro to UiPath Studio Fundamentals
Day 2 - Intro to UiPath Studio Fundamentals
 
What is an RPA CoE? Session 1 – CoE Vision
What is an RPA CoE?  Session 1 – CoE VisionWhat is an RPA CoE?  Session 1 – CoE Vision
What is an RPA CoE? Session 1 – CoE Vision
 
"What does it really mean for your system to be available, or how to define w...
"What does it really mean for your system to be available, or how to define w..."What does it really mean for your system to be available, or how to define w...
"What does it really mean for your system to be available, or how to define w...
 
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
 
Y-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PPY-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PP
 
Demystifying Knowledge Management through Storytelling
Demystifying Knowledge Management through StorytellingDemystifying Knowledge Management through Storytelling
Demystifying Knowledge Management through Storytelling
 
Apps Break Data
Apps Break DataApps Break Data
Apps Break Data
 
"Scaling RAG Applications to serve millions of users", Kevin Goedecke
"Scaling RAG Applications to serve millions of users",  Kevin Goedecke"Scaling RAG Applications to serve millions of users",  Kevin Goedecke
"Scaling RAG Applications to serve millions of users", Kevin Goedecke
 
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...
 
The Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptxThe Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptx
 
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansBiomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
 
"NATO Hackathon Winner: AI-Powered Drug Search", Taras Kloba
"NATO Hackathon Winner: AI-Powered Drug Search",  Taras Kloba"NATO Hackathon Winner: AI-Powered Drug Search",  Taras Kloba
"NATO Hackathon Winner: AI-Powered Drug Search", Taras Kloba
 
Essentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation ParametersEssentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation Parameters
 

