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Neelam Dewangan CSIT Durg/ International Journal of Engineering Research and Applications (IJERA)
                                   ISSN: 2248-9622 www.ijera.com
                            Vol. 2, Issue 4, July-August 2012, pp.255-257
   Improved SLM Technique using Reiman matrix for PAPR Reduction of
                       LTE-OFDM Networks
                                                     Neelam Dewangan
                                           Chhatrapati Shivaji Institute of Technology, Durg



Abstract—Orthogonal frequency division multiplexing                   ablockofNsymbols,{Xk,k=0,1,…,N-1},with               each     symbol
(OFDM) is an attractive, promising and emerging                       modulating oneofasetofsubcarriers,          {𝑓𝑛 , 𝑛 = 0, 1, … . . , 𝑁 −
technique which achieves high data rate in mobile                     1}withequalfrequencyseparation 1/T (required for the
multipath channels. LTE was the first technology to use               orthogonality       of         the       subcarriers),      whereTis
OFDM. There are many more advantages of OFDM                          theoriginalsymbolperiod. This can be simply done by
which includes immunity to multipath fading. High Peak                inversediscreteFouriertransform                 (IDFT)               for
to Average Power Ratio(PAPR) is the main disadvantage                 generatingthemulticarriersymbols.                  TheIDFTofvector
of OFDM-LTE Networks. This paper describes how                         𝑋 𝑘 = [𝑋0 , 𝑋1 , … . . 𝑋 𝑁−1 ] resultsinT/N
                                                                                                                                𝑇
PAPR is reduced by Selective Mapping Technique (SLM)                  spaceddiscretetimesignal 𝑥 𝑛 = [𝑥0 , 𝑥1 , … . . 𝑥 𝑁−1 ] .        Thus,
and how we can improve SLM Technique using Reiman                     thetransmittedsignalis
Matrix .
Keywords- PAPR, OFDM, CCDF, SLM
                                                                                        𝑁−1             2𝜋𝑘𝑛
                                                                               1
                                                                        𝑥𝑛 =                    exp 𝑗                 0≤ 𝑘 ≤ 𝑁−1          (1)
I. INTRODUCTION                                                                    𝑁   𝑘=0
                                                                                                          𝑁
         OFDM is a powerful modulation technique being
used in many new and emerging broadband communication
                                                                      The PAPRofthetransmittedsignal is the ratio of peak power to
systems, such as digitalaudiobroadcasting (DAB), high-
                                                                      the average power of the signal and canbewrittenas[12]
definition                   television(HDTV),wirelesslocalarea
network(IEEE802.11a and HIPERLAN/2) and Wimax
(IEEE802.11).              However,       becauseOFDMsignals                                                   𝑃𝐴𝑃𝑅
                                                                                       𝑥𝑛   2
aremulticarrier signals that consist of many orthogonal                    max
                                                                          0≤𝑛≤𝑘−1
subcarrierswithrandom             phaseandamplitude,        they      =                                                    (2)
                                                                            𝐸{ 𝑥 𝑛 2 }
havelargePAPRthatrequiresalinear                     high-power-
amplifier(HPA)withanextremelyhighdynamicrange,whichis
expensiveandinefficient.        Furthermore,    nonlinearity in        For analysis of PAPR reduction techniques the most widely
amplifierproduces intermodulation products between different          used performance measure is Complementary Cumulative
subcarriers and results in increased BER [1].                         Distribution function (CCDF), which gives the probability that
                                                                      thatthePAPRof adatablockexceeds agiventhreshold z.
Various                                                               TheCCDFof            thePAPRof        adatablockof          N
aaproacheshavebeenproposedtodealwiththePAPRproblem such               symbolswithNyquistratesamplingisderivedas
as Clipping, RepeatedClipping-and-Filtering (RCF), Coding,
CompandingTransformation,                       Interleaving,                  P(PAPRz)1P(PAPRz)1 e ) N
                                                                                                       (1 z
Activeconstellationextension (ACE), SelectiveMapping (SLM),                                   
Tone       Reservation        (TR),     Partial     Transmit
Sequence(PTS),andsoon[1].The simplest scheme is Selective             III. SLM TECHNIQUE
Mapping (SLM), which reduces thePAPRupto a sufficient                          The classical SLM technique was described in [2].
level and limits the out-of band power to a low level , the           According to this technique we generate phase sequences.
computational complexity also very low.[3].In this technique          The input sequences are multiplied by these phase sequences
data is been divided into several independent data blocks             to obtain converted data sequences and then among these
which contains same information as the original data block            sequences PAPR is calculated for each sequence and then
,then among these converted symbols, one with lower PAPR is           those with lower PAPR are transmitted.[2] The block
selected for transmission . Herebaseband transmission is              diagram is shown below
assumed.

