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International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763
Issue 06, Volume 3 (June 2016) www.ijirae.com
[
_________________________________________________________________________________________________
IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 |
Index Copernicus 2014 = 6.57
© 2014- 16, IJIRAE- All Rights Reserved Page -63
‘
COMPARATIVE STUDY OF PAPR REDUCTION ON
SPECTRUM AND ENERGY EFFICIENCIES USING
CLIPPING AND FILTERING TECHNIQUE AND
PARTIAL TRANSMIT SEQUENCE TECHNIQUE IN
OFDM SYSTEM
Shashiranjan roy Sunita virmani
Manav Rachna international university Manav Rachna international university
Abstract --- In this paper an economical study is done among simple clipping and filtering procedures and partial
transmit sequence procedure, and proved that spectrum and energy efficiency is much better in comparative with the
partial transmit sequence technique. To prove the results the structure of orthogonal frequency division multiplexing
is created and then two various parameters of dimension are done. The parameters are comparison of Peak to average
power ratio versus complementary cumulative distribution function and spectrum efficiency versus energy efficiency.
The parameters taken for number of subcarriers are differing with number of fft transporters, for the comfort of
number of Fourier change. The numbers of subcarriers are normally taken to be 64, 128,256, and 512. The number
of bits for transmission is differing between 2000 to 4000. The work is to be completed by using three different
modulation techniques, i.e. binary phase shift keying, quadric phase shift keying, quadrature amplitude modulation.
The best execution is done and acquired utilizing regulation of sort quadric stage shift keying, when cutting and
separating has indicated better results.
Keywords--- Peak to Average Power Ratio, complementary cumulative distribution function, Spectrum Efficiency,
Energy Efficiency
I. INTRODUCTION
In ofdm the characteristics of orthogonally in frequencies makes the system more resilient to dynamic channel behaviour
and more responding to users demand. In such scenarios where speed is a matter of concern applications of ofdm is
attributed towards existing work and its demand is found in most of the real world scenarios. [13]. With a good level of
carrier in the system level, the problem of high peak to average power ratio makes the system more problematic towards
power issues, In this way a complete study of ofdm creates a series of problem, that causes burden in the making of an
application, usage of such applications is a very discerning.[14]
In this paper the investigation of relations between peak- to-average power proportion diminishment, range proficiency
(SE), and vitality productivity (EE) in orthogonal recurrence division multiplexing frameworks has been finished.
Through PAPR diminishment, the effectiveness of high power amplifier (HPA) could be considerably moved forward.
The SE and EE are expanded with an aggregate transmit. Power requirement over additive white Gaussian noise
(AWGN) channel. In this paper aggressive study is done between two unique procedures which depend on peak to
average power diminishment techniques. This additionally demonstrates the quantity of subcarriers increments with
expanding PAPR, consequently higher force and vitality effectiveness can be gotten.
II. ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING FRAMEWORK
In ofdm framework, w (t) is transmitting signal is expressed as
w (t) =
√
∑ , 0 ≤ t ≤ T (1)
Where input block is W= [ , 	, … … … … … . ], T represent the duration of one ofdm framework. Number of
subcarrier is N, and the frequency spacing between two adjacent subcarriers is Δf = , With the nyquist sampling rate, the
discrete time signal z(n),is obtained by employing the operation of the N-point inverse discrete Fourier transform(idft) on
the original input data,[2]
w(n) = √
∑ , n=0,1,...................N-1 (2)
Generally the PAPR of ofdm signals is defined as the ratio between the maximum instantaneous power and its average
power, that is
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763
Issue 06, Volume 3 (June 2016) www.ijirae.com
[
_________________________________________________________________________________________________
IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 |
Index Copernicus 2014 = 6.57
© 2014- 16, IJIRAE- All Rights Reserved Page -64
‘
PAPR =							
| ( )|
(3)
Where = E| ( ) | is the average power of w(n).since w(n) is random, the PAPR is also a random
variable.therefore,complementary cumulative distribution function(ccdf) is always used to describe the statistical
properties of the PAPR in ofdm systems, that is
= Pr (PAPR > β) (4)
Where β is a constant
To consider the total energy consumption in ofdm systems, the power consumption of all the blocks at the transmitter
should be included, which can be divided into two parts, the power consumption of hpa 		and the power consumption
of all other circut blocks . Thus the total power consumption of ofdm systems is + .
