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International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
DOI : 10.5121/ijmnct.2014.4102 15
PERFORMANCE ANALYSIS ON THE BASIS OF A
COMPARATIVE STUDY BETWEEN MULTIPATH
RAYLEIGH FADING AND AWGN CHANNEL IN THE
PRESENCE OF VARIOUS INTERFERENCE
Sutanu Ghosh
Dr. Sudhir Chandra Sur Degree Engineering College
ABSTRACT
Interference is the most important issue for present wireless communication. There are various kinds of
channel used in wireless communication. Here I want to show a performance analysis on the basis of two
different channels – AWGN and Multipath Rayleigh fading channel. This is the comparative analysis with
different kinds of modulation techniques. Here I have also measured the Bit Error Rate with respect to
different modulation techniques and compare the rate in different channels. My objective is to compare the
different characteristics of the transmitter and receiver for different types of channels and modulators.
KEYWORDS
Rayleigh fading channel, Bit Error Rate, AWGN, Cellular Interference.
I. INTRODUCTION
Rapid Fading is the most important problem for digital mobile communication issues [1]. It
mortifies the bit error rate (BER) and repeatedly introduces an exclusive BER. Here, in this issue
I want to show the BER modification for different modulation scheme in the different interfering
environment.
Channel is the most important subject issue for any kind of communication system. There are
various kinds of channel – AWGN channel, Rayleigh Fading channel, Riccian Fading channel
[5]. Rayleigh is the well known statistical distribution for amplitude modeling of radio signal in
fading environment. Fading is the significant issue for present day wireless communication
system. Here I want to describe the comparison between generalized channel AWGN and
Rayleigh Fading [2, 3]. Mobile antenna receives a large number of reflected and scattered waves
from various directions. Any kind of received signal with Rayleigh distribution instantaneous
power follows the exponential distribution property. Thus probability distribution function of
power is as follows
p(λ) = (1/ λ0)e(-λ/ λ0)
where, λ0 = E[λ] = ‫׬‬ λ pሺλሻ dλ
λ
଴
= 2 σ2
……………………………(a)
E[λ] is the average value and 2σ2
is the mean square value.
Due to reflections, scattering, and diffraction of the transmitted signal in a wireless channel,
multiple versions of the transmitted signal reach the proper destination at the receiver with
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
16
different amplitudes and phases. This time dispersive transmitted signal produces flat or
frequency selective fading.
I have used flat fading model for this issue. This kind of channel has constant gain and linear
phase response over a bandwidth greater than the transmitted signal response [6].
AWGN is the simplest model of a channel. Here I have used the AWGN channel for the
comparison purpose. This kind of model is well suited for wired communication. Generally this
model is used to take place with well-mannered mathematical models of communication system
functionality without fading and distortions.
The fading channel output received signal is given by –
r(t) = c(t)s(t) + n(t) ……………….(1)
where, n(t) is the AWGN with the power spectral density ή in both real and imaginary
components. c(t) is the zero mean complex gain of the channel and s(t) is the transmitted signal
[4]. c(t) can be formulated as
c(t) = exp(jw0t)m(t) ………………(2)
where, m(t) is the complex Gaussian fading process with variance σm
2
.
II. INTERFERENCE
There are different sources of cellular interference – adjacent channel interference and Co-
channel interference. In a cellular communication there are a group of cells which have used same
frequency channels, called co-channel cell. The interference come from distant co-channel cell is
called as co-channel interference. If the distance between two nearest co –channel cells can be
enhanced then the amount of inference can be decreased. It is the part of inter cell interference.
Here I have measured the effect of different interfering sources from different cells. The output of
all those interfering sources can be added to the original signal and finally they are passed through
different kinds of channels. If we want to enhance the capacity of the cellular system, then cell
size may be reduced, effectively interference can be increased. The system has required a linear
equalizer only develops the spectral characteristics of the interference through its autocorrelation
functions [7, 8]. This kind of adaptive equalizer is most essential tool for my result analysis.
III. SIMULATION MODEL
Here, in Figure 1 I have shown the basic simulation model of my work. It has included a
transmitter with binary data generator, signal sources, modulator. A simple raised cosine filter has
been used with a roll off factor 0.22. The output of the transmitter can be inserted into the channel
with lots of interference. Finally they have come into the receiver. The receiver has included
filter, down sampler with down sampling factor 8 and a same type of demodulator used in the
transmitter.