M010138790

  • 1. IOSR Journal of Electronics and Communication Engineering (IOSR-JECE) e-ISSN: 2278-2834,p- ISSN: 2278-8735.Volume 10, Issue 1, Ver. III (Jan - Feb. 2015), PP 87-90 www.iosrjournals.org DOI: 10.9790/2834-10138790 www.iosrjournals.org 87 | Page OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers Rupesh L. Patil1 , S. K. Sudhansu2 1 P. G. Dept., MBES College of Engineering, Ambajogai, India, 431 517 2 P. G. Dept., MBES College of Engineering, Ambajogai, India, 431 517 Abstract: Orthogonal frequency division multiplexing (OFDM) is an attractive modulation technique for transmitting large amount of digital data over radio waves. High PAPR of the transmit signal is major drawback of OFDM. Proposed method promises PAPR reduction by shifting and switching null subcarrier with data subcarrier. When it is compared with existing reduction techniques (Such as Shifting Null Subcarrier among Data Subcarrier, Interleaving Technique, PTS, SLM, Tone rejection etc), the proposed method is compatible with current commercial system. The MATLAB simulations show a PAPR reduction of around 1.4dB using the proposed method than the existing methods also BER performance of proposed method is much better than that of existing methods. Keywords: Orthogonal frequency division multiplexing, peak-to-average power ratio, intersymbol interference, null subcarriers. I. Introduction Orthogonal frequency division multiplexing (OFDM) is a special case of multi carrier transmission, where a single data stream is transmitted over a number of lower rate subcarriers [8][9]. In single carrier system, if signal gets faded or interfered, then entire link gets failed, where as in a multicarrier system, only a small percentage of the subcarriers will be affected. It is very easy and efficient in dealing with multipath fading and robust again narrow band interference [14]. It has been widely adopted in many international standards; out of these standards we used IEEE 802.11a for proposed method. High PAPR is one of the most serious problems in OFDM system [8][9]. To transmit signals with high PAPR, it requires power amplifiers with very high power scope. These kinds of amplifiers are very expensive and have low efficiency-cost factor. This gives rise to non-linear distortion which changes the superposition of the signal spectrum [3] resulting in performance degradation. The PAPR issue and its drawbacks are discussed in many papers. Such as PAPR reduction in OFDM by shifting null and data subcarriers is suggested as, “OFDM PAPR Reduction by Shifting Null Subcarriers Among Data Subcarriers,” by Bo Wang, Pin-Han Ho, and Chih-Hao Lin [1]. “PAPR Reduction of OFDM Signals Using Partial Transmit Sequence: An Optimal Approach Using Sphere Decoding,” by Ali Alavi and Chintha Tellambura [2]. “Peak-to-Average power ratio Reduction using OFDM Null subcarriers,” by Wang,Bo[10]. “Dynamic null-data subcarrier switching for OFDM PAPR reduction with low computational overhead,” by S. Ahmed and M. Kawai[11]. “An overview: peak-to-average power ratio reduction techniques for OFDM signals,” by T. Jiang and Y. Wu [7] et.al which explain the new PAPR reduction techniques, which reduces the PAPR of OFDM system with many other advantages. In classical parallel data system, the total signal frequency band is divided in to non overlapping frequency subchannels. Each subchannel is modulated with separate symbol and then these subchannels are frequency multiplexed. It results it avoids spectral overlap to eliminate Interchannel Interference (ICI) [9]. However it leads inefficient use of available spectrum. Orthogonal word indicates that there is a precise mathematical relationship between frequencies of the carrier system. These orthogonal signals follows: Each subcarrier has exactly an integer number of cycles in FFT interval and number of cycles between adjacent subcarriers differs by exactly one. For integer number of cycles, all smoothing windows yields the same peak amplitude reading and have excellent amplitude accuracy side lobes do not appear because spectrum of the smoothing window approaches zero at Δf intervals (distance between subcarriers in frequency domain) on either side of the main lobe. At transmitter IFFT acts as specialized multiplexer also it takes complex numbers representing the modulated subcarriers. PAPR reduction techniques classified on Distortion based technique in which the time domain signals are directly suppressed for which the power signal exceeds a certain threshold level. (e.g. Clipping Technique, PTS etc.) [2]. and Redundancy based technique in which number of candidate signals are generated and then selects the one candidate signal which will have lowest PAPR for transmission (e.g. Null Switching Method, SLM, etc.)[1][10]. In proposed method, null subcarrier which is used as guard band to avoid aliasing effect also
  • 2. OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers DOI: 10.9790/2834-10138790 www.iosrjournals.org 88 | Page it is known as unused carriers with zero transmit energy. In IEEE 802.11a, 6 null subcarriers at low frequency end and 5 null subcarriers at high frequency end [12]. II. Proposed Method Consider OFDM transmission splits the high rate data stream into S sub streams of the lower data rate i.e. parallel system divide the available bandwidth into S non overlapping subchannels with ascending frequencies set {fs, s = 1, 2,..., S}. the total S subcarriers are the combination of data subcarriers(D) and null subcarriers(N), where for N ascending frequency set {fn,n=1,2,..., N} and for D ascending frequency set {fd,d = 1, 2,…., S − N}. Moreover, fn ≠fd, ∀n,d. Assigned to the data subcarriers at {fd, 1 ≤ d ≤ S − N} are, respectively, the M-ary data symbols {.xd, d = 1, · · · , L − N}, taken from a quadrature amplitude modulation (QAM) constellation. Null Switching Method Before Switching Null Subcarrier Data Subcarrier After Switching Proposed Null Switching Method Before Switching Null Subcarrier Data Subcarrier After Switching Fig. 1. Comparison between Null Switching method[1] and Proposed Null Switching method Null Subcarrier Among Data Subcarrier Before Shifting Null Subcarrier Data Subcarrier After Shifting Proposed Null Subcarrier Among Data Subcarrier Before Shifting Null Subcarrier Data Subcarrier After Switching Fig. 2. Shifting Null Subcarrier Among Data Subcarrier[1] and Proposed Shifting Null Subcarrier Among Data Subcarrier From Fig. 1 and 2, without changing the values of total subcarrier, data subcarrier and null subcarrier, we need to shifts P elements to generate number of candidates and then selects one candidate which will have lowest PAPR for transmission. For finding shifting possibilities we can derive using
