SlideShare une entreprise Scribd logo
1  sur  6
Télécharger pour lire hors ligne
PERFORMANCE ANALYSIS OF MULTICARRIER DS-CDMA
SYSTEM USING BPSK MODULATION
Prof. P. Subbarao1
, Veeravalli Balaji2
,
1
MSc (Engg), FIETE, MISTE, Department of ECE, S.R.K.R Engineering College, A.P, India
2
B.Tech (M.Tech), Department of ECE, S.R.K.R Engineering College, Bhimavarm, A.P, India
Abstract
In this paper we apply a multicarrier signalling technique to a direct-sequence CDMA system, where a data
sequence multiplied by a spreading sequence modulates multiple carriers, rather than a single carrier. The
receiver provides a correlator for each carrier, and the outputs of the correlators are combined with a maximal-
ratio combiner. This type of signalling has the desirable properties of exhibiting a narrowband interference
suppression effect, along with robustness to fading, without requiring the use of either an explicit RAKE
structure or an interference suppression filter.We use band limited spreading waveforms to prevent self-
interference, and we evaluate system performance over a frequency selective Rayleigh channel in the presence
of partial band interference. There is no interference from the CDMA signals to the existing microwave systems.
Thus, there is no need for either a narrowband suppression filter at the receiver or a notch filter at the
transmitter. This paper specially analyses the BER performance under Rayleigh fading channel conditions of
multicarrier DS-CDMA in presence of AWGN (Additive White Gaussian Noise) using BPSK modulation for
different number of subcarrier, different number of users using MATLAB program
Keywords:CDMA, multicarrierDS-CDMA, AWGN, BER, Rayleigh fading channel
-----------------------------------------------------------***-----------------------------------------------------------
1.INTRODUCTION
Direct sequence spread spectrum (DS-SS)
techniques to multiple access communications [1].
This is partly due to its multiple access capability,
robustness against fading, and anti-interference
capability.
In direct sequence spread spectrum, the stream of
information to be transmitted is divided into small
pieces, each of which is allocated across to a
frequency channel across the spectrum. A data
signal at the point of transmission is combined with
a higher data-rate bit sequence (also known as a
chipping code) that divides the data according to a
spreading ratio. The redundant chipping code helps
the signal resist interference and also enables the
original data to be recovered if data bits are
damaged during transmission.
1.1 Multicarrier DS-CDMA
In this paper, we propose a multicarrier DS SS
system [2] [3] in which a data sequence multiplied
by a spreading sequence modulates M carriers,
rather than a single carrier. The receiver provides a
correlator for each carrier, and the outputs of the
correlators are combined with a maximal-ratio
combiner. This type of system has the following
advantages: First, a multicarrier DS SS system is
robust to multipath fading, second, a multicarrier
system has a narrowband interference suppression
effect and finally, a lower chip rate is required,
since, in a multicarrier DS system with M carriers,
the entire bandwidth of the system is divided into
M (not necessarily contiguous) equi-width
frequency bands, and thus each carrier frequency is
modulated by a spreading sequence with a chip
duration which is M times as long as that of a
single-carrier system. In other words, a multicarrier
system requires a lower speed, parallel-type of
signal processing, in contrast to a fast, serial-type
of signal processing in a single carrier RAKE
receiver [6]. This, in turn, might be helpful for use
with a low power consumption device.
In fact, multicarrier DS systems have already been
proposed, and these proposed techniques can be
categorized into two types, a combination of
orthogonal frequency division multiplexing
(OFDM) and CDMA or a parallel transmission
scheme[8] of narrowband DS waveforms in the
frequency domain. In the former system, a
spreading sequence is serial-to-parallel converted,
and each chip modulates a different carrier
frequency. This implies that the number of carriers
should be equal to the processing gain, and each
carrier conveys a narrowband waveform, rather
than a DS waveform. In other words, the resulting
signal has a PN coded structure in the frequency
51
INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY
INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT
ISBN: 378 - 26 - 138420 - 5
www.iaetsd.in
domain. In the latter system, the available
frequency spectrum is divided into M equi-width
frequency bands, where M is the number of
carriers, typically much less than the processing
gain, and each frequency band is used to transmit a
narrowband DS waveform. In fact, both systems
show a similar fading mitigation effect over a
frequency selective channel. However, the latter
system requires only M adaptive gain amplifiers in
the maximal ratio combiner, which may simplify
the receiver. The system described in this paper
belongs to the second group.
In a multicarrier system [9], carrier frequencies are
usually chosen to be orthogonal to each other, i.e.,
carrier frequencies satisfy the following condition:
0
cos( ) cos( ) 0, for .(1)
cT
i i j jt t dt i j       
Where cT is the chip duration, i and
j are, respectively, the i thand j th carrier
frequencies, and i and j are arbitrary carrier
phases, respectively. This is done so that a signal in
the j th frequency band does not cause interference
in the correlation receiver for the ith frequency
band. However, in an asynchronous CDMA system
[5], signals from other users are no longer
orthogonal to the desired signal, even if (1) is
satisfied. In addition, orthogonality might be lost
because of multipath propagation or Doppler
frequency shift even for a synchronous system.
This implies that co-channel interference [4] in one
frequency band causes interference not only at the
output of the correlator for that frequency band, but
also in the signals out of all the other correlators. In
this paper, we use band limited multicarrier DS
waveforms to minimize such unnecessary self-
interference, and so orthogonality among carriers is
not required. Also, this signalling scheme prevents
narrowband waveforms from causing interference
to all frequency bands
2. SYSTEM MODEL
In recent years, several wideband CDMA systems
have been proposed either to realize an overlay
system [5], where DS CDMA waveforms are
overlaid onto existing narrowband signals to
enhance the overall capacity, or to combat
multipath. A multicarrier system can be considered
as one realization of such a wideband DS system.
Fig 1. (a) PSD of Single Carrier (b) PSD of
Multicarrier DS waveform
Fig 1. (a) Shows a band limited single-carrier
wideband DS waveform in the frequency domain,
where the bandwidth, BW1, is given by
1
1
(1 )
c
BW
T
  ……..(2)
In (2), 0 1,  and T, is the chip duration of
the single carrier system. In a multicarrier system,
we divide BW1 into M equi-width frequency bands
as shown in Fig. l(b), where all bands are disjoint.
Then the bandwidth of each frequency band,
BWM, is given by
1
1
=(1+ )
M
C
BW
BW
M
MT