Figure1: Experimental model
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
17
IV. SIMULATION RESULTS
This work is based on the comparison between AWGN channel and Multipath Rayleigh Fading
channel. I have considered 3 different modulation techniques – QPSK, 16 PSK AND 64 PSK for
this comparative study. I have focused on 3 different matters regarding this issue. Those are
transmitted signal response, received constellation and received signal response. Here I have
measured and shown all the response on the basis of 30 dB SNR.
Multipath fading has discrete paths to propagate the signal in the system. Average path gains of
those discrete paths are calculated in decibels. Each of the discrete paths has a certain amount of
delay.
Doppler Shift is the parameter provides an estimation of the relative radial velocity of a moving
target in multipath channel. Here I have taken an environment that has a Doppler shift of 10 Hz.
Figure 2, 3 and 4 shows the different types of transmitting signal response for three different
orders of modulation. In my comparison there has a different peak at 0, 2 and -2 MHz for all
those types of modulation. I have seen that 64 PSK has the better response on the basis of less
amount of interference at center frequency with respect to other types of modulation. But I have
examined there have large amount of interference can be experienced for the distant bit interval
from center frequency at higher order of modulation.
Fig. 2. Comparison between the QPSK transmitted signal response of Multipath Rayleigh fading and
AWGN channel
From these results, it’s easier to conclude that lower order modulation has higher amount of
interference at center frequency with respect to higher order modulation. The external
interference is present on the outside of the envelope for AWGN channel. The same interference
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
18
is present inside the envelope of single bit duration for the Rayleigh fading channel.
Figure 3: Comparison between the 16 PSK transmitted signal response of Multipath Rayleigh fading and
AWGN channel
Figure 4: Comparison between the 64 PSK transmitted signal response of Multipath Rayleigh fading and
AWGN channel
Figure 5, 6 and 7 depicts the received constellation for different types of channel and modulation.
A large number of constellation points can be observed for each and every type of modulation in
Multipath Rayleigh fading channel with respect to AWGN channel. If the order of modulation
can be increased then the number of constellation points can be enhanced by a multiplicative
factor.
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
19
Figure 5: Comparison between AWGN and Multipath Rayleigh fading channel on the basis of received
Constellation for QPSK
Figure 6: Comparison between AWGN and Multipath Rayleigh fading channel on the basis of received
Constellation for 16 PSK
If we compare Figure 6 and 7, then we will see that fig. 6 have random distribution; whereas,
Figure 7 have properly arranged distribution.
Figure 7: Comparison between AWGN and Multipath Rayleigh fading channel on the basis of received
Constellation for 64 PSK
Finally, I have concentrated my work in the receiver section. Figure 8, 9 and 10 shows the
received signal response to different kinds of modulation and channel. In case of QPSK, there has
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
20
a flat response for AWGN channel with respect to other types of modulation. The better response
can be observed in 64 PSK modulation for both of the channel.
Figure 8: Comparison between the QPSK received signal response of Multipath Rayleigh fading and
AWGN channel
From these figures, it is clear that the bit duration of receiving signal for the different types of
modulation is much more perfect for multipath Rayleigh fading channel with respect to AWGN
channel.
Figure 9: Comparison between the 16 PSK received signal response of Multipath Rayleigh fading and
AWGN channel
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
21
Figure 10: Comparison between the 64 PSK received signal response of Multipath Rayleigh fading and
AWGN channel
I have also measured the bit error rate for different channels at different order of modulation. The
highest bit error rate can be observed for multipath Rayleigh fading channel at QPSK modulation.
The lowest bit error rate can be observed for 16 PSK. From the BER point of view, AWGN
channel is much better than multipath Rayleigh fading channel.
Figure 11: Graphical plot of Bit Error Rate versus the type of channel
Figure 11 gives an idea regarding the bit error rate for different types of modulations at different
channels. From this figure it is very clear that the bit error rate is very less for 10 dB SNR AWGN
channel with respect to other kinds of channel of communication. In case of 16 PSK, the direction
of the movement is opposite with respect to other modulations. That means, it have the bit error
rate is less at multipath Rayleigh fading and bit error rate is large for 10 dB SNR AWGN channel.
The highest bit error rate 0.5015 can be observed at Rayleigh fading channel for QPSK
modulation.