II. DEFINITIONOFOFDMSIGNALSANDPAPR
                 OFDM       signal   can      be   formed     by




                                                                                                                                 255 | P a g e
Neelam Dewangan CSIT Durg/ International Journal of Engineering Research and Applications (IJERA)
                                   ISSN: 2248-9622 www.ijera.com
                            Vol. 2, Issue 4, July-August 2012, pp.255-257
                                                                                              𝒋𝟐𝝅𝒏𝒌
                                                                          𝟏     𝑵−𝟏
                                                                𝒙 𝒏 =           𝒌=𝟎   𝑿 𝒌 𝒆     𝑵                            (5)
                                                                           𝑵𝒔


                                                                Where 𝒙 𝒏 is the discrete time base band OFDM signal and
                                                                 𝑵𝒔
                                                                    is the oversampling ratio. This is also known as the 𝑵 𝒔 point
                                                                 𝑵
                                                                inverse fast Fourier transforms(IFFT). Here the power
                                                                amplifier was considered before transmitting the OFDM
                                                                signal having minimum PAPR. For the simulation model of
Figure1: Block diagram of SLM Technique[2]                      power amplifier use Rapp‟s model of solid state power
                                                                amplifier (SSPA) [5] with a smoothness parameter 𝒑 = 𝟑,
Complexity in the above SLM technique is that because we        small signal gain 𝒗 = 𝟏 and an input back off (IBO) of 7 db.
are generating random phase sequences , so the converted        For the channel assume 𝒁 = 𝟓 equal power taps with time
data block has only those sequences which have lower PAPR       domain coefficient 𝒉′𝒛 is a complex zero mean Gaussian
which needs to be tracked by the receiver to identify those     sample representing the fading experienced by the zth tap.
sequences which are sent .This information of sent data         Also consider the noise to be added has mean µ = 𝟎 and
blocks is called SI index or side information which needs to
                                                                variance 𝟐 = 𝑵 𝟎 , where 𝑵 𝟎 denotes the power spectral
be sent along with the information thereby reducing the data
                                                                density (PSD) of the additive white Gaussian noise
rate. This is the main disadvantage in classical SLM method.
                                                                (AWGN).[8]
IV.  SIMULATION  RESULTS  USING                                 So, the sequences are first mapped to constellation points
PARAMETERS OF LTE WITH RIEMANN                                  depending upon the modulation used to produce symbol
MATRIX                                                          sequences and then these symbols are divided into data
          In this paper the side information which is sent to   blocks same as the number of subcarriers say N. Then these
the receiver along with data symbols i.e converted data block   subcarriers are multiplied by phase sequences generated by
is replaced by rows of Reimann Matrix [6] .which is obtained    rows of Rimann matrix , symbols are transformed to time
by removing the first row and first coloumn of the matrix A     domain by IDFT ,selecting from the data block which has
where                                                           lower PAPR and then the information is sent.
                   𝑨 𝒊, 𝒋 = 𝒊 − 𝟏𝒊𝒇𝒊𝒅𝒊𝒗𝒊𝒅𝒆𝒔𝒋
                         = −𝟏𝒐𝒕𝒉𝒆𝒓𝒘𝒊𝒔𝒆

If the Reimann Matrix (R) is of size M ×M .The entries in the
normalised Reimann Matrix (B) will be (𝟏/𝑴)𝑹[7]

We assume the transmission channel as a quasi-static
frequency selective Rayleigh fading with equal power taps.
We also assume the use of nonlinear solid state power
amplifier (SSPA) [5] at the transmitter output.

