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Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications
(IJERA) ISSN: 2248-9622 www.ijera.com
Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565
2562 | P a g e
Performance Analysis of MIMO Multi-Carrier CDMA with
QPSK Modulation in Rayleigh Channel
Karmjeet Singh*, Rajbir Kaur**
*(Student University college of Engg, Punjabi University Patiala
** (Assist. Professor University college of Engg, Punjabi University Patiala
ABSTRACT
MC-CDMA(Multi Carrier Code Division
Multiple Access) plays an important role in modern
wireless communications. Modern communication
required an efficient spectrum usage and capacity
and throughput.MC-CDMA provided the solution of
these problems. MIMO refers to links with multiple
antennas at the transmitter and receiver side.
CDMA systems combined with multiple antennas is
a promising technique, beyond 3G and 4G wireless
communications. MIMO provides spatial diversity,
which mitigates the fading. The usage of multiple
antennas can significantly improve the performance
of wireless communication system. This work also
derives simulation through MATLAB of average bit
error rate verses bit energy to noise ratio of
multicarrier code division multiple access over
Rayleigh channel using QPSK modulation additive
white Gaussian noise.
Keywords – MC-CDMA, QPSK Modulation,
Rayleigh Channel, AWGN, BER.
I. INTRODUCTION
Wireless communications is an emerging
field, which has seen enormous growth in the last
several years. The growth of video, voice and data
communication over the Internet, and the equally
rapid pervasion of mobile telephony, justifies
expectations for mobile multimedia. Due to this
growth of multimedia communication, the users
demanded high date rate communication systems in
wireless environment where the spectral resource is
scarce. To fulfill the requirements new technologies
like Code Division Multiple Access and Orthogonal
Frequency Division Multiplexing (OFDM) are few
promising systems for the 4G communication
standards. Unique codes are used distinguish
different users using same frequency band is the
basic idea behind CDMA. This led to an achievement
of soft capacity with limitation self-interference and
Multiple User Interference (MUI). Thus the channel
characteristics and spreading code characteristics
which are responsible for the above interference
should be taken care to increase the capacity[1].
II. MULTI-CARRIER CDMA
OVERVIEW
III.
2.1. Multi-carrier CDMA (MC-CDMA)
Two main variations of the MC spread
spectrum systems are the MC-CDMA (frequency
domain spreading) and MC direct sequence CDMA
(MC-DS-CDMA) (time domain spreading). One way
of looking at MC-CDMA is as a combination of
CDMA and OFDM, resulting in better frequency
diversity and higher data rates. In MC-CDMA, each
symbol is spread using code chips and transmitted on
several subcarriers. There is no necessity for the
number of carriers to be equal to the code length;
thus offering a degree of flexibility in our
design.MC-DS-CDMA differs in the fact that the
data is spread in time domain rather than in
frequency; with each sub channel representing a
regular DS-CDMA system. The principle of
MCCDMA is that a single data symbol is transmitted
over independent subcarriers. The eminent advantage
of MC-CDMA is the increase in bandwidth
efficiency; the reason being the multiple access made
possible through proper systems design using
orthogonal codes[2-3].
2.2. Need for MCCDMA
MC-CDMA takes advantage of both OFDM
and CDMA and makes an effective efficient
transmission system by spreading the input data
symbols with spreading codes in frequency domain.
It uses a number of narrowband orthogonal
subcarriers with symbol duration longer than the
delay spread. This makes it unlikely for all the
subcarriers to be affected by the same deep fades of
the channel at the same time thereby performance
increases. During transmission becomes easier with
longer symbol durations. As the number of paths
increases the performance of the two systems
improves at first due to diversity, then, it starts to
deteriorate due to the increased interference from
large number of paths of all users. In general, there is
an optimum number of paths that depends on the
system used and the number of users. As the number
of users increases, interference from all users through
all paths increases. Therefore, the optimum number
of paths decreases[3]
IV. MC-CDMA BLOCK DIAGRAM
In this section we describe the transmitter
and receiver model of MC-CDMSA system. Here
symbols are modulated on many subcarriers to
introduce frequency diversity instead of using only
Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications
(IJERA) ISSN: 2248-9622 www.ijera.com
Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565
2563 | P a g e
one carrier like CDMA. Thus MC-CDMA is robust
against deep frequency selective fading compared to
DS-CDMA[2].Each user data is first spread using a
given high rate spreading code in frequency domain.