…….(3)
2.1 TRANSMITTER
The transmitter has input a random binary sequence
representing data, and pseudo-random spreading
signature sequences are given to multiplier. We
assume that there are N chips per symbol, and that
each user has a different signature sequence. The
sequence modulates an impulse train, where the
energy per chip is E,. After passing through a chip
wave-shaping filter, the signal out of the filter
modulates the multiple carrier signals and is
transmitted. Note that the transmitter and receiver
block diagrams for the proposed multicarrier
52
INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY
INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT
ISBN: 378 - 26 - 138420 - 5
www.iaetsd.in
system can be effectively implemented by using a
DFT technique
Fig 2. Block Diagram of transmitter
2.2 Pseudo-Noise Sequences:
PN sequences are periodic sequences that have a
noise like behaviour. They are generated using shift
registers, modulo-2 adders (XOR gates) and
feedback loops.
So far we haven't discussed what properties we
would want the spreading signal to have. This
depends on the type of system we want to
implement. Let's first consider a system where we
want to use spread spectrum to avoid jamming or
narrow band interference.
If we want the signal to overcome narrow band
interference, the spreading function needs to
behave like noise. Random binary sequences are
such functions. They have the following important
properties:
 Balanced: they have an equal number of
1's and 0's
 Single Peak auto-correlation function
In fact, the auto-correlation function of a random
binary sequence is a triangular waveform as in the
following figure, where TC is the period of one
chip:
Fig 3. Auto Correlation function
Hence the spectral density of such a waveform is a
sinc function squared, with first zeros at ± 1/TC
PN sequences are periodic sequences that have a
noise like behavior. They are generated using shift
registers, modulo-2 adders (XOR gates) and
feedback loops. The following diagram illustrates
this:
Fig 4. Generation of PN sequence
The maximum length of a PN sequence is
determined by the length of the register and the
configuration of the feedback network. An N bits
register can take up to 2N
different combinations of
zeros and ones. Since the feedback network
performs linear operations, if all the inputs (i.e. the
content of the flip-flops) are zero, the output of the
feedback network will also be zero. Therefore, the
all zero combination will always give zero output
for all subsequent clock cycles, so we do not
include it in the sequence. Thus, the maximum
length of any PN sequence is 2N
-1 and sequences of
that length are called Maximum-Length Sequences
or m-sequences.
Impulse Modulator: It is used to modulate the
impulse train coming from the multiplier, where the
energy per chip is E.
Wave shaping filter: This filter is used to modify
the shape of the waveform i.e., it is used to adjust
the energy levels of the waveform before the
sequence modulates the multiple carriers.
3. CHANNEL MODEL
3.1 RAYLEIGH CHANNEL MODEL
Rayleigh fading is a statistical model [9] for the
effect of a propagation environment on a radio
signal, such as that used by wireless devices.
Rayleigh fading models assume that the magnitude
of a signal that has passed through such a
transmission medium will vary randomly, or fade,
according to a Rayleigh distribution the radial
53
INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY
INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT
ISBN: 378 - 26 - 138420 - 5
www.iaetsd.in
component of the sum of two uncorrelated
Gaussian random variables. Rayleigh fading is
viewed as a reasonable model for tropospheric and
ionospheric signal propagation as well as the effect
of heavily built-up urban environments on radio
signals. Rayleigh fading is most applicable when
there is no dominant propagation along a line of
sight between the transmitter and receiver Rayleigh
fading is a reasonable model when there are many
objects in the environment that scatter the radio
signal before it arrives at the receiver, if there is
sufficiently much scatter, the channel impulse
response will be well modelled as a Gaussian
process irrespective of the distribution of the
individual components. If there is no dominant
component to the scatter, then such a process will
have zero mean and phase evenly distributed
between 0 and 2 radians. The envelope of the
channel response will therefore be Rayleigh
distributed.
3.2 AWGN CHANNEL MODEL
Additive White Gaussian Noise channel model [9]
as the name indicate Gaussian noise get directly
added with the signal and information signal get
converted into the noise in this model scattering
and fading of the information is not considered.
Additive white Gaussian noise (AWGN) is a
channel model in which the only impairment to
communication is a linear addition of wideband or
white noise with a constant spectral density
(expressed as watts per hertz of bandwidth) and a
Gaussian distribution of amplitude. The model does
not account for fading, frequency selectivity,
interference etc. However, it produces simple and
tractable mathematical models which are useful for
gaining insight into the underlying behaviour of a
system before these other phenomena are
considered.
3.3 RECEIVER:
Fig 5. Block Diagram of Receiver
Serial to parallel converter: At the transmitter
end N bits are sent simultaneously over N sub-
carriers. Each sub-carrier transmit different symbol
with spreading code in time-domain. In order
toseparate different symbol of each subscriber we
use this converter.
Maximal ratio combiner: Maximal Ratio
Combining is defined as all paths co-phased and
summed with optimal weighting to maximize
combiner output SNR MRC is the optimum linear
combining technique for coherent reception with
independent fading. Its main advantage is the
reduction of the probability of deep fades
Fig 6. Maximum ratio combiner
21
2
( ) ( )
( ) 1
f H f x t
H f df





