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 2, Ver.1 (Mar - Apr.2015), PP 62-66
www.iosrjournals.org
DOI: 10.9790/2834-10216266 www.iosrjournals.org 62 | Page
Modified Channel Shortener Filter Using Enhance Spectral
Efficiency for OFDM System
Ayappasamy. K, Marie Jenifer. D, Selvarani. S, Sharmila.s
Department of Electronics and Communication Engineering, Dr.S.J.S. Paul Memorial College of Engineering and
Technology, Pondicherry University,India.
Abstract: In this paper, a modified CSF (MCSF) structure that exploits the null-space of an under-determined
system of equations, and provides independent equivalent channels to the receiver. The SE of the MCSF is shown to
be generally higher than the full-CP system when the chosen CP length is significantly smaller than the channel
delay spread.
Keywords: cyclic prefix(CP).spectral efficiency(SE)
I. Introduction
Orthogonal frequency division multiplexing (OFDM) is multicarrier modulation technique, used in nearly
all new a popular wireless communication standards. OFDM transform sa frequency selective channel into large
number of parallel flat fading channels. Inter carrier interference (ICI) can be mitigated by preserving the
orthogonality between these parallel sub-channels.
Inter carrier interference (ICI) can be mitigated by preserving the orthogonality between these parallel
sub-channels. To maintain orthogonality, cyclic prefix (CP)is inserted in every OFDM symbol. The minimum
length of CP required [1] is equal to the channel memory length to mitigate the inter block interference (IBI). Thus
to mitigate IBI and ICI a common CP of sufficient length is employed to accommodate all users.
The larger CP results in throughput loss which can be sufficient. For example, in a 10 MHz, 1024 point
FFT based WIMAX (IEEE802.16e) system the symbol duration is about102.4 μsec and CP length is 1/8 of this
which is about 12.8μsec. In a typical urban deployment with cells of radius 1 km, the maximum delay spread (CIR
length) may only be 2 to 5μsec.
Therefore, substantial saving in overhead can be accrued if the CP length is reduced to say 4 or 5 μsec. If
however ,this shortened CP is not sufficient for a fraction of the users in the cell, such link will experience IBI. To
combat IBI, a time domain prefilter (called as channel shortening prefilter)can be used at the receiver to shrink the
channel impulse response (CIR) within the CP length. Hence CSP can be used to mitigate the IBI and ICI caused
due to a shorter length CP. Channel shortening prefilter algorithms have been well studied in literature for single
input single output (SISO) transmission systems . The three major approaches are used to design the CSP for SISO
transmission systems. The first approach minimizes the mean-squared error (MMSE), where error is the difference
between the received symbol and desired symbol .
In design of CSP is based on channel impulse response, which minimizes the energy of CIR outside the
CP length. In the authors design an equivalent channel, which is the cascade of the channel and pre-filter, with no
taps outside the CP length. This method also gives the better bit error rate (BER) performance than the
approaches.In addition, the inserted redundant pilots have much higher average power than the normal OFDM
data, thus the equivalent Signal to Noise Ratio (SNR) at the receiver will be reduced if the identical transmitted
signal power is permitted. Such SNR loss can be slightly alleviated by changing the positions of the redundant
pilots or adding more pilots in the frequency domain but the effect is not obvious.
OFDM reduces the computational cost of the receiver by using a cyclic prefix (CP) as a guard interval .
The spectral efficiency of an OFDM system depends also on the CP length, which is used to combat the inter-
block-interference (IBI)and inter-carrier-interference (ICI). The CP length must be greater than or equal to the
delay spread of the channel impulse response (CIR) in order to avoid IBI and ICI.
If the FDM system above had been able to use asset of subcarriers that were orthogonal to each other, a
higher level of spectral efficiency could have been achieved. The guard bands that were necessary to allow
individual demodulation of subcarriers in an FDM system would no longer be necessary.
The use of orthogonal subcarriers would allow the subcarriers’ spectra to overlap, thus increasing the
spectral efficiency. As long as orthogonality is maintained, it is still possible to recover the individual
subcarriers’ signals despite their overlapping spectrums. If the dot product of two deterministic signals is equal
to zero, these signals are said to be orthogonal to Orthogonality can also be viewed from the standpoint of
stochastic processes.
Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System
DOI: 10.9790/2834-10216266 www.iosrjournals.org 63 | Page
Given a specific time and location, TR pre coding has been 35mathematically proved to be the optimum in
the sense that it 36maximizes the amplitude of the field at that time and location . It is then called spatiotemporal
matched filter because 38it is analogous to a matched filter both in time and space. It 39is also called transmit
matched filter since the matched filter 40is put at the transmitter side.
 A/D. Convert analog signals to digital symbols for processing.