International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014
22
V. CONCLUSION
For all the mathematical terms and graphical plots it can be concluded that 64 PSK modulation
have a better response in multipath Rayleigh fading channel with respect to other kinds
modulation. If the amount of Doppler shift frequency can be changed for fading channels then the
bit error rate is also changed for each and every type of modulations. Figure 12 gives an exception
of this observation at 16 PSK modulation for the Doppler shift of 15 Hz. The interference can be
decreased with the increment of up and down sampling factor.
Figure 12: Graphical plot of Bit Error Rate versus type of Modulation for Multipath Rayleigh Fading with
different amount of Doppler shift
REFERENCE
[1] Cavers, James K. “An analysis of pilot symbol assisted modulation for Rayleigh fading channels [mobile
radio].” Vehicular Technology, IEEE Transactions on 40.4 (1991): 686-693
[2] Stein, Seymour. “Fading channel issues in system engineering.” Selected Areas in Communications, IEEE Journal
on 5.2 (1987): 68-89.
[3] Mishra, Ajay R. “Fundamentals of cellular network planning and optimisation: 2G/2.5 G/3G... evolution to 4G.”
Wiley. com, 2004.
[4] Foschini, Gerard J. and Michael J. Gans. “On limits of wireless communications in a fading environment when
using multiple antennas.” Wireless personal communications 6.3 (1998): 311-335.
[5] Yang, Hong-Chuan and M-S. Alouini. "Closed-form formulas for the outage probability of wireless
communication systems with a minimum signal power constraint." Vehicular Technology, IEEE Transactions
on 51.6 (2002): 1689-1698.
[6] T. S. Rappaport, Wireless Communications: Principles and Practice. N.J.: Prentice Hall, 1996.
[7] Petersen, B. R. and D. D. Falconer. "Exploiting cyclostationary subscriber-loop interference by
equalization." Global Telecommunications Conference, 1990, and Exhibition.'Communications: Connecting the
Future', GLOBECOM'90., IEEE. IEEE, 1990.
[8] Chen, S. and B. Mulgrew. "Overcoming co-channel interference using an adaptive radial basis function
equaliser." Signal Processing 28.1 (1992): 91-107.

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Performance analysis on the basis of a comparative study between multipath rayleigh fading and awgn channel in the presence of various interference

  • 1. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 DOI : 10.5121/ijmnct.2014.4102 15 PERFORMANCE ANALYSIS ON THE BASIS OF A COMPARATIVE STUDY BETWEEN MULTIPATH RAYLEIGH FADING AND AWGN CHANNEL IN THE PRESENCE OF VARIOUS INTERFERENCE Sutanu Ghosh Dr. Sudhir Chandra Sur Degree Engineering College ABSTRACT Interference is the most important issue for present wireless communication. There are various kinds of channel used in wireless communication. Here I want to show a performance analysis on the basis of two different channels – AWGN and Multipath Rayleigh fading channel. This is the comparative analysis with different kinds of modulation techniques. Here I have also measured the Bit Error Rate with respect to different modulation techniques and compare the rate in different channels. My objective is to compare the different characteristics of the transmitter and receiver for different types of channels and modulators. KEYWORDS Rayleigh fading channel, Bit Error Rate, AWGN, Cellular Interference. I. INTRODUCTION Rapid Fading is the most important problem for digital mobile communication issues [1]. It mortifies the bit error rate (BER) and repeatedly introduces an exclusive BER. Here, in this issue I want to show the BER modification for different modulation scheme in the different interfering environment. Channel is the most important subject issue for any kind of communication system. There are various kinds of channel – AWGN channel, Rayleigh Fading channel, Riccian Fading channel [5]. Rayleigh is the well known statistical distribution for amplitude modeling of radio signal in fading environment. Fading is the significant issue for present day wireless communication system. Here I want to describe the comparison between generalized channel AWGN and Rayleigh Fading [2, 3]. Mobile antenna receives a large number of reflected and scattered waves from various directions. Any kind of received signal with Rayleigh distribution instantaneous power follows the exponential distribution property. Thus probability distribution function of power is as follows p(λ) = (1/ λ0)e(-λ/ λ0) where, λ0 = E[λ] = ‫׬‬ λ pሺλሻ dλ λ ଴ = 2 σ2 ……………………………(a) E[λ] is the average value and 2σ2 is the mean square value. Due to reflections, scattering, and diffraction of the transmitted signal in a wireless channel, multiple versions of the transmitted signal reach the proper destination at the receiver with