…….. (4)
Also, we assume that )(
2
fH is band limited to W’,
where W’ is
'
1/ 2 ( ) / 2M i iW BW f f   ……..(6)
and if is the i th carrier frequency. This implies
that the DS waveforms do not overlap.
4. SIMULATION RESULTS
Bit error rate (BER) of a communication system is
defined as the ratio of number of error bits and total
number of bits transmitted during a specific period.
It is the likelihood that a single error bit will occur
within received bits, independent of rate of
transmission. There are many ways of reducing
BER. In our case, we have considered the most
commonly used channel: the Additive White
Gaussian Noise (AWGN) channel where the noise
gets spread over the whole spectrum of frequencies.
BER has been measured by comparing the
transmitted signal with the received signal and
54
INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY
INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT
ISBN: 378 - 26 - 138420 - 5
www.iaetsd.in
-50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
SNR, dB
BitErrorRate
BER for BPSK modulation with Spread Spectrum thechniques
User 1 of 4 users
One user system
-50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
SNR, dB
BitErrorRate
BER for BPSK modulation with Spread Spectrum thechniques
User 1 of 8 users
One user system
computing the error count over the total number of
bits. For any given BPSK modulation, the BER is
normally expressed in terms of signal to noise ratio
(SNR).
The figure shows simulated graph between BER
and SNR for 2 user system under Rayleigh fading
channel conditions of multicarrier DS-CDMA in
presence of AWGN (Additive White Gaussian
Noise) using BPSK modulation
Fig 7. BER for 2 users system and single user
system
Fig 8. BER for 4 user system and single user 2
system
Fig 9. BER for 8 user system and 6 user system
Fig 10. BER for 12 user system and 10 user System
Fig 11. BER for 14 user system and 3 user system
Computer simulations are done to simulate SNR vs.
BER performance of Multicarrier DS-CDMA for
different channel noise conditions
CONCLUSION
In this paper the performance of Multicarrier DS-
CDMA in AWGN channel and Rayleigh channel
Using BPSK modulation technique is considered. It
can be evident that as Eb/N0 increases the BER
decreases. BER vs. SNR graphs for different
number of users under Rayleigh Fading channel in
presence AWGN is plotted and analysed
successfully by using MATLAB programming.
FUTURE SCOPE:
Multicarrier DS-CDMA technology is more useful
for 3G and 4G mobile generations. There is a very
wide scope for future scholars to explore this area
of research in the field of Multicarrier DS-CDMA.
Further works can be carried out
-50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
SNR, dB
BitErrorRate
BER for BPSK modulation with Spread Spectrum thechniques
User 1 of 12 users
One user system
-50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
SNR, dB
BitErrorRate
BER for BPSK modulation with Spread Spectrum thechniques
User 1 of 14 users
One user system
-50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
SNR, dB
BitErrorRate
BER for BPSK modulation with Spread Spectrum thechniques
User 1 of 2 users
One user system
55
INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY
INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT
ISBN: 378 - 26 - 138420 - 5
www.iaetsd.in
1. To evaluate the effect of timing jitter in a MC
DS CDMA system in the presence of fading.
2. To evaluate the performance of MC DS CDMA
system with Rake receiver to overcome the effect
of fading.
3. To find the performance limitations due to non-
orthogonality among the subcarriers (due to
imperfect carrier synchronization).
4. To evaluate the performance improvement with
forward error correction coding like convolution
coding and Turbo coding etc.
REFERENCES
[1] G. L. Turin, “Introduction to spread-spectrum
antkultipath techniques and their application to
urban digital radio,” Proc. IEEE, vol. 68.
[2] R. E. Ziemer and R. L. Peterson, Digital
Communications and Spread Spectrum Systems.
New York Macmillan.
[3] R. L. Pickholtz, D. L. Schilling, and L. B.
Milstein, ‘Theory of spreadspectrum
communications-A tutorial,” IEEE Trans.
Commun., vol. COM-30, no. 5,.
[4]S. Kondo and L. B. Milstein, “Multicarrier
CDMA system with cochanne1 interference
cancellation,” in Proc. VTC ’94, Stockholm,
Sweden, pp. 164C-1644.
[5] “Multicarrier DS CDMA systems in the
presence of partial band interference,” in Proc.
MILCOM , Fort Monmouth, NJ.
[6] J.Proakis, Digital Communications, McGraw-
Hill
[7]R. E. Ziemer and R. L. Peterson, Digital
Communications and Spread Spectrum Systems,
Macmillan
[8] M. Schwartz, W. R. Bennet, and S. Stein,
Communication Systems and Techniques, McGraw-
Hill
[9] G. Brindha, “Performance Analysis Of Mc-
Cdma System Using Bpsk Modulation”,
International Journal Of Research In Engineering &
Technology (Ijret) Vol. 1, Issue 1, 45-52
56
INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY
INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT
ISBN: 378 - 26 - 138420 - 5
www.iaetsd.in

Contenu connexe

Tendances

Wierless networks ch3 (1)
Wierless networks ch3 (1)Wierless networks ch3 (1)
Wierless networks ch3 (1)
bheemsain
 
Common protocols
Common protocolsCommon protocols
Common protocols
Mr SMAK
 
Wdm passive components
Wdm passive componentsWdm passive components
Wdm passive components
Arun K Mohan
 

Tendances (19)

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 )
 
V.karthikeyan published article1
V.karthikeyan published article1V.karthikeyan published article1
V.karthikeyan published article1
 
dfsdfsdfIjett v4 i7p177
dfsdfsdfIjett v4 i7p177dfsdfsdfIjett v4 i7p177
dfsdfsdfIjett v4 i7p177
 
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK ModulationPerformance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
Performance Comparison of Multi-Carrier CDMA Using QPSK and BPSK Modulation
 
Bit Error rate of QAM
Bit Error rate of QAMBit Error rate of QAM
Bit Error rate of QAM
 
Multiple Access in wireless communication
Multiple Access in wireless communicationMultiple Access in wireless communication
Multiple Access in wireless communication
 
Wierless networks ch3 (1)
Wierless networks ch3 (1)Wierless networks ch3 (1)
Wierless networks ch3 (1)
 
Common protocols
Common protocolsCommon protocols
Common protocols
 
SPACE DIVISION MULTIPLE ACCESS (SDMA) SATELLITE COMMUNICATION
SPACE DIVISION MULTIPLE ACCESS (SDMA) SATELLITE COMMUNICATION  SPACE DIVISION MULTIPLE ACCESS (SDMA) SATELLITE COMMUNICATION
SPACE DIVISION MULTIPLE ACCESS (SDMA) SATELLITE COMMUNICATION
 
Ece mimo ppt
Ece mimo pptEce mimo ppt
Ece mimo ppt
 
Wdm passive components
Wdm passive componentsWdm passive components
Wdm passive components
 
Popular Interview Wireless Question with Answer
Popular Interview Wireless Question with AnswerPopular Interview Wireless Question with Answer
Popular Interview Wireless Question with Answer
 
Optical Channel Capacity of MIMO system
Optical Channel Capacity of MIMO systemOptical Channel Capacity of MIMO system
Optical Channel Capacity of MIMO system
 
Space Division Multiplexing
Space Division MultiplexingSpace Division Multiplexing
Space Division Multiplexing
 
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)
 
Multiplexing
MultiplexingMultiplexing
Multiplexing
 
B.I.T , MESRA [M.Tech] Assignment : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...
B.I.T , MESRA [M.Tech] Assignment  : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...B.I.T , MESRA [M.Tech] Assignment  : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...
B.I.T , MESRA [M.Tech] Assignment : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...
 