 Synchronization. Due to the clock difference between transmitter and receiver, a synchronization algorithm
is needed to find the first sample in the OFDM frame.
 Remove cyclic prefix. This block simply removes the cyclic prefix added in the transmitter.
 Symmetrical FFT. Data are transformed back to frequency-domain using FFT. Then the complex conjugate
mirror added in the transmitter is removed.
 Channel estimation. The estimation is achieved by pilot frames.
 Channel compensation. The channel estimation is used to compensate for channel distortion.
 Bit loading. The receiver computes the bit allocation and send it to the transmitter.
Frequency Division Multiplexing
II. Implementation Of An OFDM System
The idea behind the analog implementation of OFDM can be extended to the digital domain by using the
discrete Fourier Transform (DFT) and its counterpart, the inverse discrete Fourier Transform (IDFT). These
mathematical operations are widely used for transforming data between the time-domain and frequency-domain.
These transforms are interesting from the OFDM perspective because they can be viewed as mapping data onto
orthogonal subcarriers
For example, the IDFT is used to take in frequency-domain data and convert it to time-domain data. In
order to perform that operation, the IDFT correlates the frequency-domain input data with its orthogonal basis
functions, which are sinusoids at certain frequencies. This correlation is equivalent to mapping the input data onto
the sinusoidal basis functions
In practice, OFDM systems are implemented using a combination of fast Fourier Transform (FFT) and
inverse fast Fourier Transform (IFFT) blocks that are mathematically equivalent versions of the DFT and IDFT,
respectively, but more efficient to implement. An OFDM system treats the source symbols (e.g., the QPSK or
QAM symbols that would be present in a single carrier system) at the transmitter as though they are in the
frequency-domain..
These symbols are used as the inputs to an IFFT block that brings the signal into the time domain. The
IFFT takes in N symbols at a time where N is the number of subcarriers in the system. Each of these N input
symbols has a symbol period of T seconds. Recall that the basis functions for an IFFT are N orthogonal sinusoids.
These sinusoids each have a different frequency and the lowest frequency is DC. Each input symbol acts like a
complex weight for the corresponding sinusoidal basis function.
Thus, the IFFT block provides a simple way to modulate data onto N orthogonal subcarriers. The block of
N output samples from the IFFT make up a single OFDM symbol. The length of the OFDM symbol is NT where T
is the IFFT input symbol period mentioned above. After some additional processing, the time-domain signal that
results from the IFFT is transmitted across the channel. At the receiver, an FFT block is used to process the
received signal and bring it into the frequency domain. Ideally, the FFT output will be the original symbols that
were sent to the IFFT at the transmitter. When plotted in the complex plane, the FFT output samples will form a
constellation, such as 16-QAM. However, there is no notion of a constellation for the time-domain signal.
III. Multipath Channels And The Use Of Cyclic Prefix
A major problem in most wireless systems is the presence of a multipath channel. In a multipath
environment, the transmitted signal reflects off of several objects. As a result, multiple delayed versions of the
transmitted signal arrive at the receiver. The multiple versions of the signal cause the received signal to be distorted.
Many wired systems also have a similar problem where reflections occur due to impedance mismatches in the
transmission line. A multipath channel will cause two problems for an OFDM system. The first problem is inter
symbol interference.
Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System
DOI: 10.9790/2834-10216266 www.iosrjournals.org 64 | Page
intersymbol interference
This problem occurs when the received OFDM symbol is distorted by the previously transmitted
OFDM symbol. The effect is similar to the inter symbol interference that occurs in a single- carrier system.
However, in such systems, the interference is typically due to several other symbols instead of just the previous
symbol; the symbol period in single carrier systems is typically much shorter than the time span of the channel,
whereas the typical OFDM symbol period is much longer than the time span of the channel.
The second problem is unique to multicarrier systems and is called Intra symbol Interference. It is the
result of interference amongst a given OFDM symbol’s own subcarriers. The next sections illustrate how
OFDM deals with these two types of interference.
Assume that the time span of the channel is LC samples long. Instead of a single carrier with a data rate
of R symbols/ second, an OFDM system has N subcarriers, each with a data rate of R/N symbols/second
Because the data rate is reduced by a factor of N, the OFDM symbol period is increased by a factor of N. By
choosing an appropriate value for N, the length of the OFDM symbol becomes longer than the time span of the
channel.
IV. Cyclic Prefix (CP)
The cyclic prefix means introduction of guard interval between each symbol to reduce the inter-symbol
interference (ISI) caused by delay spread in the transmission channel, the CP achieved by taking a copy of the
