SlideShare a Scribd company logo
1 of 7
Download to read offline
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3166
BER Performance of MC-CDMA Using Walsh Code with
MSK Modulation on AWGN and Rayleigh Channel
Manjinder Singh Karamjeet Kaur
M.Tech, ECE Assistant Professor
Ucoe, Department Ucoe, Department
Punjabi University, Patiala Punjabi University, Patiala
Abstract
Multi-carrier code division multiple access (MC-
CDMA) is method for high speed data rate
communication. It skip the problem of inter symbol
interference.MC-CDMA too provide spatial diversity,
which mitigate the fading. The usage of MC-CDMA can
significantly improve the performance of wireless
communication system. This paper presents the
simulation of MC-CDMA system performance with
MSK modulation over AWGN channel and Rayleigh
channel. It also represents the BER performance of
MC-CDMA system when it has users 2, 4, 16, 32 and 64
for both AWGN and Rayleigh channel. The SNR value
between 0dB and 20dB the BER value showed an effect
of AWGN and Rayleigh fading channel on the MC-
CDMA system. Also the comparison of MC-CDMA
BER performance over MSK modulation and BPSK
modulation techniques show that minimum BER
obtained with MSK modulation technique for both
AWGN and Rayleigh channel.
Keywords—MC-CDMA, MSK modulation, Rayleigh
channel, AWGN, Walsh code and BER Performance.
I. Introduction
Wireless communication is the convey of
information over a distance without the utilize of
electrical conductors or "wires". The continued
increase of data, video and voice communication
over the Internet, so that the mobile telephony large
potential for mobile multimedia system [1]. Due to
normal growth of multimedia communication, the
sender require elevated data rate communication
systems in wireless communication To provide the
requirements new technologies 4G is residential in
which the Code Division Multiple Access and
Orthogonal Frequency Division Multiplexing
(OFDM) are new communication systems. MC-
CDMA be customized method for elevated speed
data rate communication system [2].
A.MC-CDMA
MC-CDMA is a new inflection method which uses
multi-user broadcast of Direct Sequence CDMA
signals [8]. MC-CDMA is grouping of Orthogonal
Frequency Division Multiplexing (OFDM), a
multicarrier modulation, and Code Division Multiple
Access (CDMA), a increase spectrum technique
.Orthogonal Frequency Division Multiplexing
(OFDM) is a multi carrier modulation, where a single
data stream is transmit over a number of subcarriers.
So that using a great number of sub-carriers, a high
sound immunity against multipath can be provide so
that the symbol duration Ts on each stream will be
added large than the channel time dispersion This
result the effects of ISI will exist minimized [3].
II.THE SYSTEM MODEL
A.MCCDMA Transmitter Model
MC-CDMA transmitter is comparable to OFDM
transmitter with very small difference. In OFDM
many different symbols are transmit by subcarriers
but in MC-CDMA similar symbol is transmitted by
different subcarriers. The clarification of the above
notion is clearly shown in figure1.The input data rate
symbols are transformed toward parallel streams.
Then each parallel stream is spread using dispersion
code like Walsh, Hadamard etc [2].
Figure1.MC-CDMATransmitter
S/P
Code
Matrix
C
I-FFT P/S
N N N
B A
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3167
In this figure, the major difference between MC-
CDMA & OFDM is that the MC-CDMA system
transmits the similar symbol in analogous through
quite a few subcarriers whereas the OFDM system
transmits dissimilar code of the user in the frequency
domain. The input data flow is multiplied by the
spreading code. The users are divided by different
codes. All data analogous to the sum number of sub
carriers are modulated inside baseband by an inverse
Fast Fourier transform (IFFT) and distorted back into
serial data. Then, a cyclic prefix be insert between the
symbols which is a replicate of the end of the
symbols at start to battle the inter-symbol
interference (ISI) and the inter-carrier interference
(ICI) And consequently the cyclic prefix length is
selected such that it is better than the delay increase
of the channel. In MC-CDMA transmission, it is
necessary to have frequency non selective fading
above each sub carrier. Therefore, if the unique
symbol rate be elevated enough to become topic to
frequency selective loss the input data contain to be
serial to parallel (SIP) converted into parallel data
sequences [2].
B.MC-CDMA Receiver model
In MC-CDMA, following improvement of the sub
carriers, signals on the output of the FFT have to be
“unspread” by apply the inverse code matrix. We
openly introduce the FFT, the inverse code matrix C-
1
, and a general weigh matrix W. While the FFT and
C-1
are non-adaptive and can be implement efficiently
using typical butterfly topologies.The received signal
is first down converted. After that the cyclic prefix is
uninvolved and the residual samples are serial to
parallel converted to get the m-subcarriers
components .The m-subcarriers are first demodulated
by a fast Fourier transform (FFT)[2].
d(t) d(t)
d
Figure 2.MCCDMA Receiver
III.WALSH CODE
Walsh code are make from the Hadamard matrix
which is a square matrix in which every row in the
matrix is orthogonal to all rows, and every column in
the matrix is orthogonal to all columns. The
Hadamard matrix Hn is generate by start with zero
matrix and functional the Hadamard transform
successively. Every column or row in the Hadamard
matrix correspond to a Walsh code series of length
n[6].
The Hadamard transform is defined as
Hn = [0]
H2n=
H2 =
The Walsh code index is as shown in table below:
u2u1u0 Walsh code
000 00000000
001 01010101
010 00110011
011 01100110
100 00001111
101 01011010
110 00111100
111 01101001
Table 1.Index for Walsh code of length 8
IV MSK Modulation