Unit 2
Unit 2Unit 2
Unit 2
 
Multiple access techniques for wireless communication
Multiple access techniques for wireless communicationMultiple access techniques for wireless communication
Multiple access techniques for wireless communication
 

En vedette

Iaetsd scalable mobile presence cloud with
Iaetsd scalable mobile presence cloud withIaetsd scalable mobile presence cloud with
Iaetsd scalable mobile presence cloud with
Iaetsd Iaetsd
 
3º lugar "O livro transforma-se no que quisermos!" Manuel - 2ºd
3º lugar   "O livro transforma-se no que quisermos!" Manuel - 2ºd3º lugar   "O livro transforma-se no que quisermos!" Manuel - 2ºd
3º lugar "O livro transforma-se no que quisermos!" Manuel - 2ºd
tecaromeugil
 
Resume Larissa Rowe 2015
Resume Larissa Rowe 2015Resume Larissa Rowe 2015
Resume Larissa Rowe 2015
Larissa Rowe
 
Iaetsd scalable and secure sharing of personal health
Iaetsd scalable and secure sharing of personal healthIaetsd scalable and secure sharing of personal health
Iaetsd scalable and secure sharing of personal health
Iaetsd Iaetsd
 
Iaetsd similarity search in information networks using
Iaetsd similarity search in information networks usingIaetsd similarity search in information networks using
Iaetsd similarity search in information networks using
Iaetsd Iaetsd
 
Azrul izwan bin mastor
Azrul izwan bin mastorAzrul izwan bin mastor
Azrul izwan bin mastor
shyh
 
1º lugar "O livro transforma-se no que quisermos! - Rita Valente - 2ºe
1º lugar  "O livro transforma-se no que quisermos! - Rita Valente - 2ºe1º lugar  "O livro transforma-se no que quisermos! - Rita Valente - 2ºe
1º lugar "O livro transforma-se no que quisermos! - Rita Valente - 2ºe
tecaromeugil
 
Segunda actividad macerando uvas
Segunda actividad macerando uvasSegunda actividad macerando uvas
Segunda actividad macerando uvas
Nahomy Alvarez
 

En vedette (13)

Caregivers guide to sanity
Caregivers guide to sanityCaregivers guide to sanity
Caregivers guide to sanity
 
Iaetsd scalable mobile presence cloud with
Iaetsd scalable mobile presence cloud withIaetsd scalable mobile presence cloud with
Iaetsd scalable mobile presence cloud with
 
Big Ideas Mark the Path from Strategy to Execution
Big Ideas Mark the Path from Strategy to ExecutionBig Ideas Mark the Path from Strategy to Execution
Big Ideas Mark the Path from Strategy to Execution
 
3º lugar "O livro transforma-se no que quisermos!" Manuel - 2ºd
3º lugar   "O livro transforma-se no que quisermos!" Manuel - 2ºd3º lugar   "O livro transforma-se no que quisermos!" Manuel - 2ºd
3º lugar "O livro transforma-se no que quisermos!" Manuel - 2ºd
 
Aqida from the ground up1
Aqida from the ground up1Aqida from the ground up1
Aqida from the ground up1
 
Resume Larissa Rowe 2015
Resume Larissa Rowe 2015Resume Larissa Rowe 2015
Resume Larissa Rowe 2015
 
Presentacion leonelis
Presentacion leonelisPresentacion leonelis
Presentacion leonelis
 
Iaetsd sinter coolers
Iaetsd sinter coolersIaetsd sinter coolers
Iaetsd sinter coolers
 
Iaetsd scalable and secure sharing of personal health
Iaetsd scalable and secure sharing of personal healthIaetsd scalable and secure sharing of personal health
Iaetsd scalable and secure sharing of personal health
 
Iaetsd similarity search in information networks using
Iaetsd similarity search in information networks usingIaetsd similarity search in information networks using
Iaetsd similarity search in information networks using
 
Azrul izwan bin mastor
Azrul izwan bin mastorAzrul izwan bin mastor
Azrul izwan bin mastor
 
1º lugar "O livro transforma-se no que quisermos! - Rita Valente - 2ºe
1º lugar  "O livro transforma-se no que quisermos! - Rita Valente - 2ºe1º lugar  "O livro transforma-se no que quisermos! - Rita Valente - 2ºe
1º lugar "O livro transforma-se no que quisermos! - Rita Valente - 2ºe
 
Segunda actividad macerando uvas
Segunda actividad macerando uvasSegunda actividad macerando uvas
Segunda actividad macerando uvas
 

Similaire à Iaetsd performance analysis of multicarrier ds-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...
Cemal Ardil
 

Similaire à Iaetsd performance analysis of multicarrier ds-cdma (20)

Code Division Multiple Access.pptx
Code Division Multiple Access.pptxCode Division Multiple Access.pptx
Code Division Multiple Access.pptx
 
Pulse Shaping FIR Filter for WCDMA
Pulse Shaping FIR Filter for WCDMAPulse Shaping FIR Filter for WCDMA
Pulse Shaping FIR Filter for WCDMA
 
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
 
MIMO Channel Estimation Using the LS and MMSE Algorithm
MIMO Channel Estimation Using the LS and MMSE AlgorithmMIMO Channel Estimation Using the LS and MMSE Algorithm
MIMO Channel Estimation Using the LS and MMSE Algorithm
 
Cdma and 3 g
Cdma and 3 gCdma and 3 g
Cdma and 3 g
 
V.KARTHIKEYAN PUBLISHED ARTICLE AAA
V.KARTHIKEYAN PUBLISHED ARTICLE AAAV.KARTHIKEYAN PUBLISHED ARTICLE AAA
V.KARTHIKEYAN PUBLISHED ARTICLE AAA
 
Capacity Enhancement of MIMO-OFDM System in Rayleigh Fading Channel
Capacity Enhancement of MIMO-OFDM System in Rayleigh Fading ChannelCapacity Enhancement of MIMO-OFDM System in Rayleigh Fading Channel
Capacity Enhancement of MIMO-OFDM System in Rayleigh Fading Channel
 
Capacity Enhancement of MIMO-OFDM System in Rayleigh Fading Channel
Capacity Enhancement of MIMO-OFDM System in Rayleigh Fading ChannelCapacity Enhancement of MIMO-OFDM System in Rayleigh Fading Channel
Capacity Enhancement of MIMO-OFDM System in Rayleigh Fading Channel
 
Dq33705710
Dq33705710Dq33705710
Dq33705710
 
Dq33705710
Dq33705710Dq33705710
Dq33705710
 
Performance of Wideband Mobile Channel with Perfect Synchronism BPSK vs QPSK ...
Performance of Wideband Mobile Channel with Perfect Synchronism BPSK vs QPSK ...Performance of Wideband Mobile Channel with Perfect Synchronism BPSK vs QPSK ...
Performance of Wideband Mobile Channel with Perfect Synchronism BPSK vs QPSK ...
 
Spread spectrum
Spread spectrumSpread spectrum
Spread spectrum
 
Channel estimation
Channel estimationChannel estimation
Channel estimation
 
COMPARISON OF BER AND NUMBER OF ERRORS WITH DIFFERENT MODULATION TECHNIQUES I...
COMPARISON OF BER AND NUMBER OF ERRORS WITH DIFFERENT MODULATION TECHNIQUES I...COMPARISON OF BER AND NUMBER OF ERRORS WITH DIFFERENT MODULATION TECHNIQUES I...
COMPARISON OF BER AND NUMBER OF ERRORS WITH DIFFERENT MODULATION TECHNIQUES I...
 