  • 2. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 16 different amplitudes and phases. This time dispersive transmitted signal produces flat or frequency selective fading. I have used flat fading model for this issue. This kind of channel has constant gain and linear phase response over a bandwidth greater than the transmitted signal response [6]. AWGN is the simplest model of a channel. Here I have used the AWGN channel for the comparison purpose. This kind of model is well suited for wired communication. Generally this model is used to take place with well-mannered mathematical models of communication system functionality without fading and distortions. The fading channel output received signal is given by – r(t) = c(t)s(t) + n(t) ……………….(1) where, n(t) is the AWGN with the power spectral density ή in both real and imaginary components. c(t) is the zero mean complex gain of the channel and s(t) is the transmitted signal [4]. c(t) can be formulated as c(t) = exp(jw0t)m(t) ………………(2) where, m(t) is the complex Gaussian fading process with variance σm 2 . II. INTERFERENCE There are different sources of cellular interference – adjacent channel interference and Co- channel interference. In a cellular communication there are a group of cells which have used same frequency channels, called co-channel cell. The interference come from distant co-channel cell is called as co-channel interference. If the distance between two nearest co –channel cells can be enhanced then the amount of inference can be decreased. It is the part of inter cell interference. Here I have measured the effect of different interfering sources from different cells. The output of all those interfering sources can be added to the original signal and finally they are passed through different kinds of channels. If we want to enhance the capacity of the cellular system, then cell size may be reduced, effectively interference can be increased. The system has required a linear equalizer only develops the spectral characteristics of the interference through its autocorrelation functions [7, 8]. This kind of adaptive equalizer is most essential tool for my result analysis. III. SIMULATION MODEL Here, in Figure 1 I have shown the basic simulation model of my work. It has included a transmitter with binary data generator, signal sources, modulator. A simple raised cosine filter has been used with a roll off factor 0.22. The output of the transmitter can be inserted into the channel with lots of interference. Finally they have come into the receiver. The receiver has included filter, down sampler with down sampling factor 8 and a same type of demodulator used in the transmitter. Figure1: Experimental model
  • 3. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 17 IV. SIMULATION RESULTS This work is based on the comparison between AWGN channel and Multipath Rayleigh Fading channel. I have considered 3 different modulation techniques – QPSK, 16 PSK AND 64 PSK for this comparative study. I have focused on 3 different matters regarding this issue. Those are transmitted signal response, received constellation and received signal response. Here I have measured and shown all the response on the basis of 30 dB SNR. Multipath fading has discrete paths to propagate the signal in the system. Average path gains of those discrete paths are calculated in decibels. Each of the discrete paths has a certain amount of delay. Doppler Shift is the parameter provides an estimation of the relative radial velocity of a moving target in multipath channel. Here I have taken an environment that has a Doppler shift of 10 Hz. Figure 2, 3 and 4 shows the different types of transmitting signal response for three different orders of modulation. In my comparison there has a different peak at 0, 2 and -2 MHz for all those types of modulation. I have seen that 64 PSK has the better response on the basis of less amount of interference at center frequency with respect to other types of modulation. But I have examined there have large amount of interference can be experienced for the distant bit interval from center frequency at higher order of modulation. Fig. 2. Comparison between the QPSK transmitted signal response of Multipath Rayleigh fading and AWGN channel From these results, it’s easier to conclude that lower order modulation has higher amount of interference at center frequency with respect to higher order modulation. The external interference is present on the outside of the envelope for AWGN channel. The same interference
  • 4. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 18 is present inside the envelope of single bit duration for the Rayleigh fading channel. Figure 3: Comparison between the 16 PSK transmitted signal response of Multipath Rayleigh fading and AWGN channel Figure 4: Comparison between the 64 PSK transmitted signal response of Multipath Rayleigh fading and AWGN channel Figure 5, 6 and 7 depicts the received constellation for different types of channel and modulation. A large number of constellation points can be observed for each and every type of modulation in Multipath Rayleigh fading channel with respect to AWGN channel. If the order of modulation can be increased then the number of constellation points can be enhanced by a multiplicative factor.