A fraction of the symbol corresponding to a chip of
the spreading code is transmitted through different
subcarriers[4].
3.1. MCCDMA Transmitter Model
MC-CDMA transmitter is similar to OFDM
transmitter with small difference. In OFDM many
different symbols are transmitted by subcarriers but
in MC-CDMA same symbol is transmitted by
different subcarriers. The explanation of the above
concept is clearly shown in figure1.The input data
rate symbols are converted to parallel streams. Then
each parallel stream is spread using spreading codes
like Walsh, Hadamard etc.
Figure 1. MCCDMA Transmitter
The OFDM system associated with the
CDMA system converts the symbols to time domain
samples by Inverse Fast Fourier Transform (IFFT)
and assigns a subcarrier for each symbol. Then the
subcarriers are multiplexed to form as a serial stream.
Before the transmission the serial stream is converted
to blocks and each block is separated by a guard
frame. The guard frame is usually a zero symbols or
known symbols. In OFDM the guard symbols are
cyclic prefix of the block where a part of the symbols
belonging to a block is appended which has various
advantages.
In this figure, the main difference between
MCCDMA &OFDM is that the MC-CDMA scheme
transmits the same symbol in parallel through several
subcarriers whereas the OFDM scheme transmits
different code of the user in the frequency domain.
The input data stream is multiplied by the spreading
code .The users are separated by different codes. All
data corresponding to the total number of sub carriers
are modulated in baseband by an inverse fast Fourier
transform (IFFT) and converted back into serial data.
Then, a cyclic prefix is inserted between the symbols
which is a repeat of the end of the symbols at
beginning, to combat the inter-symbol interference
(ISI) and the inter-carrier interference (ICI) caused by
multipath fading. And hence the cyclic prefix length
is chosen such that it is greater than the delay spread
of the channel. In MC-CDMA transmission, it is
essential to have frequency non selective fading over
each sub carrier. Therefore, if the original symbol
rate is high enough to become subject to frequency
selective fading [5], the input data have to be serial to
parallel (SIP) converted into parallel data sequences
and each SIP output is multiplied with the spreading
code of length GMC .
In order to improve the performance of the
system, an appropriate approach for channel
estimation is, to use dedicated pilot symbols that are
periodically inserted in the transmission frame (in the
time domain) , also known as block-type pilot
channel estimation. The pilot tones can also be
inserted into each symbol (in the frequency domain)
with a given frequency spacing; this is known as
comb-type pilot the channel estimation[6,7].
3.2. MCCDMA Receiver model
The MCCDMA receiver configuration for
the jth user is shown in Figure 2. The received signal
is first down converted.
Figure 2. MCCDMA Receiver
Then, the cyclic prefix is removed and the remaining
samples are serial to parallel converted to obtain the
m-subcarriers components (corresponding to the ajp
data), where m = 1,2, ... , GMC The m-subcarriers are
first demodulated by a fast Fourier transform and
then multiplied by the gain qi to combine the received
signal energy scattered in the frequency domain
V. MIMO OVERVIEW
MIMO systems use multiple antennas at
both transmitter and receiver, so both transmit and
receive diversity are applied to mitigate fading
resulting from signal fluctuations through the
wireless channel. Based on the degree at which the
multiple data replicas are faded independently, the
system provides diversity gains representing the
difference in SNR at the output of the diversity
combiner compared to that of single branch diversity
at certain probability level. A MIMO system
consisting of N transmit antenna elements equal to
eight, and of M receive antenna elements equal to
two was modeled, accordingly diversity order of 16
Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications
(IJERA) ISSN: 2248-9622 www.ijera.com
Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565
2564 | P a g e
can be achieved. Combining the multiple versions of
the signals created by different diversity schemes is
needed for improving the performance. The paper
applies maximal ratio combining (MRC) technique
using maximum-likelihood (ML) decoder to combine
these M received signals to resonate on the most
likely transmitted signal. The sum of the received
SNRs form these M different paths is the effective
received SNR of the system with diversity M. The
receiver needs to demodulate all M receive signals in
case of MRC for a source with M independent signals
in the receive antennas[8-9].