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
Classical Discrete-Time Fourier TransformBased Channel Estimation for MIMO-OF...
 
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...
 
B011120510
B011120510B011120510
B011120510
 
Relay lte
Relay lteRelay lte
Relay lte
 
International Journal of Engineering Inventions (IJEI)
International Journal of Engineering Inventions (IJEI)International Journal of Engineering Inventions (IJEI)
International Journal of Engineering Inventions (IJEI)
 
IMPLEMENTATION OF LINEAR DETECTION TECHNIQUES TO OVERCOME CHANNEL EFFECTS IN ...
IMPLEMENTATION OF LINEAR DETECTION TECHNIQUES TO OVERCOME CHANNEL EFFECTS IN ...IMPLEMENTATION OF LINEAR DETECTION TECHNIQUES TO OVERCOME CHANNEL EFFECTS IN ...
IMPLEMENTATION OF LINEAR DETECTION TECHNIQUES TO OVERCOME CHANNEL EFFECTS IN ...
 

Plus de Iaetsd Iaetsd

iaetsd Survey on cooperative relay based data transmission
iaetsd Survey on cooperative relay based data transmissioniaetsd Survey on cooperative relay based data transmission
iaetsd Survey on cooperative relay based data transmission
Iaetsd Iaetsd
 
iaetsd Software defined am transmitter using vhdl
iaetsd Software defined am transmitter using vhdliaetsd Software defined am transmitter using vhdl
iaetsd Software defined am transmitter using vhdl
Iaetsd Iaetsd
 
iaetsd Health monitoring system with wireless alarm
iaetsd Health monitoring system with wireless alarmiaetsd Health monitoring system with wireless alarm
iaetsd Health monitoring system with wireless alarm
Iaetsd Iaetsd
 
iaetsd Equalizing channel and power based on cognitive radio system over mult...
iaetsd Equalizing channel and power based on cognitive radio system over mult...iaetsd Equalizing channel and power based on cognitive radio system over mult...
iaetsd Equalizing channel and power based on cognitive radio system over mult...
Iaetsd Iaetsd
 
iaetsd Economic analysis and re design of driver’s car seat
iaetsd Economic analysis and re design of driver’s car seatiaetsd Economic analysis and re design of driver’s car seat
iaetsd Economic analysis and re design of driver’s car seat
Iaetsd Iaetsd
 
iaetsd Design of slotted microstrip patch antenna for wlan application
iaetsd Design of slotted microstrip patch antenna for wlan applicationiaetsd Design of slotted microstrip patch antenna for wlan application
iaetsd Design of slotted microstrip patch antenna for wlan application
Iaetsd Iaetsd
 
REVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBS
REVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBSREVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBS
REVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBS
Iaetsd Iaetsd
 
A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...
A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...
A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...
Iaetsd Iaetsd
 
iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...
iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...
iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...
Iaetsd Iaetsd
 
iirdem Surveillance aided robotic bird
iirdem Surveillance aided robotic birdiirdem Surveillance aided robotic bird
iirdem Surveillance aided robotic bird
Iaetsd Iaetsd
 
iirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growth
iirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growthiirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growth
iirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growth
Iaetsd Iaetsd
 
iirdem Design of Efficient Solar Energy Collector using MPPT Algorithm
iirdem Design of Efficient Solar Energy Collector using MPPT Algorithmiirdem Design of Efficient Solar Energy Collector using MPPT Algorithm
iirdem Design of Efficient Solar Energy Collector using MPPT Algorithm
Iaetsd Iaetsd
 
iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...
iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...
iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...
Iaetsd Iaetsd
 
iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...
iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...
iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...
Iaetsd Iaetsd
 
iaetsd Shared authority based privacy preserving protocol
iaetsd Shared authority based privacy preserving protocoliaetsd Shared authority based privacy preserving protocol
iaetsd Shared authority based privacy preserving protocol
Iaetsd Iaetsd
 
iaetsd Secured multiple keyword ranked search over encrypted databases
iaetsd Secured multiple keyword ranked search over encrypted databasesiaetsd Secured multiple keyword ranked search over encrypted databases
iaetsd Secured multiple keyword ranked search over encrypted databases
Iaetsd Iaetsd
 
iaetsd Robots in oil and gas refineries
iaetsd Robots in oil and gas refineriesiaetsd Robots in oil and gas refineries
iaetsd Robots in oil and gas refineries
Iaetsd Iaetsd
 
iaetsd Modeling of solar steam engine system using parabolic
iaetsd Modeling of solar steam engine system using paraboliciaetsd Modeling of solar steam engine system using parabolic
iaetsd Modeling of solar steam engine system using parabolic
Iaetsd Iaetsd
 

Plus de Iaetsd Iaetsd (20)

iaetsd Survey on cooperative relay based data transmission
iaetsd Survey on cooperative relay based data transmissioniaetsd Survey on cooperative relay based data transmission
iaetsd Survey on cooperative relay based data transmission
 
iaetsd Software defined am transmitter using vhdl
iaetsd Software defined am transmitter using vhdliaetsd Software defined am transmitter using vhdl
iaetsd Software defined am transmitter using vhdl
 
iaetsd Health monitoring system with wireless alarm
iaetsd Health monitoring system with wireless alarmiaetsd Health monitoring system with wireless alarm
iaetsd Health monitoring system with wireless alarm
 
iaetsd Equalizing channel and power based on cognitive radio system over mult...
iaetsd Equalizing channel and power based on cognitive radio system over mult...iaetsd Equalizing channel and power based on cognitive radio system over mult...
iaetsd Equalizing channel and power based on cognitive radio system over mult...
 
iaetsd Economic analysis and re design of driver’s car seat
iaetsd Economic analysis and re design of driver’s car seatiaetsd Economic analysis and re design of driver’s car seat
iaetsd Economic analysis and re design of driver’s car seat
 
iaetsd Design of slotted microstrip patch antenna for wlan application
iaetsd Design of slotted microstrip patch antenna for wlan applicationiaetsd Design of slotted microstrip patch antenna for wlan application
iaetsd Design of slotted microstrip patch antenna for wlan application
 
REVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBS
REVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBSREVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBS
REVIEW PAPER- ON ENHANCEMENT OF HEAT TRANSFER USING RIBS
 
A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...
A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...
A HYBRID AC/DC SOLAR POWERED STANDALONE SYSTEM WITHOUT INVERTER BASED ON LOAD...
 