Minimum Shift Keying (MSK) is a type of
continuous-phase frequency-shift key that is used in a
amount of applications. MSK is also identified as
continuous phase modulation (CPM). The continuous
phase modulation minimize BW consumption by
eliminating phase discontinuities.
The MSK signal is defined as:
Hn Hn
Hn nH
0 0
0 1
S/P FFT P/S
N N
Y
I-CODE
MATRIX
Cr(t)
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3168
S(t) = d(t) cos (πt/2T) cos 2πft + d(t) sin (πt/2T) sin
2πft.
The MSK modulation makes the phase change linear
and limited to ± (p/2) over a bit time T. This enable
MSK toward give a significant development more
than QPSK. Because of the result of the linear phase
adjust the power spectral density has short side lobes
so as to help to control adjacent-channel nosiness but
the main lobe become wider than the quadrature shift
key.
In MSK baseband signal which is to
multiply the carrier is a smooth signal. The spectrum
of MSK has a much wider main loop as compare to
other modulation system.
V. SYSTEM CHANNEL
A.AWGN Channel
The simplest channel environment is Additive-
White-Gaussian-Noise (AWGN) channel. The white
noise can come from the thermal noise for each
receive antenna. The signal from the mth transmit
antenna to the nth receive antenna experiences
propagation loss in the wireless channel. Additive
white Gaussian noise (AWGN) is the commonly used
to transmit signal while signals travel from the
channel and simulate background noise of channel.
The arithmetical appearance inside received signal is
r(t) = s(t) + n(t)
where s(t) is transmitted signal and n(t) is
background noise.
B.Rayleigh Channel
The delays associated with different signal paths in a
multipath fading channel change in an unpredictable
manner and can only be characterized statistically.
while present are a large sum of paths, the central
bound theorem can be useful to mold the time-variant
impulse response of the channel as a complex-valued
Gaussian chance process. When the impulse reaction
is model as a zero mean complex-valued Gaussian
course the channel be supposed toward be a Rayleigh
loss channel.
The Rayleigh fading is primarily caused via
multipath response Rayleigh fading is a numerical
model intended for the effect of a propagation
environment on a radio signal. The Rayleigh
distribution is frequently used to model multipath
fading with no direct line-of-sight (LOS) path [7].
VI.SYSTEM MODEL & RESULTS
Figure 3:MC-CDMA System using walsh code with
MSK Modulation
The MC-CDMA is simulated and analysis using
Matlab Software. The MC-CDMA was simulated on
an Rayleigh multipath fading and Additive White
Gaussian Noise (AWGN) channe for show the effect
of both channel on BER performance of MC-CDMA
with respect to SNR(signal to noise ratio) [12].
A.BER Performance of MC-CDMA on AWGN
Channel
The Effect of AWGN channel on MC-CDMA system
having two and four users which are sending 10^4
bits on the channel. The users data were spread using
4-bit Walsh code and modulated by Minimum Shift
Keying modulation.
Figure4:MC-CDMAon AWGN for 2,4 users
The simulation shows that in figure 4.The signal to
noise ratio values for 2 user more than 10dB reduced
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3169
the effect of the additive white Gaussian noise
channel.Bit error rate for 4 users is more than 2 users.
MC-CDMA Performance effected on AWGN
channel which have 4 users and 16 users each user
has 10^4 bits on the channel. The users data were
spread using 16-bit Walsh code and modulated using
Minimum Shift Keying modulation Shift Keying
modulation.
Figure 5:MC-CDMA on AWGN for 4,16 users
The simulation result shows that in figure 5. The
Result indicates that the bit error rate is directly vary
with the number of users, therefore increasing the
number of users more affects the BER.Bit error rate
for 16 users is more than 4 users.
MC-CDMA Performance effected on AWGN
channel which have 4 users,16 users, 32 users, each
user has 10^4 bits on the channel. The data were
spread using 32,64 bit Walsh code and modulated,
using Minimum Shift Keying modulation.
Figure 6:MC-CDMA on AWGN for 4,16,32 64 users
The simulation result indicates that the bit error rate
is direct vary with the number of users.In figure 6
BER of 64 user shows in black colour is maximum.
BER of 32 user is lower than 64 users but higher than
16 and 4 users.
B.BER Performance of MC-CDMA System on
Rayleigh and AWGN Channel
when Rayleigh fading is added to AWGN the
channel and simulation result show the behavior of
fading on the BER of MC-CDMA system.MC-
CDMA Performance effected on AWGN and
Rayleigh channel which have two user,four users
every user sends ten thousand bits on both the
channel. The data were spread using 4-bit Walsh
code and modulated using Minimum Shift Keying
modulation. For user 2 the simulation result shows
that bit error rate is higher compare to user 4 and
starts to decrease from SNR= -1dB to 6dB.
Figure 7 :MC-CDMA on AWGN and Rayleigh for
2,4 users
In figure 7 simulation result shows that bit error rate
of 4 user higher compare to user 2 and starts to
decrease from SNR= -1dB to 6dB.
MC-CDMA Performance effected on AWGN and
Rayleigh channel which have four user,16 users each
user sends ten thousand bits on both the channel. The
data were spread using 16-bit Walsh code and
modulated using Minimum Shift Keying modulation.
It is clear that the BER is higher at the minimum
SNR and then starts to decrease.
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3170
Figure 8: MC-CDMA on AWGN and Rayleigh for
4,16,32,64 users
In figure 8 Results show that BERs at SNR=-1db for
4 users are higher compared to 16 users, and then
also starts to decrease until SNR to 6db.
BER Performance of MC-CDMA system has 32
users sending data on Rayleigh fading and AWGN
channel. Every user sends and receives 10^4 bits with