VI. SIMULATION OF MCCDMA
Here we discuss BER for QPSK in a
Rayleigh multipath channel. In discussion on
Rayleigh channel, a circularly symmetric complex
Gaussian random variable is considered, which is of
the form, h = hre + jhim where, real and imaginary
parts are zero mean independent and identically
distributed (iid) Gaussian random variables with
mean 0 and variance ợ2
.The magnitude |h| which has
a probability density, p(h) = h/ợ2
e-(2h/ợ2 )
,h≥0 is called
a Rayleigh random variable. This model, called
Rayleigh fading channel model, is reasonable for an
environment where there are large number of
reflectors.
The received signal in Rayleigh fading
channel is of the form, y = hx+ n ,where ' y' is the
received symbol, h ' is complex scaling factor
corresponding to Rayleigh multipath channel, 'x' is
the transmitted symbol (taking values +1' s and -1'
s)and 'n' is the Additive White Gaussian Noise (A
WGN) Assumptions:
1) The channel is flat fading - means that the
multipath channel has only one tap. So, the
convolution operation reduces to a simple
multiplication.
2) The channel is randomly varying in time –
meaning each transmitted symbol gets multiplied
by a randomly varying complex number 'h' .
Since 'h' is modeling a Rayleigh channel, the real
and imaginary parts are Gaussian distributed
having mean 0 and variance 1/2.
3) The noise 'n' has the Gaussian probability density
function with p(n) = (1/ √ 2 πợ2
)e-(n-µ)2/2ợ2
,µ = 0
and ợ2
=N0/2 .
4) T he channel ' h ' is known at the receiver.
Equalization is performed at the receiver by
dividing the received symbol y by the h. ỳ= y/h=
(hx+n)/ h= x + ṅ, where, ṅ= n/h his the additive
noise scaled by the channel coefficient.
5.1 Bit Error Rate
BER computation in A WGN, the
probability of error for transmission of either + 1 or -
1 is computed by integrating the tail of the Gaussian
probability density function for a given value of bit
energy to noise ratio Eb/ No. The bit error rate is, Pb =
1/2 erfc(√( Eb/No )) .However in the presence of
channel „ h ' , the effective bit energy to noise ratio is
|h|(Eb/No). So the bit error probability for a given
value of „h' is,
Pb/h=1/2 erfc(√(|h|2
Eb/No ))=1/2erfc(√ᵞ) where
ᵞ =|h|2
(Eb/No)
To find the rror probability over all random values of
| h|2
, one must evaluate the conditional probability
density function Pb/h over the probability density
function of ᵞ. [10].
5.2 Simulation model
We performs the following procedure:-
Initially, we generate random QPSK modulated
symbols +1's and -l's, then we pass them through
AWGN channel after that we demodulate the
received symbol based on the location in the
constellation, then we count the number of errors
finally repeat the same for multiple Eb/No. Figure 3
shows the simulation model of the MC-CDMA
system
Figure 3. simulation model of MC-CDMA
Figure 4 shows the BER of 2 and 4 users using one
transmitting and one receiving. The result show that
2 users has less BER as compared to 4 users. The
result for another BER also calculated for different
transmitting antenna and receiving antenna. We noted
that multiple with more numbers of antennas has
better performances due to the antenna diversity.
Figure 4.BER of 2 users and 4 users. Using one
transmitting antenna and one receiving antenna.
Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications
(IJERA) ISSN: 2248-9622 www.ijera.com
Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565
2565 | P a g e
Figure 5.BER Using two transmitting antenna and
two receiving antenna.
Figure 6. BER. Using two transmitting antenna and
one receiving antenna.
Figure 7.BER. Using multiple transmitting antenna
and receiving antenna.
VII. CONCLUSION
In this paper we have tried to study and
implement the Multi- Carrier CDMA system using
and derive the BER Vs Eb/No performance for
MCCDMA communication system using variable
number of bits with QPSK modulation on Rayleigh
channel and Additive White Gaussian Noise.