Fabrication of dual power bike
Fabrication of dual power bikeFabrication of dual power bike
Fabrication of dual power bike
 
Blue brain technology
Blue brain technologyBlue brain technology
Blue brain technology
 
iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...
iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...
iirdem The Livable Planet – A Revolutionary Concept through Innovative Street...
 
iirdem Surveillance aided robotic bird
iirdem Surveillance aided robotic birdiirdem Surveillance aided robotic bird
iirdem Surveillance aided robotic bird
 
iirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growth
iirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growthiirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growth
iirdem Growing India Time Monopoly – The Key to Initiate Long Term Rapid Growth
 
iirdem Design of Efficient Solar Energy Collector using MPPT Algorithm
iirdem Design of Efficient Solar Energy Collector using MPPT Algorithmiirdem Design of Efficient Solar Energy Collector using MPPT Algorithm
iirdem Design of Efficient Solar Energy Collector using MPPT Algorithm
 
iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...
iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...
iirdem CRASH IMPACT ATTENUATOR (CIA) FOR AUTOMOBILES WITH THE ADVOCATION OF M...
 
iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...
iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...
iirdem ADVANCING OF POWER MANAGEMENT IN HOME WITH SMART GRID TECHNOLOGY AND S...
 
iaetsd Shared authority based privacy preserving protocol
iaetsd Shared authority based privacy preserving protocoliaetsd Shared authority based privacy preserving protocol
iaetsd Shared authority based privacy preserving protocol
 
iaetsd Secured multiple keyword ranked search over encrypted databases
iaetsd Secured multiple keyword ranked search over encrypted databasesiaetsd Secured multiple keyword ranked search over encrypted databases
iaetsd Secured multiple keyword ranked search over encrypted databases
 
iaetsd Robots in oil and gas refineries
iaetsd Robots in oil and gas refineriesiaetsd Robots in oil and gas refineries
iaetsd Robots in oil and gas refineries
 
iaetsd Modeling of solar steam engine system using parabolic
iaetsd Modeling of solar steam engine system using paraboliciaetsd Modeling of solar steam engine system using parabolic
iaetsd Modeling of solar steam engine system using parabolic
 

Dernier

XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
ssuser89054b
 
Hospital management system project report.pdf
Hospital management system project report.pdfHospital management system project report.pdf
Hospital management system project report.pdf
Kamal Acharya
 
Integrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - NeometrixIntegrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - Neometrix
Neometrix_Engineering_Pvt_Ltd
 

Dernier (20)

Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planes
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
Wadi Rum luxhotel lodge Analysis case study.pptx
Wadi Rum luxhotel lodge Analysis case study.pptxWadi Rum luxhotel lodge Analysis case study.pptx
Wadi Rum luxhotel lodge Analysis case study.pptx
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 
PE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiesPE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and properties
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.
 
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLEGEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
GEAR TRAIN- BASIC CONCEPTS AND WORKING PRINCIPLE
 
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best ServiceTamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
 
Moment Distribution Method For Btech Civil
Moment Distribution Method For Btech CivilMoment Distribution Method For Btech Civil
Moment Distribution Method For Btech Civil
 
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptxHOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
 
Online food ordering system project report.pdf
Online food ordering system project report.pdfOnline food ordering system project report.pdf
Online food ordering system project report.pdf
 
kiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadkiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal load
 
Hospital management system project report.pdf
Hospital management system project report.pdfHospital management system project report.pdf
Hospital management system project report.pdf
 
Hostel management system project report..pdf
Hostel management system project report..pdfHostel management system project report..pdf
Hostel management system project report..pdf
 
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced LoadsFEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
 
Integrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - NeometrixIntegrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - Neometrix
 
Design For Accessibility: Getting it right from the start
Design For Accessibility: Getting it right from the startDesign For Accessibility: Getting it right from the start
Design For Accessibility: Getting it right from the start
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
Online electricity billing project report..pdf
Online electricity billing project report..pdfOnline electricity billing project report..pdf
Online electricity billing project report..pdf
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdf
 

