SlideShare a Scribd company logo
IOSR Journal of Electronics and Communication Engineering (IOSR-JECE)
e-ISSN: 2278-2834,p- ISSN: 2278-8735.Volume 7, Issue 3 (Sep. - Oct. 2013), PP 61-66
www.iosrjournals.org
www.iosrjournals.org 61 | Page
Performance Comparison of Multi-Carrier CDMA Using
QPSK and BPSK Modulation
Karmjeet Singh1
, Er. Rajbir Kaur2
1
(Student University college of Engg, Punjabi University Patiala, India )
2
(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 and BPSK modulation additive
white Gaussian noise.
Keywords: AWGN,BER,MC-CDMA, QPSK Modulation, Rayleigh Channel.
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
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 [4].
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
www.iosrjournals.org 62 | Page
III. 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 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[5].
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.
Fig. 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 [6], 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.
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
www.iosrjournals.org 63 | Page
Fig. 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
IV. 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 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].
V. Simulation Of Mc-Cdma
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 (1) .
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.
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
www.iosrjournals.org 64 | Page
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 )) (2)
.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) (3)
where ᵞ =|h|2
(Eb/No). To find the error 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
Fig. 3. simulation model of MC-CDMA
We performs the following procedure: Initially we generate random QPSK modulated and BPSK modulation
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. Fig. 3 shows the simulation model of the MC-CDMA system. Fig. 4 shows the transmitted
signal. Fig. 5 shows the power level of the transmitting signal. And Fig. 6 shows the received signal.
Fig. 4 Transmitted signal
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
www.iosrjournals.org 65 | Page
Fig. 5 shows the power level of the transmitting signal
Fig. 7 shows the simulated result in term of BER using one transmitting antenna and one receiving antenna for
QPSK modulation and BPSK modulation technique. The result shows that QPSK modulation technique has
better result than QPSK modulation technique. Fig. 8 BER Using two transmitting antenna and two receiving
antenna for QPSK modulation technique. The result show that it has better result than one transmitting and
receiving antenna due antenna diversity.
Fig. 6 shows the received signal
Fig. 7 BER Using one transmitting antenna and one receiving antenna for QPSK and BPSK
Modulation technique.
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
www.iosrjournals.org 66 | Page
Fig 8 BER Using two transmitting antenna and two receiving antenna
VI. 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
and BPSK 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
orthogonality 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.

More Related Content

What's hot

COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...
COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...
COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...
pijans
 
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 )
rajasthan technical university kota
 
LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...
LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...
LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...
IJCNCJournal
 
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
A DDRESSING  T HE  M ULTICHANNEL S ELECTION , S CHEDULING  A ND C OORDINATION...A DDRESSING  T HE  M ULTICHANNEL S ELECTION , S CHEDULING  A ND C OORDINATION...
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
pijans
 
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
 
Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...
Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...
Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...
Amitesh Raikwar
 
V.karthikeyan published article1
V.karthikeyan published article1V.karthikeyan published article1
V.karthikeyan published article1
KARTHIKEYAN V
 
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
Tamilarasan N
 
Tlen 5510 Term Project
Tlen 5510 Term ProjectTlen 5510 Term Project
Tlen 5510 Term ProjectMithul Thanu
 
DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS
DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS
DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS
pijans
 
7 literature survey M.TECH ( PDF FILE )
7 literature survey M.TECH ( PDF FILE )7 literature survey M.TECH ( PDF FILE )
7 literature survey M.TECH ( PDF FILE )
rajasthan technical university kota
 
7 literature survey M.TECH ( M S WORD FILE )
7 literature survey M.TECH ( M S WORD FILE )7 literature survey M.TECH ( M S WORD FILE )
7 literature survey M.TECH ( M S WORD FILE )
rajasthan technical university kota
 
MIMO Features In WiMAX and LTE
MIMO Features In WiMAX and LTEMIMO Features In WiMAX and LTE
MIMO Features In WiMAX and LTE
Prav_Kalyan
 
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
Iaetsd Iaetsd
 
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
 
Report :- MIMO features In WiMAX and LTE: An Overview
Report :- MIMO features In WiMAX and LTE: An OverviewReport :- MIMO features In WiMAX and LTE: An Overview
Report :- MIMO features In WiMAX and LTE: An Overview
Prav_Kalyan
 

What's hot (19)

COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...
COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...
COMPARATIVE PERFORMANCE ASSESSMENT OF VBLAST ENCODED 8×8 MIMO MC-CDMA WIRELES...
 