last portion of the data symbol appended to the front of the symbol during the guard interval & this data portion
must be at least 15% of the data length .
As shown in the figure. The CP adds redundancy through repetition of the signal rather than by adding
any new information. When the CP is added, it's guarantees that the symbol will be undistorted for at least its
nominal symbol in the presence of multipath and this allows the receiver to avoid the frequency domain ICI
while at the same time avoiding all time domain ISI due to multipath. And also by adding the CP to our original
signal and transmitting through the same channel, we can obtain the desired circular convolution which makes
it easier to recover the signal after the FFT at receiver.
Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System
DOI: 10.9790/2834-10216266 www.iosrjournals.org 65 | Page
V. Simulation Results and Discussion
Tap number and Tap value are used in this graph. We consider normal channel and shortened channel.
Normal channel starting is constant some variation so increase and constant. Shortened channel is also starting
constant tap value is increase but same constant of output.
Bit rate over CSA test loop channel impulse responses to provide a performance tradeoff.
Tap number and Tap value are used in this graph. Tap means channel. Tap number and Tap value are
some stage is tap value is increase TEQ means time domain equalizer.
The same for all single TEQ designs, hence it does not vary value are gives for the original
implementation of channels.
Total number of bandwidth in channel divided in value. Minimum and maximum of signal at certain
stage value is high and then low or high.
Cyclic prefix and Spectral efficiency are used in graph. Efficiency is increase and Cyclic prefix is
reduced. So bandwidth is reduced.
MCSF improves the BLER performance with an increment in the number of transmit. MCSF with
short CP gives 2db and 0.5 db gain of BLER performance when compared with full CP systems.
Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System
DOI: 10.9790/2834-10216266 www.iosrjournals.org 66 | Page
VI. Conclusion
A modified CSF structure which can provide a higher SE by revealing multiple linearly independent
equivalent channels at the receiver. When the CP duration is a large fraction of OFDM symbol duration, this
MCSF has not only a higher SE but also provides up to 2 dB gain. In future work using uplink and downlink in
transmitter and receiver. Receiver side cost is reduced .Because in paper receiver side on filter so cost is high
and output some noise.
References
[1]. L. Hanzo, M.Münster, B. Choi, and T.Keller,OFDM and MC-CDMAfor Broadband Multi-user Communications, WLANs, and
Broadcasting.Piscataway, NJ, USA: IEEE Press, 2003.
[2]. P. Melsa, R. Younce, and C. Rohrs, “Impulse response shortening fordiscrete multitone transceivers,” IEEE Trans. Commun., vol.
44, pp.1662–1672, Dec. 1996.
[3]. N. Al-Dhahir, “FIR channel-shortening equalizers for MIMO ISI channels,”IEEE Trans. Commun., vol. 49, pp. 213–218, Feb.
2001.
[4]. R. Martin et al., “Implementation complexity and communication performancetradeoffs in discrete multitone modulation
equalizers,” IEEETrans. Signal Process., vol. 54, pp. 3216–3230, Aug. 2006.
[5]. I. Singh and K. Giridhar, “Null-space exploiting channel shorteningprefilter (NE-CSP) for MIMO-OFDM,” in IEEE Nat. Conf.
Commun.(NCC), Jan. 2010, pp. 1–5.
[6]. W. Younis and N. Al-Dhahir, “Joint prefiltering and MLSE equalization of space-time-coded transmissions over frequency-
selective channels,”IEEE Trans. Veh. Technol., vol. 51, pp. 144–154, 2002.
[7]. C. Zhou, N. Guo, and R. Caiming Qiu, “Time-reversed ultra-wideband(UWB) multiple input multiple output (MIMO) based on
measuredspatial channels,” IEEE Trans. Veh. Technol., vol. 58, pp. 2884–2898,Jul. 2009.
[8]. N. Guo, J.Q. Zhang, R.C. Qiu, and S.Mo, “UWBMISOtime reversalwith energy detector receiver over ISI channels,” in 4th IEEE
ConsumerCommunications and Networking Conference, Jan. 2007, vol. 1,pp. 629–633.
[9]. R. F. Fischer, C. Windpassinger, A. Lampe, and J. B. Huber, “Tomlinson-harashima precoding in space-time transmission for low-
ratebackward channel,” IEEE Int. Zurich Seminar Broadband Commun.Access, Transmission, Networking, pp. 7–15, 2002.
[10]. F. Kaltenberger, H. Jiang, M. Guillaud, and R. Knopp, “Relativechannel reciprocity calibration in MIMO/TDD systems,” in
IEEEFuture Network and Mobile Summit, 2010, pp. 1–10.
[11]. G. S. Smith, “A direct derivation of a single-antenna reciprocity relationfor the time domain,” IEEE Trans. Antennas Propagat., vol.
52,pp. 1568–1577, 2004.
[12]. E. Dahlman, S. Parkvall, and J. Skold, 4G: LTE/LTE-advanced forMobileBroadband. New York, NY, USA: Academic, 2013.
[13]. G. H. Golub and C. F. V. Loan, Matrix computations. Baltimore,MD, USA: Johns Hopkins Univ. Press, 1983.
[14]. D. Tse and P. Viswanath, Fundamentals of wireless communication.Cambridge, U.K.: Cambridge Univ. Press, 2005.
[15]. G. Bauch and N. Al-Dhahir, “Reduced-complexity space-time turboequalizationfor frequency-selective MIMO channels,” IEEE
Trans.Wireless Commun., vol. 1, pp. 819–828, 2002.
[16]. N. Al-Dhahir and J. M. Cioffi, “Optimum finite-length equalization formulticarrier transceivers,” IEEE Trans. Commun., vol. 44,
pp. 56–64,1996.