The parameters of LTE that are to be used are given as
follows:

    𝑵 = 𝑵𝒖𝒎𝒃𝒆𝒓𝒐𝒇𝑫𝒂𝒕𝒂𝒔𝒖𝒃𝒄𝒂𝒓𝒓𝒊𝒆𝒓𝒔 = {𝟕𝟎, 𝟕𝟐𝟎}

                                  𝑵
                      𝒓𝒐𝒖𝒏𝒅           𝒇𝒐𝒓𝑵 = 𝟕𝟎
                                  𝟖
𝑪𝒚𝒄𝒍𝒊𝒄𝑷𝒓𝒆𝒇𝒊𝒙 =                𝑵
                                                  (4)
                    𝒓𝒐𝒖𝒏𝒅 (        ) 𝒇𝒐𝒓𝑵 = 𝟕𝟐𝟎
                              𝟑𝟐                                Figure 1 CCDF for the PAPR obtained using new SLM
                                                                technique for the data subcarriers of LTE
The modulation schemes to be used for the simulation work
are QPSK and 16 QAM.[7]
During the calculation of PAPR for the different data sub
carriers used in LTE we have to consider the over sampling
factor. As the actual data transmission is in Analog form but
we are analyzing here in digital form. So to get perfect PAPR
the oversampling factor is to be considered.




                                                                                                                   256 | P a g e
Neelam Dewangan CSIT Durg/ International Journal of Engineering Research and Applications (IJERA)
                                   ISSN: 2248-9622 www.ijera.com
                            Vol. 2, Issue 4, July-August 2012, pp.255-257
                                                              [2]   Tao Jiang , " An Overview: Peak –to-Average Power
                                                                    Ratio Reduction Techniques for OFDM signals" IEEE
                                                                    Transactions on broadcasting,vol.54,No.2,June 2008
                                                              [3]   Stephane Y. Le Goff, Samer S. Al-Samahi, Boon
                                                                    KeinKhoo, Charalampos C. Tsimenidis, and Bayan S.
                                                                    Sharif, “Selected Mapping without Side Information
                                                                    for PAPR Reduction in OFDM,”IEEE Trans. Wireless
                                                                    Commun., vol. 8, no. 7, pp. 3320-3325, Jul. 2009.
                                                              [3]   SeungHee Han, Jae Hong Lee, “An overview of Peak-
                                                                    to-transmission,” IEEE Wireless commun.,Apr. 2005
                                                              [4]   N.V. Irukulapati, V.K. Chakka and A. Jain, “SLM
                                                                    based PAPR reduction of OFDM signal using new
                                                                    phase sequence”, Electronics Letters 19th November
                                                                    2009 vol. 45 no. 24..
                                                              [5]   Elena Costa, Michele Midrio, and SilvanoPupolin,
                                                                    “Impact of Amplifier Nonlinearities on OFDM
                                                                    Transmission       System      Performance,”       IEEE
Figure 2CCDF for the PAPR comparison of SLM Technique
                                                                    commun.Lett., vol. 3, no. 2, pp. 37-39, Feb. 1999.
with Reimann and Classical SLM Technique
                                                              [6]   Roesler, F „Reimann‟s Hypothesis in Eigen value
                                                                    problem‟, linear AlgrbraAppl. ,1986, 81, pp153-198
V. CONCLUSION                                                 [7]   A. D. S. Jayalath, C. Tellambure and H. Wu, “Reduced
         In LTE our aim is to get high data rate
                                                                    complexity PTS and new phase sequences for SLM to
simultaneously with a long range of communication. So by
                                                                    reduce PAPR of an OFDM signal,” IEEE. Conf. VTC.
using the physical layer as OFDM we will get high data rate
                                                                    2000. 3, pp. 1914-1917.
with decreasing of PAPR using SLM technique with
                                                              [8]   HimanshuBhushan Mishra, MadhusmitaMishra ,Sarat
Reimann Matrix. This technique not only reduces the PAPR
                                                                    Kumar Patra, “Selected Mapping Based             PAPR
of OFDM but also give increased data rates with no side
                                                                    Reduction in Wimax without sending the side
information sent along with the information symbols.
                                                                    information”, IEEE,2011
REFERENCES
   [1] R. W. Bauml, R. F. H. Fischer, and J. B. Huber,
        “Reducing the peak-to-average power ratio of
        multicarrier modulation by selected mapping,‟‟
        Electron. Lett.vol.32, no. 22, pp. 2056-2057, Oct.
        1996.