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 )
 
LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...
LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...
LTE QOS DYNAMIC RESOURCE BLOCK ALLOCATION WITH POWER SOURCE LIMITATION AND QU...
 
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
A DDRESSING  T HE  M ULTICHANNEL S ELECTION , S CHEDULING  A ND C OORDINATION...A DDRESSING  T HE  M ULTICHANNEL S ELECTION , S CHEDULING  A ND C OORDINATION...
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
 
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)
 
Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...
Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...
Performance Improvement Interfering High-Bit-Rate W-CDMA Third-Generation Sma...
 
V.karthikeyan published article1
V.karthikeyan published article1V.karthikeyan published article1
V.karthikeyan published article1
 
Iv2415471554
Iv2415471554Iv2415471554
Iv2415471554
 
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
 
Tlen 5510 Term Project
Tlen 5510 Term ProjectTlen 5510 Term Project
Tlen 5510 Term Project
 
DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS
DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS
DESIGN OF A COMPACT CIRCULAR MICROSTRIP PATCH ANTENNA FOR WLAN APPLICATIONS
 
LTE
LTELTE
LTE
 
7 literature survey M.TECH ( PDF FILE )
7 literature survey M.TECH ( PDF FILE )7 literature survey M.TECH ( PDF FILE )
7 literature survey M.TECH ( PDF FILE )
 
7 literature survey M.TECH ( M S WORD FILE )
7 literature survey M.TECH ( M S WORD FILE )7 literature survey M.TECH ( M S WORD FILE )
7 literature survey M.TECH ( M S WORD FILE )
 
MIMO Features In WiMAX and LTE
MIMO Features In WiMAX and LTEMIMO Features In WiMAX and LTE
MIMO Features In WiMAX and LTE
 
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
 
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...
 
456 460
456 460456 460
456 460
 
Report :- MIMO features In WiMAX and LTE: An Overview
Report :- MIMO features In WiMAX and LTE: An OverviewReport :- MIMO features In WiMAX and LTE: An Overview
Report :- MIMO features In WiMAX and LTE: An Overview
 

Viewers also liked

On Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading Channels
On Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading ChannelsOn Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading Channels
On Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading Channels
CSCJournals
 
Performance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowcPerformance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowc
eSAT Journals
 
Hardware co simulation of bpsk and qpsk
Hardware co simulation of bpsk and qpskHardware co simulation of bpsk and qpsk
Hardware co simulation of bpsk and qpskIAEME Publication
 
Qpsk modulation for dsss cdma transmitter and receiver using fpga
Qpsk modulation for dsss cdma transmitter and receiver using fpgaQpsk modulation for dsss cdma transmitter and receiver using fpga
Qpsk modulation for dsss cdma transmitter and receiver using fpga
IAEME Publication
 
Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...
Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...
Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...
Sucharita Saha
 
Oqpsk
OqpskOqpsk
Phase Shift Keying & π/4 -Quadrature Phase Shift Keying
Phase Shift Keying & π/4 -Quadrature Phase Shift KeyingPhase Shift Keying & π/4 -Quadrature Phase Shift Keying
Phase Shift Keying & π/4 -Quadrature Phase Shift Keying
Naveen Jakhar, I.T.S
 
Hardware Implementation Of QPSK Modulator for Satellite Communications
Hardware Implementation Of QPSK Modulator for Satellite CommunicationsHardware Implementation Of QPSK Modulator for Satellite Communications
Hardware Implementation Of QPSK Modulator for Satellite Communications
pradeepps88
 
Digital modulation basics(nnm)
Digital modulation basics(nnm)Digital modulation basics(nnm)
Digital modulation basics(nnm)
nnmaurya
 
Evaluation of titanium in hydrochloric acid solutions containing corrosion in...
Evaluation of titanium in hydrochloric acid solutions containing corrosion in...Evaluation of titanium in hydrochloric acid solutions containing corrosion in...
Evaluation of titanium in hydrochloric acid solutions containing corrosion in...
IOSR Journals
 