Simulation of BER Vs Eb/No with QPSK modulation
shows that as BER performance decreases, the bit
energy to noise ratio, Eb / No increases. We noted that
multiple with more numbers of antennas has better
performances due to the antenna diversity. Here, in
MIMO MCCDMA signals received will never be
corrupted because copy of same signals are
transmitted over all subcarriers and error or
overlapping of signals will never take place because
of orthoganality property.
REFERENCES
[1] Hara , S., &Prasad, R.(l999). “Design &
perfonnance of MC-CDMA system in
frequency-selectivefading channels”. IEEE
Trans. On Veh.Tech.48,(5) 1584-1595
[2] Yee. N, Linnartz. J and Fettweis. G, “Multi-
carrier CDMA for indoor wireless radio
networks”, Proc. International Symposium
on PIMRC-93, 109-113,Sept 1993.
[3] DS-CDMA, MC-CDMA, MT-CDMA for
Mobile Multi-Media communication
Vehicular Technology Conference,1996.
“Mobile Technology for the Human Race”,
IEEE 46th.
[4] Lui, Hui (2000), “Signal processing
application in CDMA communication”
[5] Hara, Shinsuke and Prasad, Ramjee (1997),
“Overview of Multicarrier CDMA”,IEEE
Comm. Magazine, 35, 126
[6] Hsieh, M.-H. and Wei, C.-H. (1998),
“Channel estimation for OFDM systems
based on comb-type pilot arrangement in
frequency selective fading channels”, IEEE
Transactions on Consumer Electronics,
44,217
[7] Coleri, S., Ergen, M., Puri, A., and Bahai, A.
(2002), “A study of Channel estimation in
OFDM systems”, In 56thIEEE Vehicular
Technology
[8] A. Sharmila and Srigitha S. Nath,(2012)
“Performance of MIMO Multi-Carrier
CDMA with BPSK Modulation in Rayleigh
Channel”, ICCCE , 12 & 13 April, 2012.
[9] Maleki-Tehrani, A Hassibi, Cioffi, J.M,
"Adaptive Equalization of Multiple input
Multiple output (MIMO) frequency selective
channels", conference on Signals, Systems,
and Computers, 1999, Vol. 1, pp. 547-551.
[10 ] Pragya Pallavi, Pradipta Dutta,”Muti-Carrier
CDMA Overview with BPSK Modulation In
Rayleigh Channel”, IEEE, 2010

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Os3425622565

  • 1. Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565 2562 | P a g e Performance Analysis of MIMO Multi-Carrier CDMA with QPSK Modulation in Rayleigh Channel Karmjeet Singh*, Rajbir Kaur** *(Student University college of Engg, Punjabi University Patiala ** (Assist. Professor University college of Engg, Punjabi University Patiala ABSTRACT MC-CDMA(Multi Carrier Code Division Multiple Access) plays an important role in modern wireless communications. Modern communication required an efficient spectrum usage and capacity and throughput.MC-CDMA provided the solution of these problems. MIMO refers to links with multiple antennas at the transmitter and receiver side. CDMA systems combined with multiple antennas is a promising technique, beyond 3G and 4G wireless communications. MIMO provides spatial diversity, which mitigates the fading. The usage of multiple antennas can significantly improve the performance of wireless communication system. This work also derives simulation through MATLAB of average bit error rate verses bit energy to noise ratio of multicarrier code division multiple access over Rayleigh channel using QPSK modulation additive white Gaussian noise. Keywords – MC-CDMA, QPSK Modulation, Rayleigh Channel, AWGN, BER. I. INTRODUCTION Wireless communications is an emerging field, which has seen enormous growth in the last several years. The growth of video, voice and data communication over the Internet, and the equally rapid pervasion of mobile telephony, justifies expectations for mobile multimedia. Due to this growth of multimedia communication, the users demanded high date rate communication systems in wireless environment where the spectral resource is scarce. To fulfill the requirements new technologies like Code Division Multiple Access and Orthogonal Frequency Division Multiplexing (OFDM) are few promising systems for the 4G communication standards. Unique codes are used distinguish different users using same frequency band is the basic idea behind CDMA. This led to an achievement of soft capacity with limitation self-interference and Multiple User Interference (MUI). Thus the channel characteristics and spreading code characteristics which are responsible for the above interference should be taken care to increase the capacity[1]. II. MULTI-CARRIER CDMA OVERVIEW III. 2.1. Multi-carrier CDMA (MC-CDMA) Two main variations of the MC spread spectrum systems are the MC-CDMA (frequency domain spreading) and MC direct sequence CDMA (MC-DS-CDMA) (time domain spreading). One way of looking at MC-CDMA is as a combination of CDMA and OFDM, resulting in better frequency diversity and higher data rates. In MC-CDMA, each symbol is spread using code chips and transmitted on several subcarriers. There is no necessity for the number of carriers to be equal to the code length; thus offering a degree of flexibility in our design.MC-DS-CDMA differs in the fact that the data is spread in time domain rather than in frequency; with each sub channel representing a regular DS-CDMA system. The principle of MCCDMA is that a single data symbol is transmitted over independent subcarriers. The eminent advantage of MC-CDMA is the increase in bandwidth efficiency; the reason being the multiple access made possible through proper systems design using orthogonal codes[2-3]. 