32, 64 bit Walsh code and MSK modulation.
Figure 9:MC-CDMA on AWGN and Rayleigh for
4,16,32,64 users
The BER simulation plot is shown in Figure 9.,
where at SNR = -1dB all users show high value of
BER and then starts to decrease . BER of 64 users is
higher than 32 users and continually decrease until
SNR =6db.
C. Comparison Results of MC-CDMA With BPSK
and MSK Modulation on AWGN Channel
The Effect of AWGN channel on MC-CDMA system
having 2 user,4 users,16 users,32 users and 64 users
sending 10^4 bits on the channel. The data were
spread using Walsh code and modulated by
Minimum Shift Keying and BPSK Modulation.
Figure 10 :BER VS Eb/No on AWGN For
2,4,16,32,64 users
Comparison graphs show that BER Of MC-CDMA
using Walsh code with MSK Modulation technique is
reduced as compare to BER Of MC-CDMA With
BPSK Modulation on AWGN channel.So that MSK
Modulation is much better than BPSK modulation.
Table 2:Channel Type = AWGN (Bit Error Rate VS
SNR )
Comparison Table 2 show that Bit Error Rate using
the MSK modulation is found to be quite efficient
than using the BPSK modulation technique .so that
MC-CDMA Performance is better with MSK
Modulation rather BPSK Modulation technique.
Because BER of MC-CDMA is reduced with MSK
modulation.
M
TYPE
USER
2
USER
4
USER
16
USER
32
USER
64
BPSK .92 .103 .85 .88 .88
MSK .10 .101 .81 .83 .87
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3171
D. Comparison Results of MC-CDMA With BPSK
and MSK Modulation on AWGN and Rayleigh
Channel
Effect of AWGN and Rayleigh channel on MC-
CDMA system having 2 user,4 users,16 users,32
users and 64 users sending 10^4 bits on the channel.
The data were spread using Walsh code and
modulated by Minimum Shift Keying and BPSK
Modulation on AWGN and Rayleigh Fading
Channel.
Figure 11 :BER VS Eb/No on AWGN and Rayleigh
Channel for 2,4,16,32,64 users
Comparison graphs show that BER Of MC-CDMA
using Walsh code with MSK Modulation technique is
reduced as compare to BER Of MC-CDMA With
BPSK Modulation on AWGN and RAYLEIGH
channel.So that MSK Modulation is much better
than BPSK modulation in BER Performance of MC-
CDMA on AWGN and Rayleigh Fading channel.
Table 3:Channel Type = AWGN & Rayleigh (Bit
Error Rate VS SNR )
Comparison Table 3 show that Bit Error Rate of
MC-CDMA using the MSK modulation on AWGN
and Rayleigh channel is found to be much better
than using the BPSK modulation technique .
We have implemented the results on 2 users, 4
users,16 users ,32 users and 64 users. BER
Performance of MC-CDMA using MSK is more
decrease for 4 users , 16 user. Bit error rate of MC-
CDMA for 2 user, 32user and 64 user also decrease
by using MSK than BER of MC-CDMA using
BPSK modulation technique .
VII CONCLUSION
This paper has presented and showed that BER
Performance of MC-CDMA using walse code with
MSK modulation on AWGN and Rayleigh Fading
channel.Walsh code sequences have the advantage to
be orthogonal, because under a perfect
synchronization, the rid of any multi-access
interference is certainly obtained.
The BER of MC-CDMA with MSK modulation on
AWGN channel show that BER is directly vary with
number of users .But BER is decrease with MSK
modulation as compare BPSK modulation.
The BER of MC-CDMA with MSK modulation
shows that when, Rayleigh fading was added to the
AWGN channel the variation in bit error rate with
fading in addition to the number of users. But BER is
decrease with MSK modulation as compare BPSK
modulation on AWGN and Rayleigh channel.
When compare the BER of MC-CDMA using MSK
modulation with BPSK modulation, the result show
that BER is more decrease for 2, 4,16,32,64 users on
the AWGN channel.BER of MC-CDMA with MSK
is also decrease for 2,4,16,32,64 users on AWGN and
Rayleigh fading channel.so that MSK modulation is
quite efficient for BER of MC-CDMA rather than
BPSK on both AWGN and Rayleigh channel.
VIII REFERENCES
[1] S.Sivanesskumar, R.Sukanesh, “Performance
Analysis of Multi-Carrier
Code Division Multiple Access System under
Clipping Noise,”
[2] A. Sharmila and Srigitha S. Nath“Performance of
MIMO Multi-Carrier CDMA with BPSK Modulation
in Rayleigh Channel” International Conference on
Computing and Control Engineering (ICCCE 2012),
12 & 13 April, 2012.
M
TYPE
USER
2
USER
4
USER
16
USER
32
USER
64
BPSK .15 .43 .45 .35 .39
MSK .12 .18 .19 .21 .25
International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013
ISSN: 2231-5381 http://www.ijettjournal.org Page 3172
[3] Poonam Singh R. V. Raja Kumar T. S.
Lamba“Performance analysis of MC-CDMA System
in Multipath fading channel ”IEEE,May 2006 .
[5] Dinan, E.H.; Jabbari, B., "Spreading Codes
forDirect Sequence CDMA and Wideband CDMA
Cellular Networks," IEEE Communications
Magazine, Vol. 36 Issue 9, pp.5-54, September 1998.
[6] Mosa Ali Abu-Rgheff, "Introduction to CDMA
Wireless Communications," Elsevier Ltd., 2007, pp.
222-223.
[7] Marvin K. Simon, Mohamed-Slim Alouini,
"Digital Communication over Fading Channels ,"
John Wiley & Sons, Inc., 2000, pp.18-20.
[8] V.Jagannaveen,K.MuraliKrishna ,
K.RajaRajeswari “performance analysis of MC-
CDMA and OFDM in wireless rayleigh
channel”International Journal of Advanced Science
and Technology Vol. 25, December, 2010.
[9] N.Kumaratharan, P.Dananjayan, and
M.Padmavathy, " Performance Improvement Of Mc-
Cdma System Through Dstbc Site Diversity," Journal
of Theoretical and Applied Information Technology,
pp.1075-1082, 2008.
[10] K. Fazel, S. Kaiser, "Multi-Carrier and Spread
Spectrum Systems From OFDM and MC-CDMA to
LTE and WiMAX," John Wiley & Sons Ltd.,2008,
pp.55-59.
[11] M.F.L.Abdullah, M.F. Ghanim," An Overview
of CDMA Techniques for Mobile Communications,"
Medwell Journals Vol. 5, Issue 1, pp.16- 24, 2011.
[12] Dr. K.V Sambasiva Rao, A. Sudhir Babu”
Evaluation of BER for AWGN, Rayleigh and Rician
Fading Channels under Various Modulation
Schemes”international generalVolume 26– No.9,
July 2011