Hence the definition of the spectral efficiency and energy efficiency in an ofdm systems
= (5)
And
=
	
(6)
Where C is the achievable data rate and B= NΔf denotes the channel bandwidth. According to Shannon’s formula, the
achievable data rate over an additive white Gaussian noise (AWGN) channel could be expressed as
R= B (1+ SNR) = B (1+ ) (7)
Where the avearage transmit power, and is the avearage power of the additive white gaussian noise .[2]
III. BLOCK DIAGRAM AND DECRYPTION
The framework is executed where high power intensifier was taken into contemplations after that to change the issue of
contribution back off and immersion of subcarriers intermixing. This framework fuses the Partial transmit arrangement
with V=4 and 8 sub square sand clipping and filtering technique. The arrangement of outline then takes the High power
intensifier and figures the force and vitality of the general framework at the transmitter. Subsequently the conditions are
then used to ascertain the range of OFDM framework by utilizing the MATLAB coding.
Fig 1: System Block Diagram
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763
Issue 06, Volume 3 (June 2016) www.ijirae.com
[
_________________________________________________________________________________________________
IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 |
Index Copernicus 2014 = 6.57
© 2014- 16, IJIRAE- All Rights Reserved Page -65
‘
IV. RESULT
Fig 2: Figure shows the complementary cumulative distribution function (ccdf) versus peak to average power the
clipping and filtering, partial transmit sequence (v=4), partial transmit sequence (v=8) and orthogonal frequency
division multiplexing
TABLE 1: COMPILATION OF RESULT
COMPLEMENTARY
CUMULATIVE
DISTRIBUTION
FUNCTION
ORTHOGONAL FREQUENCY
DIVISION MULTIPLEXING
(PEAK TO AVERAGE POWER
RATIO(DB)
(PTS=4)
PEAK TO
AVERAGE
POWER RATIO(DB)
(PTS=8)
(PEAK TO
AVERAGE POWER
RATIO(DB)
CLIPPING AND
FILTERING
PEAK TO AVERAGE
POWER RATIO(DB)
10 0 4.6 4.4 4.8
10 3.4 6.8 6.2 7.8
10 3.8 7.4 6.8 9
10 . 4 7.6 7 9.4
10 . 4.2 7.8 7.2
Thus Peak to average power ratio has been reduced in OFDM using clipping and filtering technique. From the results it is
observed that the performance of the system has been improved by more than 5 dB using clipping and filtering technique.
This is because the peak to average power ratio performance of the clipping and filtering technique is better than the
partial transmit sequence technique. This shows that with use of clipping and filtering technique, peak to average power
ratio reduction can be achieved while transmission of a message through a noisy channel.
Fig 3: Figure shows the energy efficiency versus spectrum efficiency of the clipping and filtering, partial transmit
sequence(v=4),partial transmit sequence(v=8) and orthogonal frequency division multiplexing
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763
Issue 06, Volume 3 (June 2016) www.ijirae.com
[
_________________________________________________________________________________________________
IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 |
Index Copernicus 2014 = 6.57
© 2014- 16, IJIRAE- All Rights Reserved Page -66
‘
TABLE 2: COMPILATION OF RESULT
SPECTRUM
EFFICIENCY
ORTHOGONAL
FREQUENCY DIVISION
MULTIPLEXING
(ENERGY EFFICIENCY)
(BITS/JOULE)
PARTIAL TRANSMIT
SEQUENCES V=4
(ENERGY
EFFICIENCY)
(BITS/JOULE)
PARTIAL TRANSMIT
SEQUENCES V=8
(ENERGY
EFFICIENCY)
(BITS/JOULE)
CLIPPING AND
FILTERING
(ENERGY
EFFICIENCY)
(BITS/JOULE)
5.5 90 80
6 85 87 90 75
6.5 75 80 80 70
7 65 70 70 65
7.5 45 50 50 55
8 5 10 10 45
8.5 35 35
9 0 0
The above table depicts the energy efficiency performance of the clipping and filtering technique, partial transmits
sequence technique and orthogonal frequency division multiplexing.
• From the graph we understand that at low spectrum efficiency, the energy efficiency of partial transmit sequence (v=4),
partial transmit sequence (v=8) and orthogonal frequency division multiplexing is greater than clipping and filtering
technique.
• But as the spectrum efficiency increases, the performance also changes. At high spectrum efficiency, the energy
efficiency of clipping and filtering is lower than partial transmit sequence (v=4), partial transmit sequence (v=8) and
orthogonal frequency division multiplexing.