Iaetsd performance analysis of multicarrier ds-cdma

  • 1. PERFORMANCE ANALYSIS OF MULTICARRIER DS-CDMA SYSTEM USING BPSK MODULATION Prof. P. Subbarao1 , Veeravalli Balaji2 , 1 MSc (Engg), FIETE, MISTE, Department of ECE, S.R.K.R Engineering College, A.P, India 2 B.Tech (M.Tech), Department of ECE, S.R.K.R Engineering College, Bhimavarm, A.P, India Abstract In this paper we apply a multicarrier signalling technique to a direct-sequence CDMA system, where a data sequence multiplied by a spreading sequence modulates multiple carriers, rather than a single carrier. The receiver provides a correlator for each carrier, and the outputs of the correlators are combined with a maximal- ratio combiner. This type of signalling has the desirable properties of exhibiting a narrowband interference suppression effect, along with robustness to fading, without requiring the use of either an explicit RAKE structure or an interference suppression filter.We use band limited spreading waveforms to prevent self- interference, and we evaluate system performance over a frequency selective Rayleigh channel in the presence of partial band interference. There is no interference from the CDMA signals to the existing microwave systems. Thus, there is no need for either a narrowband suppression filter at the receiver or a notch filter at the transmitter. This paper specially analyses the BER performance under Rayleigh fading channel conditions of multicarrier DS-CDMA in presence of AWGN (Additive White Gaussian Noise) using BPSK modulation for different number of subcarrier, different number of users using MATLAB program Keywords:CDMA, multicarrierDS-CDMA, AWGN, BER, Rayleigh fading channel -----------------------------------------------------------***----------------------------------------------------------- 1.INTRODUCTION Direct sequence spread spectrum (DS-SS) techniques to multiple access communications [1]. This is partly due to its multiple access capability, robustness against fading, and anti-interference capability. In direct sequence spread spectrum, the stream of information to be transmitted is divided into small pieces, each of which is allocated across to a frequency channel across the spectrum. A data signal at the point of transmission is combined with a higher data-rate bit sequence (also known as a chipping code) that divides the data according to a spreading ratio. The redundant chipping code helps the signal resist interference and also enables the original data to be recovered if data bits are damaged during transmission. 1.1 Multicarrier DS-CDMA In this paper, we propose a multicarrier DS SS system [2] [3] in which a data sequence multiplied by a spreading sequence modulates M carriers, rather than a single carrier. The receiver provides a correlator for each carrier, and the outputs of the correlators are combined with a maximal-ratio combiner. This type of system has the following advantages: First, a multicarrier DS SS system is robust to multipath fading, second, a multicarrier system has a narrowband interference suppression effect and finally, a lower chip rate is required, since, in a multicarrier DS system with M carriers, the entire bandwidth of the system is divided into M (not necessarily contiguous) equi-width frequency bands, and thus each carrier frequency is modulated by a spreading sequence with a chip duration which is M times as long as that of a single-carrier system. In other words, a multicarrier system requires a lower speed, parallel-type of signal processing, in contrast to a fast, serial-type of signal processing in a single carrier RAKE receiver [6]. This, in turn, might be helpful for use with a low power consumption device. In fact, multicarrier DS systems have already been proposed, and these proposed techniques can be categorized into two types, a combination of orthogonal frequency division multiplexing (OFDM) and CDMA or a parallel transmission scheme[8] of narrowband DS waveforms in the frequency domain. In the former system, a spreading sequence is serial-to-parallel converted, and each chip modulates a different carrier frequency. This implies that the number of carriers should be equal to the processing gain, and each carrier conveys a narrowband waveform, rather than a DS waveform. In other words, the resulting signal has a PN coded structure in the frequency 51 INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT ISBN: 378 - 26 - 138420 - 5 www.iaetsd.in
  • 2. domain. In the latter system, the available frequency spectrum is divided into M equi-width frequency bands, where M is the number of carriers, typically much less than the processing gain, and each frequency band is used to transmit a narrowband DS waveform. In fact, both systems show a similar fading mitigation effect over a frequency selective channel. However, the latter system requires only M adaptive gain amplifiers in the maximal ratio combiner, which may simplify the receiver. The system described in this paper belongs to the second group. In a multicarrier system [9], carrier frequencies are usually chosen to be orthogonal to each other, i.e., carrier frequencies satisfy the following condition: 0 cos( ) cos( ) 0, for .(1) cT i i j jt t dt i j        Where cT is the chip duration, i and j are, respectively, the i thand j th carrier frequencies, and i and j are arbitrary carrier phases, respectively. This is done so that a signal in the j th frequency band does not cause interference in the correlation receiver for the ith frequency band. However, in an asynchronous CDMA system [5], signals from other users are no longer orthogonal to the desired signal, even if (1) is satisfied. In addition, orthogonality might be lost because of multipath propagation or Doppler frequency shift even for a synchronous system. This implies that co-channel interference [4] in one frequency band causes interference not only at the output of the correlator for that frequency band, but also in the signals out of all the other correlators. In this paper, we use band limited multicarrier DS waveforms to minimize such unnecessary self- interference, and so orthogonality among carriers is not required. Also, this signalling scheme prevents narrowband waveforms from causing interference to all frequency bands 2. SYSTEM MODEL In recent years, several wideband CDMA systems have been proposed either to realize an overlay system [5], where DS CDMA waveforms are overlaid onto existing narrowband signals to enhance the overall capacity, or to combat multipath. A multicarrier system can be considered as one realization of such a wideband DS system. Fig 1. (a) PSD of Single Carrier (b) PSD of Multicarrier DS waveform Fig 1. (a) Shows a band limited single-carrier wideband DS waveform in the frequency domain, where the bandwidth, BW1, is given by 1 1 (1 ) c BW T   ……..(2) In (2), 0 1,  and T, is the chip duration of the single carrier system. In a multicarrier system, we divide BW1 into M equi-width frequency bands as shown in Fig. l(b), where all bands are disjoint. Then the bandwidth of each frequency band, BWM, is given by 1 1 =(1+ ) M C BW BW M MT   …….(3) 2.1 TRANSMITTER The transmitter has input a random binary sequence representing data, and pseudo-random spreading signature sequences are given to multiplier. We assume that there are N chips per symbol, and that each user has a different signature sequence. The sequence modulates an impulse train, where the energy per chip is E,. After passing through a chip wave-shaping filter, the signal out of the filter modulates the multiple carrier signals and is transmitted. Note that the transmitter and receiver block diagrams for the proposed multicarrier 52 INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT ISBN: 378 - 26 - 138420 - 5 www.iaetsd.in