More Related Content

What's hot

A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...inventionjournals
 
Outage and throughput performance of cognitive radio based power domain based...
Outage and throughput performance of cognitive radio based power domain based...Outage and throughput performance of cognitive radio based power domain based...
Outage and throughput performance of cognitive radio based power domain based...TELKOMNIKA JOURNAL
 
Performance of OFDM System under Different Fading Channels and Channel Coding
Performance of OFDM System under Different Fading Channels and Channel CodingPerformance of OFDM System under Different Fading Channels and Channel Coding
Performance of OFDM System under Different Fading Channels and Channel CodingjournalBEEI
 
Iaetsd performance analysis of multicarrier ds-cdma
Iaetsd performance analysis of multicarrier ds-cdmaIaetsd performance analysis of multicarrier ds-cdma
Iaetsd performance analysis of multicarrier ds-cdmaIaetsd Iaetsd
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Successful interference cancellation with Blind Equalization method for MC-CD...
Successful interference cancellation with Blind Equalization method for MC-CD...Successful interference cancellation with Blind Equalization method for MC-CD...
Successful interference cancellation with Blind Equalization method for MC-CD...IJTET Journal
 
ICI and PAPR enhancement in MIMO-OFDM system using RNS coding
ICI and PAPR enhancement in MIMO-OFDM system using RNS codingICI and PAPR enhancement in MIMO-OFDM system using RNS coding
ICI and PAPR enhancement in MIMO-OFDM system using RNS codingIJECEIAES
 
Iaetsd stbc-ofdm downlink baseband receiver for mobile wman
Iaetsd stbc-ofdm downlink baseband receiver for mobile wmanIaetsd stbc-ofdm downlink baseband receiver for mobile wman
Iaetsd stbc-ofdm downlink baseband receiver for mobile wmanIaetsd Iaetsd
 
3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc
3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc
3D MIMO large-scale array antenna in 5G - C&T RF Antennas IncAntenna Manufacturer Coco
 
OFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMAL
OFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMALOFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMAL
OFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMALprem kamal
 
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...eSAT Publishing House
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
Multiplexing,LAN Cabling,Routers,Core and Distribution Networks
Multiplexing,LAN Cabling,Routers,Core and Distribution NetworksMultiplexing,LAN Cabling,Routers,Core and Distribution Networks
Multiplexing,LAN Cabling,Routers,Core and Distribution NetworksPanimalar Engineering College
 
BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...
BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...
BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...IRJET Journal
 

What's hot (20)

A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
 
Outage and throughput performance of cognitive radio based power domain based...
Outage and throughput performance of cognitive radio based power domain based...Outage and throughput performance of cognitive radio based power domain based...
Outage and throughput performance of cognitive radio based power domain based...
 
571 238-247
571 238-247571 238-247
571 238-247
 
Performance of OFDM System under Different Fading Channels and Channel Coding
Performance of OFDM System under Different Fading Channels and Channel CodingPerformance of OFDM System under Different Fading Channels and Channel Coding
Performance of OFDM System under Different Fading Channels and Channel Coding
 
Iaetsd performance analysis of multicarrier ds-cdma
Iaetsd performance analysis of multicarrier ds-cdmaIaetsd performance analysis of multicarrier ds-cdma
Iaetsd performance analysis of multicarrier ds-cdma
 
Cellular Networks
Cellular NetworksCellular Networks
Cellular Networks
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Successful interference cancellation with Blind Equalization method for MC-CD...
Successful interference cancellation with Blind Equalization method for MC-CD...Successful interference cancellation with Blind Equalization method for MC-CD...
Successful interference cancellation with Blind Equalization method for MC-CD...
 
Wcdma
WcdmaWcdma
Wcdma
 
ICI and PAPR enhancement in MIMO-OFDM system using RNS coding
ICI and PAPR enhancement in MIMO-OFDM system using RNS codingICI and PAPR enhancement in MIMO-OFDM system using RNS coding
ICI and PAPR enhancement in MIMO-OFDM system using RNS coding
 
6 chapter 1,2,3,4,5 (15%) M.TECH ( PDF FILE )
6 chapter 1,2,3,4,5 (15%) M.TECH ( PDF FILE )6 chapter 1,2,3,4,5 (15%) M.TECH ( PDF FILE )
6 chapter 1,2,3,4,5 (15%) M.TECH ( PDF FILE )
 
6 chapter 1,2,3,4,5 (15%) M.TECH ( M S WORD FILE )
6 chapter 1,2,3,4,5 (15%) M.TECH ( M S WORD FILE )6 chapter 1,2,3,4,5 (15%) M.TECH ( M S WORD FILE )
6 chapter 1,2,3,4,5 (15%) M.TECH ( M S WORD FILE )
 
Iaetsd stbc-ofdm downlink baseband receiver for mobile wman
Iaetsd stbc-ofdm downlink baseband receiver for mobile wmanIaetsd stbc-ofdm downlink baseband receiver for mobile wman
Iaetsd stbc-ofdm downlink baseband receiver for mobile wman
 
3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc
3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc
3D MIMO large-scale array antenna in 5G - C&T RF Antennas Inc
 
Manmohan 15% PLAGIARISM REPORT M.TECH ( M S WORD FILE )
Manmohan 15% PLAGIARISM REPORT M.TECH ( M S WORD  FILE )Manmohan 15% PLAGIARISM REPORT M.TECH ( M S WORD  FILE )
Manmohan 15% PLAGIARISM REPORT M.TECH ( M S WORD FILE )
 
OFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMAL
OFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMALOFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMAL
OFDMA - Orthogonal Frequency Division Multiple Access PPT by PREM KAMAL
 
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
 
Multiplexing,LAN Cabling,Routers,Core and Distribution Networks
Multiplexing,LAN Cabling,Routers,Core and Distribution NetworksMultiplexing,LAN Cabling,Routers,Core and Distribution Networks
Multiplexing,LAN Cabling,Routers,Core and Distribution Networks
 
BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...
BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...
BER Performance Improvement for 4 X 4 MIMO Single Carrier FDMA System Using M...
 