This is because the spectrum efficiency performance of the clipping and filtering technique is better than the partial
transmit sequence technique. This shows that with use of clipping and filtering technique, spectrum efficiency can be
achieved while transmission of a message through a noisy channel.
V. CONCLUSIONS
Several techniques have been used to reduce to PAPR in ofdm framework. All techniques have some advantages and
disadvantages. In this paper PAPR reduction on spectrum efficiency and energy efficiency using partial transmit
technique and clipping and filtering technique has been analysed. Complementary cumulative distribution function
versus peak to average power ratio and spectrum efficiency versus energy efficiency is evaluated. Clipping and filtering
technique has better performance than partial transmit sequence technique.
VI. REFERENCES
[1]. A. E. Jones, T. A. Wilkinson, and S. K. Barton,. ―Block coding scheme for reduction of peak-to-average envelope
power ratio of multicarrier transmission systems, IEE Electronics Letters, vol. 30, no. 8, pp. 2098–2099 Dec. 1994.
[2]. A.Alavi, C.Tellambura, and I. Fair ,”PAPR reduction of ofdm signals using partial transmit sequence ;An optimal
approach using sphere decoding,” IEEE Trans. Communications letter, vol. 9, no. 11, pp. 982-984, nov.2005
[3]. Chavv Sharma et. Al “ a modified iterative amplitude and filtering technique for papr reduction in OFDM system
“IEEE vol. 2 pp365-366 year 2011
[4]. Haibo Li, Tao Jiang, Yang Zhou, “A Novel Sub block Linear Combination Scheme for Peak-to-Average Power
Ratio Reduction in OFDM Systems”, IEEE Transactions on Broadcasting, vol. 58, no. 3, pp.- 360-369, Sept 2012
[5]. Jayalath and Tellambura,. A coding technique for reducing peak-to-average power ratio in OFDM. IEEE globlecom
‘98, vol. 5, pp. 2783–2787 year 1998.
[6]. J Armstrong et.al. ― Peak to Average power ratio reduction for OFDM by repeated clipping and filtering, Elect.
Let . Vol. 38 no 8 pp. 246-47 feb 2002.
[7]. Jun Hou, JianhuaGe, Jing Li, “Peak-to-Average Power Ratio Reduction of OFDM Signals Using PTS Scheme With
Low Computational Complexity”, IEEE Transactions on Broadcasting, vol. 57, no. 1, pp. 143-148, March 2011
[8]. L Wang and C.Tellamdura (2005)” a simplified clipping and filtering technique for peak to average power
reduction in orthogonal frequency domain multiplexing system”IEEE signal processing letters , vol. 12 no.6 pp.
453-456 , jun 2005
International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763
Issue 06, Volume 3 (June 2016) www.ijirae.com
[
_________________________________________________________________________________________________
IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 |
Index Copernicus 2014 = 6.57
© 2014- 16, IJIRAE- All Rights Reserved Page -67
‘
[9]. S. H. Müller and J. B. Huber, “OFDM with reduced peak-to-average power ratio by optimum combination of partial
transmit sequences”, IEEE Electronics Letters, vol. 33, no. 5, pp- 368-369, Feb 1997
[10]. Shieh William, Djordjevic Ivan, “OFDM for Optical Communications,” Elsevier, chap 2, pp 31-44, 2010
[11]. S.S.Jeng and J.M.Chen, “Efficient PAPR reduction in OFDM systems on a companding technique with trapezium
distribution,” IEEE Trans. Broadcasting, vol.57, no.2, pp. 291-298, june 2011.
[12]. T.jiang, M.guizani, H-H.chen, WXiang and Y.Wu,” Derivation of PAPR distribution for OFDM wireless systems
based on extreme value theory.”IEEE Trans. Wireless commun. Vol. 7, no. 3, pp. 1298-1305, Aprl 2008
[13]. T.Jiang and Y.Wu,”an overview: peak- to- average power ratio reduction technique for OFDM signals,” IEEE
Trans. Broadcast: vol. 54 no. 2, pp. 257-268, june 2008.
[14]. Tao Jiang, Senior Member and Cali Li, and Chunxing Ni, ―Effect of PAPR reduction on Spectrum and Energy
Efficiencies in OFDM Systems With Class A HPA Over AWGN Channel, IEEE transactions on broadcasting, vol.
59, NO. 3, September 2013
[15]. Xiaodong. li et al Leonard j.cimini 1998. Effect of clipping and filtering on the performance of OFDM ,IEEE
Communication letters vol. 2 may 1998.