  • 3. system can be effectively implemented by using a DFT technique Fig 2. Block Diagram of transmitter 2.2 Pseudo-Noise Sequences: PN sequences are periodic sequences that have a noise like behaviour. They are generated using shift registers, modulo-2 adders (XOR gates) and feedback loops. So far we haven't discussed what properties we would want the spreading signal to have. This depends on the type of system we want to implement. Let's first consider a system where we want to use spread spectrum to avoid jamming or narrow band interference. If we want the signal to overcome narrow band interference, the spreading function needs to behave like noise. Random binary sequences are such functions. They have the following important properties:  Balanced: they have an equal number of 1's and 0's  Single Peak auto-correlation function In fact, the auto-correlation function of a random binary sequence is a triangular waveform as in the following figure, where TC is the period of one chip: Fig 3. Auto Correlation function Hence the spectral density of such a waveform is a sinc function squared, with first zeros at ± 1/TC PN sequences are periodic sequences that have a noise like behavior. They are generated using shift registers, modulo-2 adders (XOR gates) and feedback loops. The following diagram illustrates this: Fig 4. Generation of PN sequence The maximum length of a PN sequence is determined by the length of the register and the configuration of the feedback network. An N bits register can take up to 2N different combinations of zeros and ones. Since the feedback network performs linear operations, if all the inputs (i.e. the content of the flip-flops) are zero, the output of the feedback network will also be zero. Therefore, the all zero combination will always give zero output for all subsequent clock cycles, so we do not include it in the sequence. Thus, the maximum length of any PN sequence is 2N -1 and sequences of that length are called Maximum-Length Sequences or m-sequences. Impulse Modulator: It is used to modulate the impulse train coming from the multiplier, where the energy per chip is E. Wave shaping filter: This filter is used to modify the shape of the waveform i.e., it is used to adjust the energy levels of the waveform before the sequence modulates the multiple carriers. 3. CHANNEL MODEL 3.1 RAYLEIGH CHANNEL MODEL Rayleigh fading is a statistical model [9] for the effect of a propagation environment on a radio signal, such as that used by wireless devices. Rayleigh fading models assume that the magnitude of a signal that has passed through such a transmission medium will vary randomly, or fade, according to a Rayleigh distribution the radial 53 INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT ISBN: 378 - 26 - 138420 - 5 www.iaetsd.in
  • 4. component of the sum of two uncorrelated Gaussian random variables. Rayleigh fading is viewed as a reasonable model for tropospheric and ionospheric signal propagation as well as the effect of heavily built-up urban environments on radio signals. Rayleigh fading is most applicable when there is no dominant propagation along a line of sight between the transmitter and receiver Rayleigh fading is a reasonable model when there are many objects in the environment that scatter the radio signal before it arrives at the receiver, if there is sufficiently much scatter, the channel impulse response will be well modelled as a Gaussian process irrespective of the distribution of the individual components. If there is no dominant component to the scatter, then such a process will have zero mean and phase evenly distributed between 0 and 2 radians. The envelope of the channel response will therefore be Rayleigh distributed. 3.2 AWGN CHANNEL MODEL Additive White Gaussian Noise channel model [9] as the name indicate Gaussian noise get directly added with the signal and information signal get converted into the noise in this model scattering and fading of the information is not considered. Additive white Gaussian noise (AWGN) is a channel model in which the only impairment to communication is a linear addition of wideband or white noise with a constant spectral density (expressed as watts per hertz of bandwidth) and a Gaussian distribution of amplitude. The model does not account for fading, frequency selectivity, interference etc. However, it produces simple and tractable mathematical models which are useful for gaining insight into the underlying behaviour of a system before these other phenomena are considered. 3.3 RECEIVER: Fig 5. Block Diagram of Receiver Serial to parallel converter: At the transmitter end N bits are sent simultaneously over N sub- carriers. Each sub-carrier transmit different symbol with spreading code in time-domain. In order toseparate different symbol of each subscriber we use this converter. Maximal ratio combiner: Maximal Ratio Combining is defined as all paths co-phased and summed with optimal weighting to maximize combiner output SNR MRC is the optimum linear combining technique for coherent reception with independent fading. Its main advantage is the reduction of the probability of deep fades Fig 6. Maximum ratio combiner 21 2 ( ) ( ) ( ) 1 f H f x t H f df      …….. (4) Also, we assume that )( 2 fH is band limited to W’, where W’ is ' 1/ 2 ( ) / 2M i iW BW f f   ……..(6) and if is the i th carrier frequency. This implies that the DS waveforms do not overlap. 4. SIMULATION RESULTS Bit error rate (BER) of a communication system is defined as the ratio of number of error bits and total number of bits transmitted during a specific period. It is the likelihood that a single error bit will occur within received bits, independent of rate of transmission. There are many ways of reducing BER. In our case, we have considered the most commonly used channel: the Additive White Gaussian Noise (AWGN) channel where the noise gets spread over the whole spectrum of frequencies. BER has been measured by comparing the transmitted signal with the received signal and 54 INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT ISBN: 378 - 26 - 138420 - 5 www.iaetsd.in
  • 5. -50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 SNR, dB BitErrorRate BER for BPSK modulation with Spread Spectrum thechniques User 1 of 4 users One user system -50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 SNR, dB BitErrorRate BER for BPSK modulation with Spread Spectrum thechniques User 1 of 8 users One user system computing the error count over the total number of bits. For any given BPSK modulation, the BER is normally expressed in terms of signal to noise ratio (SNR). The figure shows simulated graph between BER and SNR for 2 user system under Rayleigh fading channel conditions of multicarrier DS-CDMA in presence of AWGN (Additive White Gaussian Noise) using BPSK modulation Fig 7. BER for 2 users system and single user system Fig 8. BER for 4 user system and single user 2 system Fig 9. BER for 8 user system and 6 user system Fig 10. BER for 12 user system and 10 user System Fig 11. BER for 14 user system and 3 user system Computer simulations are done to simulate SNR vs. BER performance of Multicarrier DS-CDMA for different channel noise conditions CONCLUSION In this paper the performance of Multicarrier DS- CDMA in AWGN channel and Rayleigh channel Using BPSK modulation technique is considered. It can be evident that as Eb/N0 increases the BER decreases. BER vs. SNR graphs for different number of users under Rayleigh Fading channel in presence AWGN is plotted and analysed successfully by using MATLAB programming. FUTURE SCOPE: Multicarrier DS-CDMA technology is more useful for 3G and 4G mobile generations. There is a very wide scope for future scholars to explore this area of research in the field of Multicarrier DS-CDMA. Further works can be carried out -50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 SNR, dB BitErrorRate BER for BPSK modulation with Spread Spectrum thechniques User 1 of 12 users One user system -50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 SNR, dB BitErrorRate BER for BPSK modulation with Spread Spectrum thechniques User 1 of 14 users One user system -50 -45 -40 -35 -30 -25 -20 -15 -10 -5 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 SNR, dB BitErrorRate BER for BPSK modulation with Spread Spectrum thechniques User 1 of 2 users One user system 55 INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT ISBN: 378 - 26 - 138420 - 5 www.iaetsd.in
  • 6. 1. To evaluate the effect of timing jitter in a MC DS CDMA system in the presence of fading. 2. To evaluate the performance of MC DS CDMA system with Rake receiver to overcome the effect of fading. 3. To find the performance limitations due to non- orthogonality among the subcarriers (due to imperfect carrier synchronization). 4. To evaluate the performance improvement with forward error correction coding like convolution coding and Turbo coding etc. REFERENCES [1] G. L. Turin, “Introduction to spread-spectrum antkultipath techniques and their application to urban digital radio,” Proc. IEEE, vol. 68. [2] R. E. Ziemer and R. L. Peterson, Digital Communications and Spread Spectrum Systems. New York Macmillan. [3] R. L. Pickholtz, D. L. Schilling, and L. B. Milstein, ‘Theory of spreadspectrum communications-A tutorial,” IEEE Trans. Commun., vol. COM-30, no. 5,. [4]S. Kondo and L. B. Milstein, “Multicarrier CDMA system with cochanne1 interference cancellation,” in Proc. VTC ’94, Stockholm, Sweden, pp. 164C-1644. [5] “Multicarrier DS CDMA systems in the presence of partial band interference,” in Proc. MILCOM , Fort Monmouth, NJ. [6] J.Proakis, Digital Communications, McGraw- Hill [7]R. E. Ziemer and R. L. Peterson, Digital Communications and Spread Spectrum Systems, Macmillan [8] M. Schwartz, W. R. Bennet, and S. Stein, Communication Systems and Techniques, McGraw- Hill [9] G. Brindha, “Performance Analysis Of Mc- Cdma System Using Bpsk Modulation”, International Journal Of Research In Engineering & Technology (Ijret) Vol. 1, Issue 1, 45-52 56 INTERNATIONAL CONFERENCE ON CURRENT INNOVATIONS IN ENGINEERING AND TECHNOLOGY INTERNATIONAL ASSOCIATION OF ENGINEERING & TECHNOLOGY FOR SKILL DEVELOPMENT ISBN: 378 - 26 - 138420 - 5 www.iaetsd.in