  • 3. OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers DOI: 10.9790/2834-10138790 www.iosrjournals.org 89 | Page = (1) The designing of null subcarrier in standard is at low frequency end is one more than that at high frequency end when shifting element is even and vice versa. Proposed method requires low CSI, for maintaining the synchronization between transmitter and receiver which helps to recover data subcarrier as in its original form i.e. sequencing back to original format which were changed due to various shifting to get one of the candidate which having lowest PAPR. Here two proposed methods are derived from existing reduction techniques which shown in figure. III. Simulations The standard IEEE 802.11a ensures appropriate candidate which has minimum PAPR after shifting of null subcarrier. An 802.11a OFDM carrier signal (burst type) is the sum of one or more OFDM symbols each comprised of 52 orthogonal subcarriers with baseband data on each subcarrier being independently modulated using Quadrature amplitude modulation (QAM). This composite baseband signal is used to modulate a main RF carrier. To begin the OFDM signal creation process, the input bit stream is encoded with convolution coding and interleaving. Each data stream is divided into group of 4 bits because here we are using 16-QAM and then converts into complex numbers representing the mapped constellation point. 52 bins of the IFFT block are loaded. Out of these 48 bins contains constellation points which are mapped into frequency offset indexes ranging from -26 to +26, skipping the 4 pilot and zero bins. There are 4 pilot subcarrier inserted into frequency offset index location -21,-7, +7 and +21. The zero bin is the Null or DC subcarrier (contains 0 value i.e. 0+0j) and is not used. When the IFFT block is completely loaded, the IFFT computed, giving a set of complex time domain samples representing the combined OFDM subcarrier waveform. In between each OFDM symbols preamble is used for synchronization and concatenated together, in this way OFDM burst is transmitted. Fig. 3. The PAPR’s CCDF @ [1], Switching by 3 & 2 Null subcarrier, Null switching and . Fig. 3 shows the PAPR values of various reduction techniques, here proposed null switching method i.e. 2-null switching (≈ 7.8dB) is better than Null switching method i.e. 1-null switching (≈ 8.5dB) based on same computational complexity also graph shows proposed shifting null subcarrier among data subcarrier method i.e. (≈ 6.7dB) is better than shifting null subcarrier among data subcarrier method i.e. (≈ 9.2dB) [1]. Comparing all methods, Shifting Null Subcarrier among Data Subcarrier Method is better than other methods. Figure 4 shows that the BER performance of proposed null subcarrier among data subcarrier method (≈ 14.8dB) is close to that of Shifting at (≈15.3dB) [1]. But when comparing both with proposed null
  • 4. OFDM PAPR Reduction by Shifting Two Null Subcarriers among Two Data Subcarriers DOI: 10.9790/2834-10138790 www.iosrjournals.org 90 | Page switching i.e. 2-null switching (>15.3dB) is not better one. As we have seen in Fig. 3 PAPR performance of proposed Null switching method i.e. 2-null switching is better than Null switching method i.e. 1-null switching and shifting null subcarrier among data subcarrier method i.e. [1]. But in case of BER performance is not good as shown in Fig. 4. Fig. 4. BER against SNR at with [1], Switching by 3 & 2 Null subcarrier and . IV. Conclusion The simulation results have demonstrated the effectiveness of the approach for a 16 QAM modulation scheme and had been evaluated in terms of BER versus SNR. The results clearly show the effectiveness of our proposed algorithm, as well as ability to achieve large reduction in PAPR by keeping constant performance of BER. References [1] Bo Wang, Pin-Han Ho, and Chih-Hao Lin“OFDM PAPR Reduction by Shifting Null Subcarriers Among Data Subcarriers”, IEEE Communication Letters, Vol. 16, No.9, Sept 2012. [2] Ali Alavi, Chintha Tellambura, Senior Member, IEEE, and Ivan Fair “PAPR Reduction of OFDM Signals Using Partial Transmit Sequence: An Optimal Approach Using Sphere Decoding”, IEEE Communications Letters, Vol. 9, No. 11, November 2005. [3] Haijian ZHANG, Didier LE RUYET, Michel TERRE “Spectral Efficiency Analysis in OFDM and OFDM/OQAM based Cognitive Radio Networks” Electronics and Communications Laboratory, CNAM Paris, France. [4] S. H. Han and J. H. Lee, “An overview of peak-to-average power ratio reduction techniques for multicarrier transmission,” IEEE Wireless Commun., pp. 56–65, Apr. 2005. [5] Aida Zaier and Ridha Bouallegue “Blind channel estimation enhancement for MIMO- OFDM systems under high mobility conditions”, International Journal of Wireless & Mobile Networks (IJWMN) Vol. 4, No. 1, February 2012 DOI : 10.5121/ijwmn.2012.4115 207. [6] Umar Faruq “Peak-To–Average Power Ratio Reduction of OFDM Signals” IOSR Journal of Electronics and Communication Engineering (IOSR-JECE) ISSN: 2278-2834, ISBN: 2278-8735. Volume 3, Issue 2 (Sep-Oct. 2012). [7] T. Jiang and Y. Wu, “An overview: peak-to-average power ratio reduction techniques for OFDM signals” IEEE Trans. Broadcast., vol. 54, no. 2, pp. 257–268, June 2008. [8] The Basic Principles of OFDM, CCU Wireless Access Tech. Lab. [9] Ho Chin Keong “Overview on OFDM Design” Communication Systems & Signal Processing Centre for Wireless Communications National University of Singapore November 9, 2001. [10] Wang, Bo “Peak-to-Average power ratio Reduction using OFDM Null subcarriers ” The Hongkong Polytechnic University Department of Electronics and Information Engineering January 2011. [11] S. Ahmed and M. Kawai “Dynamic null-data subcarrier switching for OFDM PAPR reduction with low computational overhead” Electronics Letters 26th April 2012 Vol. 48 No. 9. [12] Szymon Grabski, Krzysztof Szczypiorski “Steganography in OFDM Symbols of Fast IEEE 802.11n Networks”, Institute of Telecommunications Warsaw University of Technology Warsaw, Poland 2013, IEEE Security and Privacy Workshop. [13] Dr.Ali Muqaibel, Review of Digital Communication Fundamentals V2.0, Digital Communication II. [14] Hlaing Minn, Member, IEEE, Vijay K. Bhargava, Fellow, IEEE, and Khaled Ben Letaief, Fellow, IEEE “A Robust Timing and Frequency Synchronization for OFDM Systems”. IEEE Transactions on Wireless Communications, Vol. 2, No. 4, July 2003.