More Related Content

What's hot

PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
IJCNCJournal
 
Performance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSK
Performance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSKPerformance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSK
Performance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSK
CSCJournals
 
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
 
Design of CW THz Photonic Transmitter based on Low Pass-Filter and Bow-tie W...
Design of CW THz Photonic Transmitter based on  Low Pass-Filter and Bow-tie W...Design of CW THz Photonic Transmitter based on  Low Pass-Filter and Bow-tie W...
Design of CW THz Photonic Transmitter based on Low Pass-Filter and Bow-tie W...
IJECEIAES
 
Introduction to OFDM
Introduction to OFDMIntroduction to OFDM
Introduction to OFDM
John Thomas
 
OFDM Basics
OFDM BasicsOFDM Basics
OFDM Basics
Alwin Poulose
 
2015 08-31 kofidis
2015 08-31 kofidis2015 08-31 kofidis
2015 08-31 kofidis
SCEE Team
 
He3512531256
He3512531256He3512531256
He3512531256
IJERA Editor
 
An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...
An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...
An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...
ijsrd.com
 
Tham khao ofdm tutorial
Tham khao ofdm tutorialTham khao ofdm tutorial
Tham khao ofdm tutorial
Trần Đức Mạnh
 
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
 
Ber performance of ofdm with discrete wavelet transform for time dispersive c...
Ber performance of ofdm with discrete wavelet transform for time dispersive c...Ber performance of ofdm with discrete wavelet transform for time dispersive c...
Ber performance of ofdm with discrete wavelet transform for time dispersive c...
eSAT Publishing House
 
Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...
Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...
Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...
IOSR Journals
 
Introduction to ofdm
Introduction to ofdmIntroduction to ofdm
Introduction to ofdm
aftab alam
 
Da31699705
Da31699705Da31699705
Da31699705
IJERA Editor
 
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
 

What's hot (20)

OFDM Final
OFDM FinalOFDM Final
OFDM Final
 
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
PAPR REDUCTION OF OFDM SIGNAL BY USING COMBINED HADAMARD AND MODIFIED MEU-LAW...
 
FINAL SEMINAR REPORT-OFDM
FINAL SEMINAR REPORT-OFDMFINAL SEMINAR REPORT-OFDM
FINAL SEMINAR REPORT-OFDM
 
Performance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSK
Performance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSKPerformance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSK
Performance Analysis of MIMO-OFDM System Using QOSTBC Code Structure for M-PSK
 
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 ...
 
Design of CW THz Photonic Transmitter based on Low Pass-Filter and Bow-tie W...
Design of CW THz Photonic Transmitter based on  Low Pass-Filter and Bow-tie W...Design of CW THz Photonic Transmitter based on  Low Pass-Filter and Bow-tie W...
Design of CW THz Photonic Transmitter based on Low Pass-Filter and Bow-tie W...
 
Introduction to OFDM
Introduction to OFDMIntroduction to OFDM
Introduction to OFDM
 
OFDM Basics
OFDM BasicsOFDM Basics
OFDM Basics
 
2015 08-31 kofidis
2015 08-31 kofidis2015 08-31 kofidis
2015 08-31 kofidis
 
He3512531256
He3512531256He3512531256
He3512531256
 
An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...
An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...
An Adaptive Approach to Switching Coded Modulation in OFDM System Under AWGN ...
 
Tham khao ofdm tutorial
Tham khao ofdm tutorialTham khao ofdm tutorial
Tham khao ofdm tutorial
 
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...
 
Ber performance of ofdm with discrete wavelet transform for time dispersive c...
Ber performance of ofdm with discrete wavelet transform for time dispersive c...Ber performance of ofdm with discrete wavelet transform for time dispersive c...
Ber performance of ofdm with discrete wavelet transform for time dispersive c...
 
papr-presentation
papr-presentationpapr-presentation
papr-presentation
 
Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...
Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...
Performance analysis of Adaptive Bit-interleaved Coded Modulation in OFDM usi...
 
Introduction to ofdm
Introduction to ofdmIntroduction to ofdm
Introduction to ofdm
 
Da31699705
Da31699705Da31699705
Da31699705
 
ofdm
ofdmofdm
ofdm
 
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
 

Viewers also liked

E017552629
E017552629E017552629
E017552629
IOSR Journals
 
Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...
Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...
Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...
IOSR Journals
 
B011140509
B011140509B011140509
B011140509
IOSR Journals
 
N018138696
N018138696N018138696
N018138696
IOSR Journals
 
C011122428
C011122428C011122428
C011122428
IOSR Journals
 
M017548895
M017548895M017548895
M017548895
IOSR Journals
 
H012664448
H012664448H012664448
H012664448
IOSR Journals
 
H0964752
H0964752H0964752
H0964752
IOSR Journals
 
J1304036065
J1304036065J1304036065
J1304036065
IOSR Journals
 
The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...
The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...
The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...
IOSR Journals
 
F012644451
F012644451F012644451
F012644451
IOSR Journals
 
F1303063449
F1303063449F1303063449
F1303063449
IOSR Journals
 
Chained Commutative Ternary Semigroups
Chained Commutative Ternary SemigroupsChained Commutative Ternary Semigroups
Chained Commutative Ternary Semigroups
IOSR Journals
 
E013162126
E013162126E013162126
E013162126
IOSR Journals
 
U01761147151
U01761147151U01761147151
U01761147151
IOSR Journals
 
D017131318
D017131318D017131318
D017131318
IOSR Journals
 
J0945761
J0945761J0945761
J0945761
IOSR Journals
 
B017310612
B017310612B017310612
B017310612
IOSR Journals
 
U01725129138
U01725129138U01725129138
U01725129138
IOSR Journals
 
I017377074
I017377074I017377074
I017377074
IOSR Journals
 

Viewers also liked (20)

E017552629
E017552629E017552629
E017552629
 
Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...
Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...
Study of Boron Based Superconductivity and Effect of High Temperature Cuprate...
 
B011140509
B011140509B011140509
B011140509
 
N018138696
N018138696N018138696
N018138696
 
C011122428
C011122428C011122428
C011122428
 
M017548895
M017548895M017548895
M017548895
 
H012664448
H012664448H012664448
H012664448
 
H0964752
H0964752H0964752
H0964752
 
J1304036065
J1304036065J1304036065
J1304036065
 
The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...
The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...
The Role of IL-17, Metaphase Reactants on Patients with Early Rheumatoid Arth...
 