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COMPARATIVE STUDY OF PAPR REDUCTION ON SPECTRUM AND ENERGY EFFICIENCIES USING CLIPPING AND FILTERING TECHNIQUE AND PARTIAL TRANSMIT SEQUENCE TECHNIQUE IN OFDM SYSTEM

  • 1. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763 Issue 06, Volume 3 (June 2016) www.ijirae.com [ _________________________________________________________________________________________________ IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 | Index Copernicus 2014 = 6.57 © 2014- 16, IJIRAE- All Rights Reserved Page -63 ‘ COMPARATIVE STUDY OF PAPR REDUCTION ON SPECTRUM AND ENERGY EFFICIENCIES USING CLIPPING AND FILTERING TECHNIQUE AND PARTIAL TRANSMIT SEQUENCE TECHNIQUE IN OFDM SYSTEM Shashiranjan roy Sunita virmani Manav Rachna international university Manav Rachna international university Abstract --- In this paper an economical study is done among simple clipping and filtering procedures and partial transmit sequence procedure, and proved that spectrum and energy efficiency is much better in comparative with the partial transmit sequence technique. To prove the results the structure of orthogonal frequency division multiplexing is created and then two various parameters of dimension are done. The parameters are comparison of Peak to average power ratio versus complementary cumulative distribution function and spectrum efficiency versus energy efficiency. The parameters taken for number of subcarriers are differing with number of fft transporters, for the comfort of number of Fourier change. The numbers of subcarriers are normally taken to be 64, 128,256, and 512. The number of bits for transmission is differing between 2000 to 4000. The work is to be completed by using three different modulation techniques, i.e. binary phase shift keying, quadric phase shift keying, quadrature amplitude modulation. The best execution is done and acquired utilizing regulation of sort quadric stage shift keying, when cutting and separating has indicated better results. Keywords--- Peak to Average Power Ratio, complementary cumulative distribution function, Spectrum Efficiency, Energy Efficiency I. INTRODUCTION In ofdm the characteristics of orthogonally in frequencies makes the system more resilient to dynamic channel behaviour and more responding to users demand. In such scenarios where speed is a matter of concern applications of ofdm is attributed towards existing work and its demand is found in most of the real world scenarios. [13]. With a good level of carrier in the system level, the problem of high peak to average power ratio makes the system more problematic towards power issues, In this way a complete study of ofdm creates a series of problem, that causes burden in the making of an application, usage of such applications is a very discerning.[14] In this paper the investigation of relations between peak- to-average power proportion diminishment, range proficiency (SE), and vitality productivity (EE) in orthogonal recurrence division multiplexing frameworks has been finished. Through PAPR diminishment, the effectiveness of high power amplifier (HPA) could be considerably moved forward. The SE and EE are expanded with an aggregate transmit. Power requirement over additive white Gaussian noise (AWGN) channel. In this paper aggressive study is done between two unique procedures which depend on peak to average power diminishment techniques. This additionally demonstrates the quantity of subcarriers increments with expanding PAPR, consequently higher force and vitality effectiveness can be gotten. II. ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING FRAMEWORK In ofdm framework, w (t) is transmitting signal is expressed as w (t) = √ ∑ , 0 ≤ t ≤ T (1) Where input block is W= [ , , … … … … … . ], T represent the duration of one ofdm framework. Number of subcarrier is N, and the frequency spacing between two adjacent subcarriers is Δf = , With the nyquist sampling rate, the discrete time signal z(n),is obtained by employing the operation of the N-point inverse discrete Fourier transform(idft) on the original input data,[2] w(n) = √ ∑ , n=0,1,...................N-1 (2) Generally the PAPR of ofdm signals is defined as the ratio between the maximum instantaneous power and its average power, that is