2.2. Need for MCCDMA MC-CDMA takes advantage of both OFDM and CDMA and makes an effective efficient transmission system by spreading the input data symbols with spreading codes in frequency domain. It uses a number of narrowband orthogonal subcarriers with symbol duration longer than the delay spread. This makes it unlikely for all the subcarriers to be affected by the same deep fades of the channel at the same time thereby performance increases. During transmission becomes easier with longer symbol durations. As the number of paths increases the performance of the two systems improves at first due to diversity, then, it starts to deteriorate due to the increased interference from large number of paths of all users. In general, there is an optimum number of paths that depends on the system used and the number of users. As the number of users increases, interference from all users through all paths increases. Therefore, the optimum number of paths decreases[3] IV. MC-CDMA BLOCK DIAGRAM In this section we describe the transmitter and receiver model of MC-CDMSA system. Here symbols are modulated on many subcarriers to introduce frequency diversity instead of using only
  • 2. Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565 2563 | P a g e one carrier like CDMA. Thus MC-CDMA is robust against deep frequency selective fading compared to DS-CDMA[2].Each user data is first spread using a given high rate spreading code in frequency domain. A fraction of the symbol corresponding to a chip of the spreading code is transmitted through different subcarriers[4]. 3.1. MCCDMA Transmitter Model MC-CDMA transmitter is similar to OFDM transmitter with small difference. In OFDM many different symbols are transmitted by subcarriers but in MC-CDMA same symbol is transmitted by different subcarriers. The explanation of the above concept is clearly shown in figure1.The input data rate symbols are converted to parallel streams. Then each parallel stream is spread using spreading codes like Walsh, Hadamard etc. Figure 1. MCCDMA Transmitter The OFDM system associated with the CDMA system converts the symbols to time domain samples by Inverse Fast Fourier Transform (IFFT) and assigns a subcarrier for each symbol. Then the subcarriers are multiplexed to form as a serial stream. Before the transmission the serial stream is converted to blocks and each block is separated by a guard frame. The guard frame is usually a zero symbols or known symbols. In OFDM the guard symbols are cyclic prefix of the block where a part of the symbols belonging to a block is appended which has various advantages. In this figure, the main difference between MCCDMA &OFDM is that the MC-CDMA scheme transmits the same symbol in parallel through several subcarriers whereas the OFDM scheme transmits different code of the user in the frequency domain. The input data stream is multiplied by the spreading code .The users are separated by different codes. All data corresponding to the total number of sub carriers are modulated in baseband by an inverse fast Fourier transform (IFFT) and converted back into serial data. Then, a cyclic prefix is inserted between the symbols which is a repeat of the end of the symbols at beginning, to combat the inter-symbol interference (ISI) and the inter-carrier interference (ICI) caused by multipath fading. And hence the cyclic prefix length is chosen such that it is greater than the delay spread of the channel. In MC-CDMA transmission, it is essential to have frequency non selective fading over each sub carrier. Therefore, if the original symbol rate is high enough to become subject to frequency selective fading [5], the input data have to be serial to parallel (SIP) converted into parallel data sequences and each SIP output is multiplied with the spreading code of length GMC . In order to improve the performance of the system, an appropriate approach for channel estimation is, to use dedicated pilot symbols that are periodically inserted in the transmission frame (in the time domain) , also known as block-type pilot channel estimation. The pilot tones can also be inserted into each symbol (in the frequency domain) with a given frequency spacing; this is known as comb-type pilot the channel estimation[6,7]. 