F012644451
F012644451F012644451
F012644451
 
F1303063449
F1303063449F1303063449
F1303063449
 
Chained Commutative Ternary Semigroups
Chained Commutative Ternary SemigroupsChained Commutative Ternary Semigroups
Chained Commutative Ternary Semigroups
 
E013162126
E013162126E013162126
E013162126
 
U01761147151
U01761147151U01761147151
U01761147151
 
D017131318
D017131318D017131318
D017131318
 
J0945761
J0945761J0945761
J0945761
 
B017310612
B017310612B017310612
B017310612
 
U01725129138
U01725129138U01725129138
U01725129138
 
I017377074
I017377074I017377074
I017377074
 

Similar to I010216266

Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...
Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...
Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...
ijsrd.com
 
93755181 lte-hoping
93755181 lte-hoping93755181 lte-hoping
93755181 lte-hoping
Sadef Karish
 
bonfring asha.pdf
bonfring asha.pdfbonfring asha.pdf
bonfring asha.pdf
Asha S Radha
 
Bb2419581967
Bb2419581967Bb2419581967
Bb2419581967IJMER
 
Aa04606162167
Aa04606162167Aa04606162167
Aa04606162167
IJERA Editor
 
H04654853
H04654853H04654853
H04654853
IOSR-JEN
 
HYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink Systems
HYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink SystemsHYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink Systems
HYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink Systems
ijngnjournal
 
BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...
BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...
BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...
International Journal of Technical Research & Application
 
Implementation of OFDM System Using Various Channel Modulation Schemes
Implementation of OFDM System Using Various Channel Modulation SchemesImplementation of OFDM System Using Various Channel Modulation Schemes
Implementation of OFDM System Using Various Channel Modulation Schemes
IJCSIS Research Publications
 
On the Performance of Carrier Interferometry OFDM by Wavelet Transform
On the Performance of Carrier Interferometry OFDM by Wavelet TransformOn the Performance of Carrier Interferometry OFDM by Wavelet Transform
On the Performance of Carrier Interferometry OFDM by Wavelet Transform
IRJET Journal
 
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN) Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
IJMER
 
DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...
DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...
DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...
International Journal of Technical Research & Application
 
D010231821
D010231821D010231821
D010231821
IOSR Journals
 
Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...
Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...
Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...
IJRST Journal
 
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
IJERA Editor
 
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
IJECEIAES
 
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Yayah Zakaria
 
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
rahulmonikasharma
 
A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...
A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...
A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...
ijwmn
 
Fp3410401046
Fp3410401046Fp3410401046
Fp3410401046
IJERA Editor
 

Similar to I010216266 (20)

Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...
Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...
Blind Channel Shortening for MIMO-OFDM System Using Zero Padding and Eigen De...
 
93755181 lte-hoping
93755181 lte-hoping93755181 lte-hoping
93755181 lte-hoping
 
bonfring asha.pdf
bonfring asha.pdfbonfring asha.pdf
bonfring asha.pdf
 
Bb2419581967
Bb2419581967Bb2419581967
Bb2419581967
 
Aa04606162167
Aa04606162167Aa04606162167
Aa04606162167
 
H04654853
H04654853H04654853
H04654853
 
HYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink Systems
HYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink SystemsHYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink Systems
HYBRID LS-LMMSE CHANNEL ESTIMATION Technique for LTE Downlink Systems
 
BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...
BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...
BER PERFORMANCE ANALYSIS OF OFDM IN COGNITIVE RADIO NETWORK IN RAYLEIGH FADIN...
 
Implementation of OFDM System Using Various Channel Modulation Schemes
Implementation of OFDM System Using Various Channel Modulation SchemesImplementation of OFDM System Using Various Channel Modulation Schemes
Implementation of OFDM System Using Various Channel Modulation Schemes
 
On the Performance of Carrier Interferometry OFDM by Wavelet Transform
On the Performance of Carrier Interferometry OFDM by Wavelet TransformOn the Performance of Carrier Interferometry OFDM by Wavelet Transform
On the Performance of Carrier Interferometry OFDM by Wavelet Transform
 
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN) Design and Implementation of OFDM Trans-Receiver for IEEE  802.11(WLAN)
Design and Implementation of OFDM Trans-Receiver for IEEE 802.11(WLAN)
 
DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...
DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...
DESIGN AND IMPLEMENTATION OF OFDM SYSTEM AND REDUCTION OF INTER-CARRIER INTER...
 
D010231821
D010231821D010231821
D010231821
 
Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...
Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...
Reduction of Frequency offset Using Joint Clock for OFDM Based Cellular Syste...
 
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
CS Based Channel Estimation for OFDM Systems under Long Delay Channels Using ...
 
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
 
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
Performance Analysis of Post Compensated Long Haul High Speed Coherent Optica...
 
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
 
A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...
A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...
A SEMI BLIND CHANNEL ESTIMATION METHOD BASED ON HYBRID NEURAL NETWORKS FOR UP...
 