Similar to BER Performance of MC-CDMA Using Walsh Code with MSK Modulation on AWGN and Rayleigh Channel

Performance evaluation of 4-quadrature amplitude modulation over orthogonal ...
Performance evaluation of 4-quadrature amplitude modulation  over orthogonal ...Performance evaluation of 4-quadrature amplitude modulation  over orthogonal ...
Performance evaluation of 4-quadrature amplitude modulation over orthogonal ...IJECEIAES
 
BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...
BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...
BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...IJERA Editor
 
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...inventionjournals
 
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...IOSR Journals
 
Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...
Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...
Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...pijans
 
COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...
COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...
COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...pijans
 
An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...
An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...
An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...Cemal Ardil
 
Designing and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM SystemDesigning and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM SystemIOSR Journals
 
Designing and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM SystemDesigning and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM SystemIOSR Journals
 
Performance enhancement of audio transmission based on LMMSE method
Performance enhancement of audio transmission based on LMMSE methodPerformance enhancement of audio transmission based on LMMSE method
Performance enhancement of audio transmission based on LMMSE methodnooriasukmaningtyas
 
Error Control and performance Analysis of MIMO-OFDM Over Fading Channels
Error Control and performance Analysis of MIMO-OFDM Over Fading ChannelsError Control and performance Analysis of MIMO-OFDM Over Fading Channels
Error Control and performance Analysis of MIMO-OFDM Over Fading ChannelsIOSR Journals
 
PERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATION
PERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATIONPERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATION
PERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATIONTamilarasan N
 
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...Journal For Research
 
Performance analysis of negative group delay network using MIMO technique
Performance analysis of negative group delay network using MIMO techniquePerformance analysis of negative group delay network using MIMO technique
Performance analysis of negative group delay network using MIMO techniqueTELKOMNIKA JOURNAL
 
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...eSAT Journals
 
Ijarcet vol-2-issue-7-2374-2377
Ijarcet vol-2-issue-7-2374-2377Ijarcet vol-2-issue-7-2374-2377
Ijarcet vol-2-issue-7-2374-2377Editor IJARCET
 

Similar to BER Performance of MC-CDMA Using Walsh Code with MSK Modulation on AWGN and Rayleigh Channel (20)

Pulse Shaping FIR Filter for WCDMA
Pulse Shaping FIR Filter for WCDMAPulse Shaping FIR Filter for WCDMA
Pulse Shaping FIR Filter for WCDMA
 
Report
ReportReport
Report
 
Performance evaluation of 4-quadrature amplitude modulation over orthogonal ...
Performance evaluation of 4-quadrature amplitude modulation  over orthogonal ...Performance evaluation of 4-quadrature amplitude modulation  over orthogonal ...
Performance evaluation of 4-quadrature amplitude modulation over orthogonal ...
 
BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...
BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...
BER Performance of OFDM-QAM over AWGN and RICAIN Channels Using Error Correct...
 
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
A Potent MIMO–OFDM System Designed for Optimum BER and its Performance Anal...
 
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shapin...
 
PID1063629
PID1063629PID1063629
PID1063629
 
Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...
Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...
Comparative Performance Assessment of V-Blast Encoded 8×8 MIMO MC-CDMA Wirele...
 
COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...
COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...
COMPARATIVE PERFORMANCE ASSESSMENT OF V- BLAST ENCODED 8×8 MIMO MC-CDMA WIREL...
 
An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...
An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...
An investigation-on-efficient-spreading-codes-for-transmitter-based-technique...
 
Designing and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM SystemDesigning and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM System
 
Designing and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM SystemDesigning and Performance Evaluation of 64 QAM OFDM System
Designing and Performance Evaluation of 64 QAM OFDM System
 
Performance enhancement of audio transmission based on LMMSE method
Performance enhancement of audio transmission based on LMMSE methodPerformance enhancement of audio transmission based on LMMSE method
Performance enhancement of audio transmission based on LMMSE method
 
Error Control and performance Analysis of MIMO-OFDM Over Fading Channels
Error Control and performance Analysis of MIMO-OFDM Over Fading ChannelsError Control and performance Analysis of MIMO-OFDM Over Fading Channels
Error Control and performance Analysis of MIMO-OFDM Over Fading Channels
 
PERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATION
PERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATIONPERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATION
PERFORMANCE OF MIMO MC-CDMA SYSTEM WITH CHANNEL ESTIMATION AND MMSE EQUALIZATION
 
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
 
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...
 
Performance analysis of negative group delay network using MIMO technique
Performance analysis of negative group delay network using MIMO techniquePerformance analysis of negative group delay network using MIMO technique
Performance analysis of negative group delay network using MIMO technique
 
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
 
Ijarcet vol-2-issue-7-2374-2377
Ijarcet vol-2-issue-7-2374-2377Ijarcet vol-2-issue-7-2374-2377
Ijarcet vol-2-issue-7-2374-2377
 

Recently uploaded

DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...Suhani Kapoor
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130Suhani Kapoor
 
Call Girls In Mahipalpur O9654467111 Escorts Service
Call Girls In Mahipalpur O9654467111  Escorts ServiceCall Girls In Mahipalpur O9654467111  Escorts Service
Call Girls In Mahipalpur O9654467111 Escorts ServiceSapana Sha
 
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAmazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAbdelrhman abooda
 
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...ThinkInnovation
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改atducpo
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]📊 Markus Baersch
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceSapana Sha
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptxthyngster
 
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一fhwihughh
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一F sss
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一F La
 

Recently uploaded (20)

DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
 
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
VIP Call Girls Service Miyapur Hyderabad Call +91-8250192130
 
Call Girls In Mahipalpur O9654467111 Escorts Service
Call Girls In Mahipalpur O9654467111  Escorts ServiceCall Girls In Mahipalpur O9654467111  Escorts Service
Call Girls In Mahipalpur O9654467111 Escorts Service
 
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAmazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
 
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
Predictive Analysis - Using Insight-informed Data to Determine Factors Drivin...
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts Service
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
 
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
 
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
 

BER Performance of MC-CDMA Using Walsh Code with MSK Modulation on AWGN and Rayleigh Channel

  • 1. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3166 BER Performance of MC-CDMA Using Walsh Code with MSK Modulation on AWGN and Rayleigh Channel Manjinder Singh Karamjeet Kaur M.Tech, ECE Assistant Professor Ucoe, Department Ucoe, Department Punjabi University, Patiala Punjabi University, Patiala Abstract Multi-carrier code division multiple access (MC- CDMA) is method for high speed data rate communication. It skip the problem of inter symbol interference.MC-CDMA too provide spatial diversity, which mitigate the fading. The usage of MC-CDMA can significantly improve the performance of wireless communication system. This paper presents the simulation of MC-CDMA system performance with MSK modulation over AWGN channel and Rayleigh channel. It also represents the BER performance of MC-CDMA system when it has users 2, 4, 16, 32 and 64 for both AWGN and Rayleigh channel. The SNR value between 0dB and 20dB the BER value showed an effect of AWGN and Rayleigh fading channel on the MC- CDMA system. Also the comparison of MC-CDMA BER performance over MSK modulation and BPSK modulation techniques show that minimum BER obtained with MSK modulation technique for both AWGN and Rayleigh channel. Keywords—MC-CDMA, MSK modulation, Rayleigh channel, AWGN, Walsh code and BER Performance. I. Introduction Wireless communication is the convey of information over a distance without the utilize of electrical conductors or "wires". The continued increase of data, video and voice communication over the Internet, so that the mobile telephony large potential for mobile multimedia system [1]. Due to normal growth of multimedia communication, the sender require elevated data rate communication systems in wireless communication To provide the requirements new technologies 4G is residential in which the Code Division Multiple Access and Orthogonal Frequency Division Multiplexing (OFDM) are new communication systems. MC- CDMA be customized method for elevated speed data rate communication system [2]. A.MC-CDMA MC-CDMA is a new inflection method which uses multi-user broadcast of Direct Sequence CDMA signals [8]. MC-CDMA is grouping of Orthogonal Frequency Division Multiplexing (OFDM), a multicarrier modulation, and Code Division Multiple Access (CDMA), a increase spectrum technique .Orthogonal Frequency Division Multiplexing (OFDM) is a multi carrier modulation, where a single data stream is transmit over a number of subcarriers. So that using a great number of sub-carriers, a high sound immunity against multipath can be provide so that the symbol duration Ts on each stream will be added large than the channel time dispersion This result the effects of ISI will exist minimized [3]. II.THE SYSTEM MODEL A.MCCDMA Transmitter Model MC-CDMA transmitter is comparable to OFDM transmitter with very small difference. In OFDM many different symbols are transmit by subcarriers but in MC-CDMA similar symbol is transmitted by different subcarriers. The clarification of the above notion is clearly shown in figure1.The input data rate symbols are transformed toward parallel streams. Then each parallel stream is spread using dispersion code like Walsh, Hadamard etc [2]. Figure1.MC-CDMATransmitter S/P Code Matrix C I-FFT P/S N N N B A
  • 2. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3167 In this figure, the major difference between MC- CDMA & OFDM is that the MC-CDMA system transmits the similar symbol in analogous through quite a few subcarriers whereas the OFDM system transmits dissimilar code of the user in the frequency domain. The input data flow is multiplied by the spreading code. The users are divided by different codes. All data analogous to the sum number of sub carriers are modulated inside baseband by an inverse Fast Fourier transform (IFFT) and distorted back into serial data. Then, a cyclic prefix be insert between the symbols which is a replicate of the end of the symbols at start to battle the inter-symbol interference (ISI) and the inter-carrier interference (ICI) And consequently the cyclic prefix length is selected such that it is better than the delay increase of the channel. In MC-CDMA transmission, it is necessary to have frequency non selective fading above each sub carrier. Therefore, if the unique symbol rate be elevated enough to become topic to frequency selective loss the input data contain to be serial to parallel (SIP) converted into parallel data sequences [2]. B.MC-CDMA Receiver model In MC-CDMA, following improvement of the sub carriers, signals on the output of the FFT have to be “unspread” by apply the inverse code matrix. We openly introduce the FFT, the inverse code matrix C- 1 , and a general weigh matrix W. While the FFT and C-1 are non-adaptive and can be implement efficiently using typical butterfly topologies.The received signal is first down converted. After that the cyclic prefix is uninvolved and the residual samples are serial to parallel converted to get the m-subcarriers components .The m-subcarriers are first demodulated by a fast Fourier transform (FFT)[2]. d(t) d(t) d Figure 2.MCCDMA Receiver III.WALSH CODE Walsh code are make from the Hadamard matrix which is a square matrix in which every row in