                                                                                                             257 | P a g e

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  • 1. Neelam Dewangan CSIT Durg/ International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 4, July-August 2012, pp.255-257 Improved SLM Technique using Reiman matrix for PAPR Reduction of LTE-OFDM Networks Neelam Dewangan Chhatrapati Shivaji Institute of Technology, Durg Abstract—Orthogonal frequency division multiplexing ablockofNsymbols,{Xk,k=0,1,…,N-1},with each symbol (OFDM) is an attractive, promising and emerging modulating oneofasetofsubcarriers, {𝑓𝑛 , 𝑛 = 0, 1, … . . , 𝑁 − technique which achieves high data rate in mobile 1}withequalfrequencyseparation 1/T (required for the multipath channels. LTE was the first technology to use orthogonality of the subcarriers), whereTis OFDM. There are many more advantages of OFDM theoriginalsymbolperiod. This can be simply done by which includes immunity to multipath fading. High Peak inversediscreteFouriertransform (IDFT) for to Average Power Ratio(PAPR) is the main disadvantage generatingthemulticarriersymbols. TheIDFTofvector of OFDM-LTE Networks. This paper describes how 𝑋 𝑘 = [𝑋0 , 𝑋1 , … . . 𝑋 𝑁−1 ] resultsinT/N 𝑇 PAPR is reduced by Selective Mapping Technique (SLM) spaceddiscretetimesignal 𝑥 𝑛 = [𝑥0 , 𝑥1 , … . . 𝑥 𝑁−1 ] . Thus, and how we can improve SLM Technique using Reiman thetransmittedsignalis Matrix . Keywords- PAPR, OFDM, CCDF, SLM 𝑁−1 2𝜋𝑘𝑛 1 𝑥𝑛 = exp 𝑗 0≤ 𝑘 ≤ 𝑁−1 (1) I. INTRODUCTION 𝑁 𝑘=0 𝑁 OFDM is a powerful modulation technique being used in many new and emerging broadband communication The PAPRofthetransmittedsignal is the ratio of peak power to systems, such as digitalaudiobroadcasting (DAB), high- the average power of the signal and canbewrittenas[12] definition television(HDTV),wirelesslocalarea network(IEEE802.11a and HIPERLAN/2) and Wimax (IEEE802.11). However, becauseOFDMsignals 𝑃𝐴𝑃𝑅 𝑥𝑛 2 aremulticarrier signals that consist of many orthogonal max 0≤𝑛≤𝑘−1 subcarrierswithrandom phaseandamplitude, they = (2) 𝐸{ 𝑥 𝑛 2 } havelargePAPRthatrequiresalinear high-power- amplifier(HPA)withanextremelyhighdynamicrange,whichis expensiveandinefficient. Furthermore, nonlinearity in For analysis of PAPR reduction techniques the most widely amplifierproduces intermodulation products between different used performance measure is Complementary Cumulative subcarriers and results in increased BER [1]. Distribution function (CCDF), which gives the probability that thatthePAPRof adatablockexceeds agiventhreshold z. Various TheCCDFof thePAPRof adatablockof N aaproacheshavebeenproposedtodealwiththePAPRproblem such symbolswithNyquistratesamplingisderivedas as Clipping, RepeatedClipping-and-Filtering (RCF), Coding, CompandingTransformation, Interleaving, P(PAPRz)1P(PAPRz)1 e ) N (1 z Activeconstellationextension (ACE), SelectiveMapping (SLM),  Tone Reservation (TR), Partial Transmit Sequence(PTS),andsoon[1].The simplest scheme is Selective III. SLM TECHNIQUE Mapping (SLM), which reduces thePAPRupto a sufficient The classical SLM technique was described in [2]. level and limits the out-of band power to a low level , the According to this technique we generate phase sequences. computational complexity also very low.