Fp3410401046
Fp3410401046Fp3410401046
Fp3410401046
 

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

Elevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object CalisthenicsElevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object Calisthenics
Dorra BARTAGUIZ
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
Product School
 
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Jeffrey Haguewood
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Product School
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
Alison B. Lowndes
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
Paul Groth
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
ControlCase
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
RTTS
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
Guy Korland
 
Generating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using SmithyGenerating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using Smithy
g2nightmarescribd
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Product School
 
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
DanBrown980551
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Thierry Lestable
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
Safe Software
 
DevOps and Testing slides at DASA Connect
DevOps and Testing slides at DASA ConnectDevOps and Testing slides at DASA Connect
DevOps and Testing slides at DASA Connect
Kari Kakkonen
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
BookNet Canada
 

Recently uploaded (20)

Elevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object CalisthenicsElevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object Calisthenics
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
 
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
 
Generating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using SmithyGenerating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using Smithy
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
 
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
 
DevOps and Testing slides at DASA Connect
DevOps and Testing slides at DASA ConnectDevOps and Testing slides at DASA Connect
DevOps and Testing slides at DASA Connect
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
 

I010216266

  • 1. IOSR Journal of Electronics and Communication Engineering (IOSR-JECE) e-ISSN: 2278-2834,p- ISSN: 2278-8735.Volume 10, Issue 2, Ver.1 (Mar - Apr.2015), PP 62-66 www.iosrjournals.org DOI: 10.9790/2834-10216266 www.iosrjournals.org 62 | Page Modified Channel Shortener Filter Using Enhance Spectral Efficiency for OFDM System Ayappasamy. K, Marie Jenifer. D, Selvarani. S, Sharmila.s Department of Electronics and Communication Engineering, Dr.S.J.S. Paul Memorial College of Engineering and Technology, Pondicherry University,India. Abstract: In this paper, a modified CSF (MCSF) structure that exploits the null-space of an under-determined system of equations, and provides independent equivalent channels to the receiver. The SE of the MCSF is shown to be generally higher than the full-CP system when the chosen CP length is significantly smaller than the channel delay spread. Keywords: cyclic prefix(CP).spectral efficiency(SE) I. Introduction Orthogonal frequency division multiplexing (OFDM) is multicarrier modulation technique, used in nearly all new a popular wireless communication standards. OFDM transform sa frequency selective channel into large number of parallel flat fading channels. Inter carrier interference (ICI) can be mitigated by preserving the orthogonality between these parallel sub-channels. Inter carrier interference (ICI) can be mitigated by preserving the orthogonality between these parallel sub-channels. To maintain orthogonality, cyclic prefix (CP)is inserted in every OFDM symbol. The minimum length of CP required [1] is equal to the channel memory length to mitigate the inter block interference (IBI). Thus to mitigate IBI and ICI a common CP of sufficient length is employed to accommodate all users. The larger CP results in throughput loss which can be sufficient. For example, in a 10 MHz, 1024 point FFT based WIMAX (IEEE802.16e) system the symbol duration is about102.4 μsec and CP length is 1/8 of this which is about 12.8μsec. In a typical urban deployment with cells of radius 1 km, the maximum delay spread (CIR length) may only be 2 to 5μsec. Therefore, substantial saving in overhead can be accrued if the CP length is reduced to say 4 or 5 μsec. If however ,this shortened CP is not sufficient for a fraction of the users in the cell, such link will experience IBI. To combat IBI, a time domain prefilter (called as channel shortening prefilter)can be used at the receiver to shrink the channel impulse response (CIR) within the CP length. Hence CSP can be used to mitigate the IBI and ICI caused due to a shorter length CP. Channel shortening prefilter algorithms have been well studied in literature for single input single output (SISO) transmission systems . The three major approaches are used to design the CSP for SISO transmission systems. The first approach minimizes the mean-squared error (MMSE), where error is the difference between the received symbol and desired symbol . In design of CSP is based on channel impulse response, which minimizes the energy of CIR outside the CP length. In the authors design an equivalent channel, which is the cascade of the channel and pre-filter, with no taps outside the CP length. This method also gives the better bit error rate (BER) performance than the approaches.In addition, the inserted redundant pilots have much higher average power than the normal OFDM data, thus the equivalent Signal to Noise Ratio (SNR) at the receiver will be reduced if the identical transmitted signal power is permitted. Such SNR loss can be slightly alleviated by changing the positions of the redundant pilots or adding more pilots in the frequency domain but the effect is not obvious. OFDM reduces the computational cost of the receiver by using a cyclic prefix (CP) as a guard interval . The spectral efficiency of an OFDM system depends also on the CP length, which is