the matrix is orthogonal to all rows, and every column in the matrix is orthogonal to all columns. The Hadamard matrix Hn is generate by start with zero matrix and functional the Hadamard transform successively. Every column or row in the Hadamard matrix correspond to a Walsh code series of length n[6]. The Hadamard transform is defined as Hn = [0] H2n= H2 = The Walsh code index is as shown in table below: u2u1u0 Walsh code 000 00000000 001 01010101 010 00110011 011 01100110 100 00001111 101 01011010 110 00111100 111 01101001 Table 1.Index for Walsh code of length 8 IV MSK Modulation Minimum Shift Keying (MSK) is a type of continuous-phase frequency-shift key that is used in a amount of applications. MSK is also identified as continuous phase modulation (CPM). The continuous phase modulation minimize BW consumption by eliminating phase discontinuities. The MSK signal is defined as: Hn Hn Hn nH 0 0 0 1 S/P FFT P/S N N Y I-CODE MATRIX Cr(t)
  • 3. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3168 S(t) = d(t) cos (πt/2T) cos 2πft + d(t) sin (πt/2T) sin 2πft. The MSK modulation makes the phase change linear and limited to ± (p/2) over a bit time T. This enable MSK toward give a significant development more than QPSK. Because of the result of the linear phase adjust the power spectral density has short side lobes so as to help to control adjacent-channel nosiness but the main lobe become wider than the quadrature shift key. In MSK baseband signal which is to multiply the carrier is a smooth signal. The spectrum of MSK has a much wider main loop as compare to other modulation system. V. SYSTEM CHANNEL A.AWGN Channel The simplest channel environment is Additive- White-Gaussian-Noise (AWGN) channel. The white noise can come from the thermal noise for each receive antenna. The signal from the mth transmit antenna to the nth receive antenna experiences propagation loss in the wireless channel. Additive white Gaussian noise (AWGN) is the commonly used to transmit signal while signals travel from the channel and simulate background noise of channel. The arithmetical appearance inside received signal is r(t) = s(t) + n(t) where s(t) is transmitted signal and n(t) is background noise. B.Rayleigh Channel The delays associated with different signal paths in a multipath fading channel change in an unpredictable manner and can only be characterized statistically. while present are a large sum of paths, the central bound theorem can be useful to mold the time-variant impulse response of the channel as a complex-valued Gaussian chance process. When the impulse reaction is model as a zero mean complex-valued Gaussian course the channel be supposed toward be a Rayleigh loss channel. The Rayleigh fading is primarily caused via multipath response Rayleigh fading is a numerical model intended for the effect of a propagation environment on a radio signal. The Rayleigh distribution is frequently used to model multipath fading with no direct line-of-sight (LOS) path [7]. VI.SYSTEM MODEL & RESULTS Figure 3:MC-CDMA System using walsh code with MSK Modulation The MC-CDMA is simulated and analysis using Matlab Software. The MC-CDMA was simulated on an Rayleigh multipath fading and Additive White Gaussian Noise (AWGN) channe for show the effect of both channel on BER performance of MC-CDMA with respect to SNR(signal to noise ratio) [12]. A.BER Performance of MC-CDMA on AWGN Channel The Effect of AWGN channel on MC-CDMA system having two and four users which are sending 10^4 bits on the channel. The users data were spread using 4-bit Walsh code and modulated by Minimum Shift Keying modulation. Figure4:MC-CDMAon AWGN for 2,4 users The simulation shows that in figure 4.The signal to noise ratio values for 2 user more than 10dB reduced
  • 4. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3169 the effect of the additive white Gaussian noise channel.Bit error rate for 4 users is more than 2 users. MC-CDMA Performance effected on AWGN channel which have 4 users and 16 users each user has 10^4 bits on the channel. The users data were spread using 16-bit Walsh code and modulated using Minimum Shift Keying modulation Shift Keying modulation. Figure 5:MC-CDMA on AWGN for 4,16 users The simulation result shows that in figure 5. The Result indicates that the bit error rate is directly vary with the number of users, therefore increasing the number of users more affects the BER.Bit error rate for 16 users is more than 4 users. MC-CDMA Performance effected on AWGN channel which have 4 users,16 users, 32 users, each user has 10^4 bits on the channel. The data were spread using 32,64 bit Walsh code and modulated, using Minimum Shift Keying modulation. Figure 6:MC-CDMA on AWGN for 4,16,32 64 users The simulation result indicates that the bit error rate is direct vary with the number of users.In figure 6 BER of 64 user shows in black colour is maximum. BER of 32 user is lower than 64 users but higher than 16 and 4 users. B.BER Performance of MC-CDMA System on Rayleigh and AWGN Channel when Rayleigh fading is added to AWGN the channel and simulation result show the behavior of fading on the BER of MC-CDMA system.MC- CDMA Performance effected on AWGN and Rayleigh channel which have two user,four users every user sends ten thousand bits on both the channel. The data were spread using 4-bit Walsh code and modulated using Minimum Shift Keying modulation. For user 2 the simulation result shows that bit error rate is higher compare to user 4 and starts to decrease from SNR= -1dB to 6dB. Figure 7 :MC-CDMA on AWGN and Rayleigh for 2,4 users In figure 7 simulation result shows that bit error rate of 4 user higher compare to user 2 and starts to decrease from SNR= -1dB to 6dB. MC-CDMA Performance effected on AWGN and Rayleigh channel which have four user,16 users each user sends ten thousand bits on both the channel. The data were spread using 16-bit Walsh code and modulated using Minimum Shift Keying modulation. It is clear that the BER is higher at the minimum SNR and then starts to decrease.