  • 2. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763 Issue 06, Volume 3 (June 2016) www.ijirae.com [ _________________________________________________________________________________________________ IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 | Index Copernicus 2014 = 6.57 © 2014- 16, IJIRAE- All Rights Reserved Page -64 ‘ PAPR = | ( )| (3) Where = E| ( ) | is the average power of w(n).since w(n) is random, the PAPR is also a random variable.therefore,complementary cumulative distribution function(ccdf) is always used to describe the statistical properties of the PAPR in ofdm systems, that is = Pr (PAPR > β) (4) Where β is a constant To consider the total energy consumption in ofdm systems, the power consumption of all the blocks at the transmitter should be included, which can be divided into two parts, the power consumption of hpa and the power consumption of all other circut blocks . Thus the total power consumption of ofdm systems is + . Hence the definition of the spectral efficiency and energy efficiency in an ofdm systems = (5) And = (6) Where C is the achievable data rate and B= NΔf denotes the channel bandwidth. According to Shannon’s formula, the achievable data rate over an additive white Gaussian noise (AWGN) channel could be expressed as R= B (1+ SNR) = B (1+ ) (7) Where the avearage transmit power, and is the avearage power of the additive white gaussian noise .[2] III. BLOCK DIAGRAM AND DECRYPTION The framework is executed where high power intensifier was taken into contemplations after that to change the issue of contribution back off and immersion of subcarriers intermixing. This framework fuses the Partial transmit arrangement with V=4 and 8 sub square sand clipping and filtering technique. The arrangement of outline then takes the High power intensifier and figures the force and vitality of the general framework at the transmitter. Subsequently the conditions are then used to ascertain the range of OFDM framework by utilizing the MATLAB coding. Fig 1: System Block Diagram
  • 3. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763 Issue 06, Volume 3 (June 2016) www.ijirae.com [ _________________________________________________________________________________________________ IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 | Index Copernicus 2014 = 6.57 © 2014- 16, IJIRAE- All Rights Reserved Page -65 ‘ IV. RESULT Fig 2: Figure shows the complementary cumulative distribution function (ccdf) versus peak to average power the clipping and filtering, partial transmit sequence (v=4), partial transmit sequence (v=8) and orthogonal frequency division multiplexing TABLE 1: COMPILATION OF RESULT COMPLEMENTARY CUMULATIVE DISTRIBUTION FUNCTION ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING (PEAK TO AVERAGE POWER RATIO(DB) (PTS=4) PEAK TO AVERAGE POWER RATIO(DB) (PTS=8) (PEAK TO AVERAGE POWER RATIO(DB) CLIPPING AND FILTERING PEAK TO AVERAGE POWER RATIO(DB) 10 0 4.6 4.4 4.8 10 3.4 6.8 6.2 7.8 10 3.8 7.4 6.8 9 10 . 4 7.6 7 9.4 10 . 4.2 7.8 7.2 Thus Peak to average power ratio has been reduced in OFDM using clipping and filtering technique. From the results it is observed that the performance of the system has been improved by more than 5 dB using clipping and filtering technique. This is because the peak to average power ratio performance of the clipping and filtering technique is better than the partial transmit sequence technique. This shows that with use of clipping and filtering technique, peak to average power ratio reduction can be achieved while transmission of a message through a noisy channel. Fig 3: Figure shows the energy efficiency versus spectrum efficiency of the clipping and filtering, partial transmit sequence(v=4),partial transmit sequence(v=8) and orthogonal frequency division multiplexing
  • 4. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763 Issue 06, Volume 3 (June 2016) www.ijirae.com [ _________________________________________________________________________________________________ IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 | Index Copernicus 2014 = 6.57 © 2014- 16, IJIRAE- All Rights Reserved Page -66 ‘ TABLE 2: COMPILATION OF RESULT SPECTRUM EFFICIENCY ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING (ENERGY EFFICIENCY) (BITS/JOULE) PARTIAL TRANSMIT SEQUENCES V=4 (ENERGY EFFICIENCY) (BITS/JOULE) PARTIAL TRANSMIT SEQUENCES V=8 (ENERGY EFFICIENCY) (BITS/JOULE) CLIPPING AND FILTERING (ENERGY EFFICIENCY) (BITS/JOULE) 5.5 90 80 6 85 87 90 75 6.5 75 80 80 70 7 65 70 70 65 7.5 45 50 50 55 8 5 10 10 45 8.5 35 35 9 0 0 The above table depicts the energy efficiency performance of the clipping and filtering technique, partial transmits sequence technique and orthogonal frequency division multiplexing. • From the graph we understand that at low spectrum efficiency, the energy