D017111619
D017111619D017111619
D017111619
IOSR Journals
 
D1802051622
D1802051622D1802051622
D1802051622
IOSR Journals
 
B010620508
B010620508B010620508
B010620508
IOSR Journals
 
K017516167
K017516167K017516167
K017516167
IOSR Journals
 
O13030294101
O13030294101O13030294101
O13030294101
IOSR Journals
 
L017326972
L017326972L017326972
L017326972
IOSR Journals
 
I1302024147
I1302024147I1302024147
I1302024147
IOSR Journals
 

Viewers also liked (20)

Paper
PaperPaper
Paper
 
On Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading Channels
On Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading ChannelsOn Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading Channels
On Channel Estimation of OFDM-BPSK and -QPSK over Nakagami-m Fading Channels
 
Performance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowcPerformance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowc
 
Hardware co simulation of bpsk and qpsk
Hardware co simulation of bpsk and qpskHardware co simulation of bpsk and qpsk
Hardware co simulation of bpsk and qpsk
 
Qpsk modulation for dsss cdma transmitter and receiver using fpga
Qpsk modulation for dsss cdma transmitter and receiver using fpgaQpsk modulation for dsss cdma transmitter and receiver using fpga
Qpsk modulation for dsss cdma transmitter and receiver using fpga
 
Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...
Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...
Design And Simulation of Modulation Schemes used for FPGA Based Software Defi...
 
Qpsk
QpskQpsk
Qpsk
 
Oqpsk
OqpskOqpsk
Oqpsk
 
Advantages of qpsk
Advantages of qpskAdvantages of qpsk
Advantages of qpsk
 
Phase Shift Keying & π/4 -Quadrature Phase Shift Keying
Phase Shift Keying & π/4 -Quadrature Phase Shift KeyingPhase Shift Keying & π/4 -Quadrature Phase Shift Keying
Phase Shift Keying & π/4 -Quadrature Phase Shift Keying
 
Hardware Implementation Of QPSK Modulator for Satellite Communications
Hardware Implementation Of QPSK Modulator for Satellite CommunicationsHardware Implementation Of QPSK Modulator for Satellite Communications
Hardware Implementation Of QPSK Modulator for Satellite Communications
 
Digital modulation basics(nnm)
Digital modulation basics(nnm)Digital modulation basics(nnm)
Digital modulation basics(nnm)
 
Evaluation of titanium in hydrochloric acid solutions containing corrosion in...
Evaluation of titanium in hydrochloric acid solutions containing corrosion in...Evaluation of titanium in hydrochloric acid solutions containing corrosion in...
Evaluation of titanium in hydrochloric acid solutions containing corrosion in...
 
D017111619
D017111619D017111619
D017111619
 
D1802051622
D1802051622D1802051622
D1802051622
 
B010620508
B010620508B010620508
B010620508
 
K017516167
K017516167K017516167
K017516167
 
O13030294101
O13030294101O13030294101
O13030294101
 
L017326972
L017326972L017326972
L017326972
 
I1302024147
I1302024147I1302024147
I1302024147
 

Similar to Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation

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 )
rajasthan technical university kota
 
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 )
rajasthan technical university kota
 
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNELPERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
IJCSES Journal
 
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
 
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
 
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
 
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
IOSR Journals
 
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
 
Combination of iterative IA precoding and IBDFE based Equalizer for MC-CDMA
Combination of iterative IA precoding and IBDFE based Equalizer for MC-CDMACombination of iterative IA precoding and IBDFE based Equalizer for MC-CDMA
Combination of iterative IA precoding and IBDFE based Equalizer for MC-CDMA
Editor IJMTER
 
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
 
Iaetsd iterative mmse-pic detection algorithm for
Iaetsd iterative mmse-pic detection  algorithm forIaetsd iterative mmse-pic detection  algorithm for
Iaetsd iterative mmse-pic detection algorithm for
Iaetsd Iaetsd
 
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
 
E0532630
E0532630E0532630
E0532630
IOSR Journals
 
MIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNEL
MIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNELMIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNEL
MIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNEL
IJEEE
 
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
ijcnes
 
Improving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation networkImproving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation network
eSAT Journals
 
Improving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation networkImproving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation network
eSAT Publishing House
 
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
 
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
 

Similar to Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation (20)

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 )
 
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNELPERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
 
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...
 
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...
 
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...
 
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
 
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...
 