  • 5. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3170 Figure 8: MC-CDMA on AWGN and Rayleigh for 4,16,32,64 users In figure 8 Results show that BERs at SNR=-1db for 4 users are higher compared to 16 users, and then also starts to decrease until SNR to 6db. BER Performance of MC-CDMA system has 32 users sending data on Rayleigh fading and AWGN channel. Every user sends and receives 10^4 bits with 32, 64 bit Walsh code and MSK modulation. Figure 9:MC-CDMA on AWGN and Rayleigh for 4,16,32,64 users The BER simulation plot is shown in Figure 9., where at SNR = -1dB all users show high value of BER and then starts to decrease . BER of 64 users is higher than 32 users and continually decrease until SNR =6db. C. Comparison Results of MC-CDMA With BPSK and MSK Modulation on AWGN Channel The Effect of AWGN channel on MC-CDMA system having 2 user,4 users,16 users,32 users and 64 users sending 10^4 bits on the channel. The data were spread using Walsh code and modulated by Minimum Shift Keying and BPSK Modulation. Figure 10 :BER VS Eb/No on AWGN For 2,4,16,32,64 users Comparison graphs show that BER Of MC-CDMA using Walsh code with MSK Modulation technique is reduced as compare to BER Of MC-CDMA With BPSK Modulation on AWGN channel.So that MSK Modulation is much better than BPSK modulation. Table 2:Channel Type = AWGN (Bit Error Rate VS SNR ) Comparison Table 2 show that Bit Error Rate using the MSK modulation is found to be quite efficient than using the BPSK modulation technique .so that MC-CDMA Performance is better with MSK Modulation rather BPSK Modulation technique. Because BER of MC-CDMA is reduced with MSK modulation. M TYPE USER 2 USER 4 USER 16 USER 32 USER 64 BPSK .92 .103 .85 .88 .88 MSK .10 .101 .81 .83 .87
  • 6. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3171 D. Comparison Results of MC-CDMA With BPSK and MSK Modulation on AWGN and Rayleigh Channel Effect of AWGN and Rayleigh channel on MC- CDMA system having 2 user,4 users,16 users,32 users and 64 users sending 10^4 bits on the channel. The data were spread using Walsh code and modulated by Minimum Shift Keying and BPSK Modulation on AWGN and Rayleigh Fading Channel. Figure 11 :BER VS Eb/No on AWGN and Rayleigh Channel for 2,4,16,32,64 users Comparison graphs show that BER Of MC-CDMA using Walsh code with MSK Modulation technique is reduced as compare to BER Of MC-CDMA With BPSK Modulation on AWGN and RAYLEIGH channel.So that MSK Modulation is much better than BPSK modulation in BER Performance of MC- CDMA on AWGN and Rayleigh Fading channel. Table 3:Channel Type = AWGN & Rayleigh (Bit Error Rate VS SNR ) Comparison Table 3 show that Bit Error Rate of MC-CDMA using the MSK modulation on AWGN and Rayleigh channel is found to be much better than using the BPSK modulation technique . We have implemented the results on 2 users, 4 users,16 users ,32 users and 64 users. BER Performance of MC-CDMA using MSK is more decrease for 4 users , 16 user. Bit error rate of MC- CDMA for 2 user, 32user and 64 user also decrease by using MSK than BER of MC-CDMA using BPSK modulation technique . VII CONCLUSION This paper has presented and showed that BER Performance of MC-CDMA using walse code with MSK modulation on AWGN and Rayleigh Fading channel.Walsh code sequences have the advantage to be orthogonal, because under a perfect synchronization, the rid of any multi-access interference is certainly obtained. The BER of MC-CDMA with MSK modulation on AWGN channel show that BER is directly vary with number of users .But BER is decrease with MSK modulation as compare BPSK modulation. The BER of MC-CDMA with MSK modulation shows that when, Rayleigh fading was added to the AWGN channel the variation in bit error rate with fading in addition to the number of users. But BER is decrease with MSK modulation as compare BPSK modulation on AWGN and Rayleigh channel. When compare the BER of MC-CDMA using MSK modulation with BPSK modulation, the result show that BER is more decrease for 2, 4,16,32,64 users on the AWGN channel.BER of MC-CDMA with MSK is also decrease for 2,4,16,32,64 users on AWGN and Rayleigh fading channel.so that MSK modulation is quite efficient for BER of MC-CDMA rather than BPSK on both AWGN and Rayleigh channel. VIII REFERENCES [1] S.Sivanesskumar, R.Sukanesh, “Performance Analysis of Multi-Carrier Code Division Multiple Access System under Clipping Noise,” [2] A. Sharmila and Srigitha S. Nath“Performance of MIMO Multi-Carrier CDMA with BPSK Modulation in Rayleigh Channel” International Conference on Computing and Control Engineering (ICCCE 2012), 12 & 13 April, 2012. M TYPE USER 2 USER 4 USER 16 USER 32 USER 64 BPSK .15 .43 .45 .35 .39 MSK .12 .18 .19 .21 .25
  • 7. International Journal of Engineering Trends and Technology (IJETT) - Volume4 Issue7- July 2013 ISSN: 2231-5381 http://www.ijettjournal.org Page 3172 [3] Poonam Singh R. V. Raja Kumar T. S. Lamba“Performance analysis of MC-CDMA System in Multipath fading channel ”IEEE,May 2006 . [5] Dinan, E.H.; Jabbari, B., "Spreading Codes forDirect Sequence CDMA and Wideband CDMA Cellular Networks," IEEE Communications Magazine, Vol. 36 Issue 9, pp.5-54, September 1998. [6] Mosa Ali Abu-Rgheff, "Introduction to CDMA Wireless Communications," Elsevier Ltd., 2007, pp. 222-223. [7] Marvin K. Simon, Mohamed-Slim Alouini, "Digital Communication over Fading Channels ," John Wiley & Sons, Inc., 2000, pp.18-20. [8] V.Jagannaveen,K.MuraliKrishna , K.RajaRajeswari “performance analysis of MC- CDMA and OFDM in wireless rayleigh channel”International Journal of Advanced Science and Technology Vol. 25, December, 2010. [9] N.Kumaratharan, P.Dananjayan, and M.Padmavathy, " Performance Improvement Of Mc- Cdma System Through Dstbc Site Diversity," Journal of Theoretical and Applied Information Technology, pp.1075-1082, 2008. [10] K. Fazel, S. Kaiser, "Multi-Carrier and Spread Spectrum Systems From OFDM and MC-CDMA to LTE and WiMAX," John Wiley & Sons Ltd.,2008, pp.55-59. [11] M.F.L.Abdullah, M.F. Ghanim," An Overview of CDMA Techniques for Mobile Communications," Medwell Journals Vol. 5, Issue 1, pp.16- 24, 2011. [12] Dr. K.V Sambasiva Rao, A. Sudhir Babu” Evaluation of BER for AWGN, Rayleigh and Rician Fading Channels under Various Modulation Schemes”international generalVolume 26– No.9, July 2011