used to combat the inter- block-interference (IBI)and inter-carrier-interference (ICI). The CP length must be greater than or equal to the delay spread of the channel impulse response (CIR) in order to avoid IBI and ICI. If the FDM system above had been able to use asset of subcarriers that were orthogonal to each other, a higher level of spectral efficiency could have been achieved. The guard bands that were necessary to allow individual demodulation of subcarriers in an FDM system would no longer be necessary. The use of orthogonal subcarriers would allow the subcarriers’ spectra to overlap, thus increasing the spectral efficiency. As long as orthogonality is maintained, it is still possible to recover the individual subcarriers’ signals despite their overlapping spectrums. If the dot product of two deterministic signals is equal to zero, these signals are said to be orthogonal to Orthogonality can also be viewed from the standpoint of stochastic processes.
  • 2. Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System DOI: 10.9790/2834-10216266 www.iosrjournals.org 63 | Page Given a specific time and location, TR pre coding has been 35mathematically proved to be the optimum in the sense that it 36maximizes the amplitude of the field at that time and location . It is then called spatiotemporal matched filter because 38it is analogous to a matched filter both in time and space. It 39is also called transmit matched filter since the matched filter 40is put at the transmitter side.  A/D. Convert analog signals to digital symbols for processing.  Synchronization. Due to the clock difference between transmitter and receiver, a synchronization algorithm is needed to find the first sample in the OFDM frame.  Remove cyclic prefix. This block simply removes the cyclic prefix added in the transmitter.  Symmetrical FFT. Data are transformed back to frequency-domain using FFT. Then the complex conjugate mirror added in the transmitter is removed.  Channel estimation. The estimation is achieved by pilot frames.  Channel compensation. The channel estimation is used to compensate for channel distortion.  Bit loading. The receiver computes the bit allocation and send it to the transmitter. Frequency Division Multiplexing II. Implementation Of An OFDM System The idea behind the analog implementation of OFDM can be extended to the digital domain by using the discrete Fourier Transform (DFT) and its counterpart, the inverse discrete Fourier Transform (IDFT). These mathematical operations are widely used for transforming data between the time-domain and frequency-domain. These transforms are interesting from the OFDM perspective because they can be viewed as mapping data onto orthogonal subcarriers For example, the IDFT is used to take in frequency-domain data and convert it to time-domain data. In order to perform that operation, the IDFT correlates the frequency-domain input data with its orthogonal basis functions, which are sinusoids at certain frequencies. This correlation is equivalent to mapping the input data onto the sinusoidal basis functions In practice, OFDM systems are implemented using a combination of fast Fourier Transform (FFT) and inverse fast Fourier Transform (IFFT) blocks that are mathematically equivalent versions of the DFT and IDFT, respectively, but more efficient to implement. An OFDM system treats the source symbols (e.g., the QPSK or QAM symbols that would be present in a single carrier system) at the transmitter as though they are in the frequency-domain.. These symbols are used as the inputs to an IFFT block that brings the signal into the time domain. The IFFT takes in N symbols at a time where N is the number of subcarriers in the system. Each of these N input symbols has a symbol period of T seconds. Recall that the basis functions for an IFFT are N orthogonal sinusoids. These sinusoids each have a different frequency and the lowest frequency is DC. Each input symbol acts like a complex weight for the corresponding sinusoidal basis function. Thus, the IFFT block provides a simple way to modulate data onto N orthogonal subcarriers. The block of N output samples from the IFFT make up a single OFDM symbol. The length of the OFDM symbol is NT where T is the IFFT input symbol period mentioned above. After some additional processing, the time-domain signal that results from the IFFT is transmitted across the channel. At the receiver, an FFT block is used to process the received signal and bring it into the frequency domain. Ideally, the FFT output will be the original symbols that were sent to the IFFT at the transmitter. When plotted in the complex plane, the FFT output samples will form a constellation, such as 16-QAM. However, there is no notion of a constellation for the time-domain signal. III. Multipath Channels And The Use Of Cyclic Prefix A major problem in most wireless systems is the presence of a multipath channel. In a multipath environment, the transmitted signal reflects off of several objects. As a result, multiple delayed versions of the transmitted signal arrive at the receiver. The multiple versions of the signal cause the received signal to be distorted. Many wired systems also have a similar problem where reflections occur due to impedance mismatches in the transmission line. A multipath channel will cause two problems for an OFDM system. The first problem is inter symbol interference.