  • 5. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 19 Figure 5: Comparison between AWGN and Multipath Rayleigh fading channel on the basis of received Constellation for QPSK Figure 6: Comparison between AWGN and Multipath Rayleigh fading channel on the basis of received Constellation for 16 PSK If we compare Figure 6 and 7, then we will see that fig. 6 have random distribution; whereas, Figure 7 have properly arranged distribution. Figure 7: Comparison between AWGN and Multipath Rayleigh fading channel on the basis of received Constellation for 64 PSK Finally, I have concentrated my work in the receiver section. Figure 8, 9 and 10 shows the received signal response to different kinds of modulation and channel. In case of QPSK, there has
  • 6. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 20 a flat response for AWGN channel with respect to other types of modulation. The better response can be observed in 64 PSK modulation for both of the channel. Figure 8: Comparison between the QPSK received signal response of Multipath Rayleigh fading and AWGN channel From these figures, it is clear that the bit duration of receiving signal for the different types of modulation is much more perfect for multipath Rayleigh fading channel with respect to AWGN channel. Figure 9: Comparison between the 16 PSK received signal response of Multipath Rayleigh fading and AWGN channel
  • 7. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 21 Figure 10: Comparison between the 64 PSK received signal response of Multipath Rayleigh fading and AWGN channel I have also measured the bit error rate for different channels at different order of modulation. The highest bit error rate can be observed for multipath Rayleigh fading channel at QPSK modulation. The lowest bit error rate can be observed for 16 PSK. From the BER point of view, AWGN channel is much better than multipath Rayleigh fading channel. Figure 11: Graphical plot of Bit Error Rate versus the type of channel Figure 11 gives an idea regarding the bit error rate for different types of modulations at different channels. From this figure it is very clear that the bit error rate is very less for 10 dB SNR AWGN channel with respect to other kinds of channel of communication. In case of 16 PSK, the direction of the movement is opposite with respect to other modulations. That means, it have the bit error rate is less at multipath Rayleigh fading and bit error rate is large for 10 dB SNR AWGN channel. The highest bit error rate 0.5015 can be observed at Rayleigh fading channel for QPSK modulation.
  • 8. International journal of Mobile Network Communications & Telematics ( IJMNCT) Vol. 4, No.1, February 2014 22 V. CONCLUSION For all the mathematical terms and graphical plots it can be concluded that 64 PSK modulation have a better response in multipath Rayleigh fading channel with respect to other kinds modulation. If the amount of Doppler shift frequency can be changed for fading channels then the bit error rate is also changed for each and every type of modulations. Figure 12 gives an exception of this observation at 16 PSK modulation for the Doppler shift of 15 Hz. The interference can be decreased with the increment of up and down sampling factor. Figure 12: Graphical plot of Bit Error Rate versus type of Modulation for Multipath Rayleigh Fading with different amount of Doppler shift REFERENCE [1] Cavers, James K. “An analysis of pilot symbol assisted modulation for Rayleigh fading channels [mobile radio].” Vehicular Technology, IEEE Transactions on 40.4 (1991): 686-693 [2] Stein, Seymour. “Fading channel issues in system engineering.” Selected Areas in Communications, IEEE Journal on 5.2 (1987): 68-89. [3] Mishra, Ajay R. “Fundamentals of cellular network planning and optimisation: 2G/2.5 G/3G... evolution to 4G.” Wiley. com, 2004. [4] Foschini, Gerard J. and Michael J. Gans. “On limits of wireless communications in a fading environment when using multiple antennas.” Wireless personal communications 6.3 (1998): 311-335. [5] Yang, Hong-Chuan and M-S. Alouini. "Closed-form formulas for the outage probability of wireless communication systems with a minimum signal power constraint." Vehicular Technology, IEEE Transactions on 51.6 (2002): 1689-1698. [6] T. S. Rappaport, Wireless Communications: Principles and Practice. N.J.: Prentice Hall, 1996. [7] Petersen, B. R. and D. D. Falconer. "Exploiting cyclostationary subscriber-loop interference by equalization." Global Telecommunications Conference, 1990, and Exhibition.'Communications: Connecting the Future', GLOBECOM'90., IEEE. IEEE, 1990. [8] Chen, S. and B. Mulgrew. "Overcoming co-channel interference using an adaptive radial basis function equaliser." Signal Processing 28.1 (1992): 91-107.