3.2. MCCDMA Receiver model The MCCDMA receiver configuration for the jth user is shown in Figure 2. The received signal is first down converted. Figure 2. MCCDMA Receiver Then, the cyclic prefix is removed and the remaining samples are serial to parallel converted to obtain the m-subcarriers components (corresponding to the ajp data), where m = 1,2, ... , GMC The m-subcarriers are first demodulated by a fast Fourier transform and then multiplied by the gain qi to combine the received signal energy scattered in the frequency domain V. MIMO OVERVIEW MIMO systems use multiple antennas at both transmitter and receiver, so both transmit and receive diversity are applied to mitigate fading resulting from signal fluctuations through the wireless channel. Based on the degree at which the multiple data replicas are faded independently, the system provides diversity gains representing the difference in SNR at the output of the diversity combiner compared to that of single branch diversity at certain probability level. A MIMO system consisting of N transmit antenna elements equal to eight, and of M receive antenna elements equal to two was modeled, accordingly diversity order of 16
  • 3. Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565 2564 | P a g e can be achieved. Combining the multiple versions of the signals created by different diversity schemes is needed for improving the performance. The paper applies maximal ratio combining (MRC) technique using maximum-likelihood (ML) decoder to combine these M received signals to resonate on the most likely transmitted signal. The sum of the received SNRs form these M different paths is the effective received SNR of the system with diversity M. The receiver needs to demodulate all M receive signals in case of MRC for a source with M independent signals in the receive antennas[8-9]. VI. SIMULATION OF MCCDMA Here we discuss BER for QPSK in a Rayleigh multipath channel. In discussion on Rayleigh channel, a circularly symmetric complex Gaussian random variable is considered, which is of the form, h = hre + jhim where, real and imaginary parts are zero mean independent and identically distributed (iid) Gaussian random variables with mean 0 and variance ợ2 .The magnitude |h| which has a probability density, p(h) = h/ợ2 e-(2h/ợ2 ) ,h≥0 is called a Rayleigh random variable. This model, called Rayleigh fading channel model, is reasonable for an environment where there are large number of reflectors. The received signal in Rayleigh fading channel is of the form, y = hx+ n ,where ' y' is the received symbol, h ' is complex scaling factor corresponding to Rayleigh multipath channel, 'x' is the transmitted symbol (taking values +1' s and -1' s)and 'n' is the Additive White Gaussian Noise (A WGN) Assumptions: 1) The channel is flat fading - means that the multipath channel has only one tap. So, the convolution operation reduces to a simple multiplication. 2) The channel is randomly varying in time – meaning each transmitted symbol gets multiplied by a randomly varying complex number 'h' . Since 'h' is modeling a Rayleigh channel, the real and imaginary parts are Gaussian distributed having mean 0 and variance 1/2. 3) The noise 'n' has the Gaussian probability density function with p(n) = (1/ √ 2 πợ2 )e-(n-µ)2/2ợ2 ,µ = 0 and ợ2 =N0/2 . 4) T he channel ' h ' is known at the receiver. Equalization is performed at the receiver by dividing the received symbol y by the h. ỳ= y/h= (hx+n)/ h= x + ṅ, where, ṅ= n/h his the additive noise scaled by the channel coefficient. 5.1 Bit Error Rate BER computation in A WGN, the probability of error for transmission of either + 1 or - 1 is computed by integrating the tail of the Gaussian probability density function for a given value of bit energy to noise ratio Eb/ No. The bit error rate is, Pb = 1/2 erfc(√( Eb/No )) .However in the presence of channel „ h ' , the effective bit energy to noise ratio is |h|(Eb/No). So the bit error probability for a given value of „h' is, Pb/h=1/2 erfc(√(|h|2 Eb/No ))=1/2erfc(√ᵞ) where ᵞ =|h|2 (Eb/No) To find the rror probability over all random values of | h|2 , one must evaluate the conditional probability density function Pb/h over the probability density function of ᵞ. [10]. 5.2 Simulation model We performs the following procedure:- Initially, we generate random QPSK modulated symbols +1's and -l's, then we pass them through AWGN channel after that we demodulate the received symbol based on the location in the constellation, then we count the number of errors finally repeat the same for multiple Eb/No. Figure 3 shows the simulation model of the MC-CDMA system Figure 3. simulation model of MC-CDMA Figure 4 shows the BER of 2 and 4 users using one transmitting and one receiving. The result show that 2 users has less BER as compared to 4 users. The result for another BER also calculated for different transmitting antenna and receiving antenna. We noted that multiple with more numbers of antennas has better performances due to the antenna diversity. Figure 4.BER of 2 users and 4 users. Using one transmitting antenna and one receiving antenna.