Combination of iterative IA precoding and IBDFE based Equalizer for MC-CDMA
Combination of iterative IA precoding and IBDFE based Equalizer for MC-CDMACombination of iterative IA precoding and IBDFE based Equalizer for MC-CDMA
Combination of iterative IA precoding and IBDFE based Equalizer for MC-CDMA
 
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...
 
Iaetsd iterative mmse-pic detection algorithm for
Iaetsd iterative mmse-pic detection  algorithm forIaetsd iterative mmse-pic detection  algorithm for
Iaetsd iterative mmse-pic detection algorithm for
 
Report
ReportReport
Report
 
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...
 
E0532630
E0532630E0532630
E0532630
 
MIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNEL
MIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNELMIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNEL
MIMO-OFDM SYSTEM IN RAYLEIGH FADDING CHANNEL
 
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
 
Improving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation networkImproving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation network
 
Improving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation networkImproving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation network
 
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...
 
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...
 

More from IOSR Journals

A011140104
A011140104A011140104
A011140104
IOSR Journals
 
M0111397100
M0111397100M0111397100
M0111397100
IOSR Journals
 
L011138596
L011138596L011138596
L011138596
IOSR Journals
 
K011138084
K011138084K011138084
K011138084
IOSR Journals
 
J011137479
J011137479J011137479
J011137479
IOSR Journals
 
I011136673
I011136673I011136673
I011136673
IOSR Journals
 
G011134454
G011134454G011134454
G011134454
IOSR Journals
 
H011135565
H011135565H011135565
H011135565
IOSR Journals
 
F011134043
F011134043F011134043
F011134043
IOSR Journals
 
E011133639
E011133639E011133639
E011133639
IOSR Journals
 
D011132635
D011132635D011132635
D011132635
IOSR Journals
 
C011131925
C011131925C011131925
C011131925
IOSR Journals
 
B011130918
B011130918B011130918
B011130918
IOSR Journals
 
A011130108
A011130108A011130108
A011130108
IOSR Journals
 
I011125160
I011125160I011125160
I011125160
IOSR Journals
 
H011124050
H011124050H011124050
H011124050
IOSR Journals
 
G011123539
G011123539G011123539
G011123539
IOSR Journals
 
F011123134
F011123134F011123134
F011123134
IOSR Journals
 
E011122530
E011122530E011122530
E011122530
IOSR Journals
 
D011121524
D011121524D011121524
D011121524
IOSR Journals
 

More from IOSR Journals (20)

A011140104
A011140104A011140104
A011140104
 
M0111397100
M0111397100M0111397100
M0111397100
 
L011138596
L011138596L011138596
L011138596
 
K011138084
K011138084K011138084
K011138084
 
J011137479
J011137479J011137479
J011137479
 
I011136673
I011136673I011136673
I011136673
 
G011134454
G011134454G011134454
G011134454
 
H011135565
H011135565H011135565
H011135565
 
F011134043
F011134043F011134043
F011134043
 
E011133639
E011133639E011133639
E011133639
 
D011132635
D011132635D011132635
D011132635
 
C011131925
C011131925C011131925
C011131925
 
B011130918
B011130918B011130918
B011130918
 
A011130108
A011130108A011130108
A011130108
 
I011125160
I011125160I011125160
I011125160
 
H011124050
H011124050H011124050
H011124050
 
G011123539
G011123539G011123539
G011123539
 
F011123134
F011123134F011123134
F011123134
 
E011122530
E011122530E011122530
E011122530
 
D011121524
D011121524D011121524
D011121524
 

Recently uploaded

Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
MdTanvirMahtab2
 
Vaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdfVaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdf
Kamal Acharya
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
gerogepatton
 
Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024
Massimo Talia
 
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
H.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdfH.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdf
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
MLILAB
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
TeeVichai
 
The role of big data in decision making.
The role of big data in decision making.The role of big data in decision making.
The role of big data in decision making.
ankuprajapati0525
 
Automobile Management System Project Report.pdf
Automobile Management System Project Report.pdfAutomobile Management System Project Report.pdf
Automobile Management System Project Report.pdf
Kamal Acharya
 
Quality defects in TMT Bars, Possible causes and Potential Solutions.
Quality defects in TMT Bars, Possible causes and Potential Solutions.Quality defects in TMT Bars, Possible causes and Potential Solutions.
Quality defects in TMT Bars, Possible causes and Potential Solutions.
PrashantGoswami42
 
MCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdfMCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdf
Osamah Alsalih
 
power quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptxpower quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptx
ViniHema
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
Jayaprasanna4
 
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
bakpo1
 
Democratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek AryaDemocratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek Arya
abh.arya
 
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSE
TECHNICAL TRAINING MANUAL   GENERAL FAMILIARIZATION COURSETECHNICAL TRAINING MANUAL   GENERAL FAMILIARIZATION COURSE
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSE
DuvanRamosGarzon1
 
LIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.pptLIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.ppt
ssuser9bd3ba
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
Neometrix_Engineering_Pvt_Ltd
 
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdfHybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
fxintegritypublishin
 
weather web application report.pdf
weather web application report.pdfweather web application report.pdf
weather web application report.pdf
Pratik Pawar
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Sreedhar Chowdam
 

Recently uploaded (20)

Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
 
Vaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdfVaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdf
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
 
Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024
 
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
H.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdfH.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdf
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
 
The role of big data in decision making.
The role of big data in decision making.The role of big data in decision making.
The role of big data in decision making.
 
Automobile Management System Project Report.pdf
Automobile Management System Project Report.pdfAutomobile Management System Project Report.pdf
Automobile Management System Project Report.pdf
 
Quality defects in TMT Bars, Possible causes and Potential Solutions.
Quality defects in TMT Bars, Possible causes and Potential Solutions.Quality defects in TMT Bars, Possible causes and Potential Solutions.
Quality defects in TMT Bars, Possible causes and Potential Solutions.
 
MCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdfMCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdf
 
power quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptxpower quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptx
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
 
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
 
Democratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek AryaDemocratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek Arya
 
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSE
TECHNICAL TRAINING MANUAL   GENERAL FAMILIARIZATION COURSETECHNICAL TRAINING MANUAL   GENERAL FAMILIARIZATION COURSE
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSE
 
LIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.pptLIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.ppt
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
 
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdfHybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
 
weather web application report.pdf
weather web application report.pdfweather web application report.pdf
weather web application report.pdf
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
 

Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation

  • 1. IOSR Journal of Electronics and Communication Engineering (IOSR-JECE) e-ISSN: 2278-2834,p- ISSN: 2278-8735.Volume 7, Issue 3 (Sep. - Oct. 2013), PP 61-66 www.iosrjournals.org www.iosrjournals.org 61 | Page Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation Karmjeet Singh1 , Er. Rajbir Kaur2 1 (Student University college of Engg, Punjabi University Patiala, India ) 2 (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 and BPSK modulation additive white Gaussian noise. Keywords: AWGN,BER,MC-CDMA, QPSK Modulation, Rayleigh Channel. 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 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 [4].
  • 2. Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation www.iosrjournals.org 62 | Page III. 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 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[5]. 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. Fig. 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 [6], 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.
  • 3. Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation www.iosrjournals.org 63 | Page Fig. 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 IV. 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 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]. V. Simulation Of Mc-Cdma 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 (1) . 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.
  • 4. Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation www.iosrjournals.org 64 | Page 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 )) (2) .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) (3) where ᵞ =|h|2 (Eb/No). To find the error 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 Fig. 3. simulation model of MC-CDMA We performs the following procedure: Initially we generate random QPSK modulated and BPSK modulation 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. Fig. 3 shows the simulation model of the MC-CDMA system. Fig. 4 shows the transmitted signal. Fig. 5 shows the power level of the transmitting signal. And Fig. 6 shows the received signal. Fig. 4 Transmitted signal
  • 5. Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation www.iosrjournals.org 65 | Page Fig. 5 shows the power level of the transmitting signal Fig. 7 shows the simulated result in term of BER using one transmitting antenna and one receiving antenna for QPSK modulation and BPSK modulation technique. The result shows that QPSK modulation technique has better result than QPSK modulation technique. Fig. 8 BER Using two transmitting antenna and two receiving antenna for QPSK modulation technique. The result show that it has better result than one transmitting and receiving antenna due antenna diversity. Fig. 6 shows the received signal Fig. 7 BER Using one transmitting antenna and one receiving antenna for QPSK and BPSK Modulation technique.
  • 6. Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation www.iosrjournals.org 66 | Page Fig 8 BER Using two transmitting antenna and two receiving antenna VI. 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 and BPSK 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 orthogonality 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.