[3].In this technique The input sequences are multiplied by these phase sequences data is been divided into several independent data blocks to obtain converted data sequences and then among these which contains same information as the original data block sequences PAPR is calculated for each sequence and then ,then among these converted symbols, one with lower PAPR is those with lower PAPR are transmitted.[2] The block selected for transmission . Herebaseband transmission is diagram is shown below assumed. II. DEFINITIONOFOFDMSIGNALSANDPAPR OFDM signal can be formed by 255 | P a g e
  • 2. Neelam Dewangan CSIT Durg/ International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 4, July-August 2012, pp.255-257 𝒋𝟐𝝅𝒏𝒌 𝟏 𝑵−𝟏 𝒙 𝒏 = 𝒌=𝟎 𝑿 𝒌 𝒆 𝑵 (5) 𝑵𝒔 Where 𝒙 𝒏 is the discrete time base band OFDM signal and 𝑵𝒔 is the oversampling ratio. This is also known as the 𝑵 𝒔 point 𝑵 inverse fast Fourier transforms(IFFT). Here the power amplifier was considered before transmitting the OFDM signal having minimum PAPR. For the simulation model of Figure1: Block diagram of SLM Technique[2] power amplifier use Rapp‟s model of solid state power amplifier (SSPA) [5] with a smoothness parameter 𝒑 = 𝟑, Complexity in the above SLM technique is that because we small signal gain 𝒗 = 𝟏 and an input back off (IBO) of 7 db. are generating random phase sequences , so the converted For the channel assume 𝒁 = 𝟓 equal power taps with time data block has only those sequences which have lower PAPR domain coefficient 𝒉′𝒛 is a complex zero mean Gaussian which needs to be tracked by the receiver to identify those sample representing the fading experienced by the zth tap. sequences which are sent .This information of sent data Also consider the noise to be added has mean µ = 𝟎 and blocks is called SI index or side information which needs to variance 𝟐 = 𝑵 𝟎 , where 𝑵 𝟎 denotes the power spectral be sent along with the information thereby reducing the data density (PSD) of the additive white Gaussian noise rate. This is the main disadvantage in classical SLM method. (AWGN).[8] IV. SIMULATION RESULTS USING So, the sequences are first mapped to constellation points PARAMETERS OF LTE WITH RIEMANN depending upon the modulation used to produce symbol MATRIX sequences and then these symbols are divided into data In this paper the side information which is sent to blocks same as the number of subcarriers say N. Then these the receiver along with data symbols i.e converted data block subcarriers are multiplied by phase sequences generated by is replaced by rows of Reimann Matrix [6] .which is obtained rows of Rimann matrix , symbols are transformed to time by removing the first row and first coloumn of the matrix A domain by IDFT ,selecting from the data block which has where lower PAPR and then the information is sent. 