  • 4. Karmjeet Singh, Rajbir Kaur / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 4, Jul-Aug 2013, pp.2562-2565 2565 | P a g e Figure 5.BER Using two transmitting antenna and two receiving antenna. Figure 6. BER. Using two transmitting antenna and one receiving antenna. Figure 7.BER. Using multiple transmitting antenna and receiving antenna. VII. CONCLUSION In this paper we have tried to study and implement the Multi- Carrier CDMA system using and derive the BER Vs Eb/No performance for MCCDMA communication system using variable number of bits with QPSK modulation on Rayleigh channel and Additive White Gaussian Noise. Simulation of BER Vs Eb/No with QPSK modulation shows that as BER performance decreases, the bit energy to noise ratio, Eb / No increases. We noted that multiple with more numbers of antennas has better performances due to the antenna diversity. Here, in MIMO MCCDMA signals received will never be corrupted because copy of same signals are transmitted over all subcarriers and error or overlapping of signals will never take place because of orthoganality property. REFERENCES [1] Hara , S., &Prasad, R.(l999). “Design & perfonnance of MC-CDMA system in frequency-selectivefading channels”. IEEE Trans. On Veh.Tech.48,(5) 1584-1595 [2] Yee. N, Linnartz. J and Fettweis. G, “Multi- carrier CDMA for indoor wireless radio networks”, Proc. International Symposium on PIMRC-93, 109-113,Sept 1993. [3] DS-CDMA, MC-CDMA, MT-CDMA for Mobile Multi-Media communication Vehicular Technology Conference,1996. “Mobile Technology for the Human Race”, IEEE 46th. [4] Lui, Hui (2000), “Signal processing application in CDMA communication” [5] Hara, Shinsuke and Prasad, Ramjee (1997), “Overview of Multicarrier CDMA”,IEEE Comm. Magazine, 35, 126 [6] Hsieh, M.-H. and Wei, C.-H. (1998), “Channel estimation for OFDM systems based on comb-type pilot arrangement in frequency selective fading channels”, IEEE Transactions on Consumer Electronics, 44,217 [7] Coleri, S., Ergen, M., Puri, A., and Bahai, A. (2002), “A study of Channel estimation in OFDM systems”, In 56thIEEE Vehicular Technology [8] A. Sharmila and Srigitha S. Nath,(2012) “Performance of MIMO Multi-Carrier CDMA with BPSK Modulation in Rayleigh Channel”, ICCCE , 12 & 13 April, 2012. [9] Maleki-Tehrani, A Hassibi, Cioffi, J.M, "Adaptive Equalization of Multiple input Multiple output (MIMO) frequency selective channels", conference on Signals, Systems, and Computers, 1999, Vol. 1, pp. 547-551. [10 ] Pragya Pallavi, Pradipta Dutta,”Muti-Carrier CDMA Overview with BPSK Modulation In Rayleigh Channel”, IEEE, 2010