efficiency of partial transmit sequence (v=4), partial transmit sequence (v=8) and orthogonal frequency division multiplexing is greater than clipping and filtering technique. • But as the spectrum efficiency increases, the performance also changes. At high spectrum efficiency, the energy efficiency of clipping and filtering is lower than partial transmit sequence (v=4), partial transmit sequence (v=8) and orthogonal frequency division multiplexing. This is because the spectrum efficiency performance of the clipping and filtering technique is better than the partial transmit sequence technique. This shows that with use of clipping and filtering technique, spectrum efficiency can be achieved while transmission of a message through a noisy channel. V. CONCLUSIONS Several techniques have been used to reduce to PAPR in ofdm framework. All techniques have some advantages and disadvantages. In this paper PAPR reduction on spectrum efficiency and energy efficiency using partial transmit technique and clipping and filtering technique has been analysed. Complementary cumulative distribution function versus peak to average power ratio and spectrum efficiency versus energy efficiency is evaluated. Clipping and filtering technique has better performance than partial transmit sequence technique. VI. REFERENCES [1]. A. E. Jones, T. A. Wilkinson, and S. K. Barton,. ―Block coding scheme for reduction of peak-to-average envelope power ratio of multicarrier transmission systems, IEE Electronics Letters, vol. 30, no. 8, pp. 2098–2099 Dec. 1994. [2]. A.Alavi, C.Tellambura, and I. Fair ,”PAPR reduction of ofdm signals using partial transmit sequence ;An optimal approach using sphere decoding,” IEEE Trans. Communications letter, vol. 9, no. 11, pp. 982-984, nov.2005 [3]. Chavv Sharma et. Al “ a modified iterative amplitude and filtering technique for papr reduction in OFDM system “IEEE vol. 2 pp365-366 year 2011 [4]. Haibo Li, Tao Jiang, Yang Zhou, “A Novel Sub block Linear Combination Scheme for Peak-to-Average Power Ratio Reduction in OFDM Systems”, IEEE Transactions on Broadcasting, vol. 58, no. 3, pp.- 360-369, Sept 2012 [5]. Jayalath and Tellambura,. A coding technique for reducing peak-to-average power ratio in OFDM. IEEE globlecom ‘98, vol. 5, pp. 2783–2787 year 1998. [6]. J Armstrong et.al. ― Peak to Average power ratio reduction for OFDM by repeated clipping and filtering, Elect. Let . Vol. 38 no 8 pp. 246-47 feb 2002. [7]. Jun Hou, JianhuaGe, Jing Li, “Peak-to-Average Power Ratio Reduction of OFDM Signals Using PTS Scheme With Low Computational Complexity”, IEEE Transactions on Broadcasting, vol. 57, no. 1, pp. 143-148, March 2011 [8]. L Wang and C.Tellamdura (2005)” a simplified clipping and filtering technique for peak to average power reduction in orthogonal frequency domain multiplexing system”IEEE signal processing letters , vol. 12 no.6 pp. 453-456 , jun 2005
  • 5. International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2763 Issue 06, Volume 3 (June 2016) www.ijirae.com [ _________________________________________________________________________________________________ IJIRAE: Impact Factor Value – SJIF: Innospace, Morocco (2015): 3.361 | PIF: 2.469 | Jour Info: 4.085 | Index Copernicus 2014 = 6.57 © 2014- 16, IJIRAE- All Rights Reserved Page -67 ‘ [9]. S. H. Müller and J. B. Huber, “OFDM with reduced peak-to-average power ratio by optimum combination of partial transmit sequences”, IEEE Electronics Letters, vol. 33, no. 5, pp- 368-369, Feb 1997 [10]. Shieh William, Djordjevic Ivan, “OFDM for Optical Communications,” Elsevier, chap 2, pp 31-44, 2010 [11]. S.S.Jeng and J.M.Chen, “Efficient PAPR reduction in OFDM systems on a companding technique with trapezium distribution,” IEEE Trans. Broadcasting, vol.57, no.2, pp. 291-298, june 2011. [12]. T.jiang, M.guizani, H-H.chen, WXiang and Y.Wu,” Derivation of PAPR distribution for OFDM wireless systems based on extreme value theory.”IEEE Trans. Wireless commun. Vol. 7, no. 3, pp. 1298-1305, Aprl 2008 [13]. T.Jiang and Y.Wu,”an overview: peak- to- average power ratio reduction technique for OFDM signals,” IEEE Trans. Broadcast: vol. 54 no. 2, pp. 257-268, june 2008. [14]. Tao Jiang, Senior Member and Cali Li, and Chunxing Ni, ―Effect of PAPR reduction on Spectrum and Energy Efficiencies in OFDM Systems With Class A HPA Over AWGN Channel, IEEE transactions on broadcasting, vol. 59, NO. 3, September 2013 [15]. Xiaodong. li et al Leonard j.cimini 1998. Effect of clipping and filtering on the performance of OFDM ,IEEE Communication letters vol. 2 may 1998.