𝑨 𝒊, 𝒋 = 𝒊 − 𝟏𝒊𝒇𝒊𝒅𝒊𝒗𝒊𝒅𝒆𝒔𝒋 = −𝟏𝒐𝒕𝒉𝒆𝒓𝒘𝒊𝒔𝒆  If the Reimann Matrix (R) is of size M ×M .The entries in the normalised Reimann Matrix (B) will be (𝟏/𝑴)𝑹[7] We assume the transmission channel as a quasi-static frequency selective Rayleigh fading with equal power taps. We also assume the use of nonlinear solid state power amplifier (SSPA) [5] at the transmitter output. The parameters of LTE that are to be used are given as follows: 𝑵 = 𝑵𝒖𝒎𝒃𝒆𝒓𝒐𝒇𝑫𝒂𝒕𝒂𝒔𝒖𝒃𝒄𝒂𝒓𝒓𝒊𝒆𝒓𝒔 = {𝟕𝟎, 𝟕𝟐𝟎} 𝑵 𝒓𝒐𝒖𝒏𝒅 𝒇𝒐𝒓𝑵 = 𝟕𝟎 𝟖 𝑪𝒚𝒄𝒍𝒊𝒄𝑷𝒓𝒆𝒇𝒊𝒙 = 𝑵 (4) 𝒓𝒐𝒖𝒏𝒅 ( ) 𝒇𝒐𝒓𝑵 = 𝟕𝟐𝟎 𝟑𝟐 Figure 1 CCDF for the PAPR obtained using new SLM technique for the data subcarriers of LTE The modulation schemes to be used for the simulation work are QPSK and 16 QAM.[7] During the calculation of PAPR for the different data sub carriers used in LTE we have to consider the over sampling factor. As the actual data transmission is in Analog form but we are analyzing here in digital form. So to get perfect PAPR the oversampling factor is to be considered. 256 | P a g e
  • 3. Neelam Dewangan CSIT Durg/ International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 4, July-August 2012, pp.255-257 [2] Tao Jiang , " An Overview: Peak –to-Average Power Ratio Reduction Techniques for OFDM signals" IEEE Transactions on broadcasting,vol.54,No.2,June 2008 [3] Stephane Y. Le Goff, Samer S. Al-Samahi, Boon KeinKhoo, Charalampos C. Tsimenidis, and Bayan S. Sharif, “Selected Mapping without Side Information for PAPR Reduction in OFDM,”IEEE Trans. Wireless Commun., vol. 8, no. 7, pp. 3320-3325, Jul. 2009. [3] SeungHee Han, Jae Hong Lee, “An overview of Peak- to-transmission,” IEEE Wireless commun.,Apr. 2005 [4] N.V. Irukulapati, V.K. Chakka and A. Jain, “SLM based PAPR reduction of OFDM signal using new phase sequence”, Electronics Letters 19th November 2009 vol. 45 no. 24.. [5] Elena Costa, Michele Midrio, and SilvanoPupolin, “Impact of Amplifier Nonlinearities on OFDM Transmission System Performance,” IEEE Figure 2CCDF for the PAPR comparison of SLM Technique commun.Lett., vol. 3, no. 2, pp. 37-39, Feb. 1999. with Reimann and Classical SLM Technique [6] Roesler, F „Reimann‟s Hypothesis in Eigen value problem‟, linear AlgrbraAppl. ,1986, 81, pp153-198 V. CONCLUSION [7] A. D. S. Jayalath, C. Tellambure and H. Wu, “Reduced In LTE our aim is to get high data rate complexity PTS and new phase sequences for SLM to simultaneously with a long range of communication. So by reduce PAPR of an OFDM signal,” IEEE. Conf. VTC. using the physical layer as OFDM we will get high data rate 2000. 3, pp. 1914-1917. with decreasing of PAPR using SLM technique with [8] HimanshuBhushan Mishra, MadhusmitaMishra ,Sarat Reimann Matrix. This technique not only reduces the PAPR Kumar Patra, “Selected Mapping Based PAPR of OFDM but also give increased data rates with no side Reduction in Wimax without sending the side information sent along with the information symbols. information”, IEEE,2011 REFERENCES [1] R. W. Bauml, R. F. H. Fischer, and J. B. Huber, “Reducing the peak-to-average power ratio of multicarrier modulation by selected mapping,‟‟ Electron. Lett.vol.32, no. 22, pp. 2056-2057, Oct. 1996. 257 | P a g e