  • 3. Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System DOI: 10.9790/2834-10216266 www.iosrjournals.org 64 | Page intersymbol interference This problem occurs when the received OFDM symbol is distorted by the previously transmitted OFDM symbol. The effect is similar to the inter symbol interference that occurs in a single- carrier system. However, in such systems, the interference is typically due to several other symbols instead of just the previous symbol; the symbol period in single carrier systems is typically much shorter than the time span of the channel, whereas the typical OFDM symbol period is much longer than the time span of the channel. The second problem is unique to multicarrier systems and is called Intra symbol Interference. It is the result of interference amongst a given OFDM symbol’s own subcarriers. The next sections illustrate how OFDM deals with these two types of interference. Assume that the time span of the channel is LC samples long. Instead of a single carrier with a data rate of R symbols/ second, an OFDM system has N subcarriers, each with a data rate of R/N symbols/second Because the data rate is reduced by a factor of N, the OFDM symbol period is increased by a factor of N. By choosing an appropriate value for N, the length of the OFDM symbol becomes longer than the time span of the channel. IV. Cyclic Prefix (CP) The cyclic prefix means introduction of guard interval between each symbol to reduce the inter-symbol interference (ISI) caused by delay spread in the transmission channel, the CP achieved by taking a copy of the last portion of the data symbol appended to the front of the symbol during the guard interval & this data portion must be at least 15% of the data length . As shown in the figure. The CP adds redundancy through repetition of the signal rather than by adding any new information. When the CP is added, it's guarantees that the symbol will be undistorted for at least its nominal symbol in the presence of multipath and this allows the receiver to avoid the frequency domain ICI while at the same time avoiding all time domain ISI due to multipath. And also by adding the CP to our original signal and transmitting through the same channel, we can obtain the desired circular convolution which makes it easier to recover the signal after the FFT at receiver.
  • 4. Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System DOI: 10.9790/2834-10216266 www.iosrjournals.org 65 | Page V. Simulation Results and Discussion Tap number and Tap value are used in this graph. We consider normal channel and shortened channel. Normal channel starting is constant some variation so increase and constant. Shortened channel is also starting constant tap value is increase but same constant of output. Bit rate over CSA test loop channel impulse responses to provide a performance tradeoff. Tap number and Tap value are used in this graph. Tap means channel. Tap number and Tap value are some stage is tap value is increase TEQ means time domain equalizer. The same for all single TEQ designs, hence it does not vary value are gives for the original implementation of channels. Total number of bandwidth in channel divided in value. Minimum and maximum of signal at certain stage value is high and then low or high. Cyclic prefix and Spectral efficiency are used in graph. Efficiency is increase and Cyclic prefix is reduced. So bandwidth is reduced. MCSF improves the BLER performance with an increment in the number of transmit. MCSF with short CP gives 2db and 0.5 db gain of BLER performance when compared with full CP systems.
  • 5. Modified Channel Shortener Filter Using Enhance Spectral Efficiency For OFDM System DOI: 10.9790/2834-10216266 www.iosrjournals.org 66 | Page VI. Conclusion A modified CSF structure which can provide a higher SE by revealing multiple linearly independent equivalent channels at the receiver. When the CP duration is a large fraction of OFDM symbol duration, this MCSF has not only a higher SE but also provides up to 2 dB gain. In future work using uplink and downlink in transmitter and receiver. Receiver side cost is reduced .Because in paper receiver side on filter so cost is high and output some noise. References [1]. L. Hanzo, M.Münster, B. Choi, and T.Keller,OFDM and MC-CDMAfor Broadband Multi-user Communications, WLANs, and Broadcasting.Piscataway, NJ, USA: IEEE Press, 2003. [2]. P. Melsa, R. Younce, and C. Rohrs, “Impulse response shortening fordiscrete multitone transceivers,” IEEE Trans. Commun., vol. 44, pp.1662–1672, Dec. 1996. [3]. N. Al-Dhahir, “FIR channel-shortening equalizers for MIMO ISI channels,”IEEE Trans. Commun., vol. 49, pp. 213–218, Feb. 2001. [4]. R. Martin et al., “Implementation complexity and communication performancetradeoffs in discrete multitone modulation equalizers,” IEEETrans. Signal Process., vol. 54, pp. 3216–3230, Aug. 2006. [5]. I. Singh and K. Giridhar, “Null-space exploiting channel shorteningprefilter (NE-CSP) for MIMO-OFDM,” in IEEE Nat. Conf. Commun.(NCC), Jan. 2010, pp. 1–5. [6]. W. Younis and N. Al-Dhahir, “Joint prefiltering and MLSE equalization of space-time-coded transmissions over frequency- selective channels,”IEEE Trans. Veh. Technol., vol. 51, pp. 144–154, 2002. [7]. C. Zhou, N. Guo, and R. Caiming Qiu, “Time-reversed ultra-wideband(UWB) multiple input multiple output (MIMO) based on measuredspatial channels,” IEEE Trans. Veh. Technol., vol. 58, pp. 2884–2898,Jul. 2009. [8]. N. Guo, J.Q. Zhang, R.C. Qiu, and S.Mo, “UWBMISOtime reversalwith energy detector receiver over ISI channels,” in 4th IEEE ConsumerCommunications and Networking Conference, Jan. 2007, vol. 1,pp. 629–633. [9]. R. F. Fischer, C. Windpassinger, A. Lampe, and J. B. Huber, “Tomlinson-harashima precoding in space-time transmission for low- ratebackward channel,” IEEE Int. Zurich Seminar Broadband Commun.Access, Transmission, Networking, pp. 7–15, 2002. [10]. F. Kaltenberger, H. Jiang, M. Guillaud, and R. Knopp, “Relativechannel reciprocity calibration in MIMO/TDD systems,” in IEEEFuture Network and Mobile Summit, 2010, pp. 1–10. [11]. G. S. Smith, “A direct derivation of a single-antenna reciprocity relationfor the time domain,” IEEE Trans. Antennas Propagat., vol. 52,pp. 1568–1577, 2004. [12]. E. Dahlman, S. Parkvall, and J. Skold, 4G: LTE/LTE-advanced forMobileBroadband. New York, NY, USA: Academic, 2013. [13]. G. H. Golub and C. F. V. Loan, Matrix computations. Baltimore,MD, USA: Johns Hopkins Univ. Press, 1983. [14]. D. Tse and P. Viswanath, Fundamentals of wireless communication.Cambridge, U.K.: Cambridge Univ. Press, 2005. [15]. G. Bauch and N. Al-Dhahir, “Reduced-complexity space-time turboequalizationfor frequency-selective MIMO channels,” IEEE Trans.Wireless Commun., vol. 1, pp. 819–828, 2002. [16]. N. Al-Dhahir and J. M. Cioffi, “Optimum finite-length equalization formulticarrier transceivers,” IEEE Trans. Commun., vol. 44, pp. 56–64,1996.