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The International Journal Of Engineering And Science (IJES)
|| Volume || 5 || Issue || 8 || Pages || PP -25-29 || 2016 ||
ISSN (e): 2319 – 1813 ISSN (p): 2319 – 1805
www.theijes.com The IJES Page 25
Improvement of MFSK -BER Performance Using MIMO
Technology on Multipath Non LOS Wireless Channels
1
B. O. Omijeh and 2
T.C.Obiefuna
1
Department of Electronic and Computer Engineering, University of Port Harcourt, Port Harcourt, Rivers
State, Nigeria.
2
Centre for Information and Telecommunication Engineering, University of Port Harcourt, Port Harcourt,
Rivers State, Nigeria.
--------------------------------------------------------ABSTRACT-----------------------------------------------------------
Digital communications has evolved rapidly with a lot of success. The new trend seems to be the reinvention of
already existing and even discredited or discarded theories or in this case, channels. Extensive research into
optimizing or enhancing already existing schemes is still gaining momentum with practical results for all to
experience and utilize. This paper describes the design and BER performance of an M-ary frequency shift keyed
(FSK) signaling and demodulation scheme improved by MIMO antenna technology for wireless
communications. MFSK and MIMO systems were briefly reviewed including AWGN, Non LOS fading and an
important factor employed to estimate the performance of digital transmission. The research was performed
using MATLAB for simulation and evaluation of the BER.
Keywords: MIMO, MFSK, Modulation, BER, AWGN, Fading channels
---------------------------------------------------------------------------------------------------------------------------------------
Date of Submission: 17 May 2016 Date of Acceptance: 10 August 2016
---------------------------------------------------------------------------------------------------------------------------------------
I. INTRODUCTION
Multiple-input multiple-output(MIMO) is a radio frequency technology or wireless communications technology
that is trending in its application to other modern telecommunication technologies, such as wireless routers,
WiMax and Long Term Evolution (LTE). It is even more interesting that, what were earlier rejected as
interference paths are now used by MIMO technology to provide better spectral efficiency, increased link
capacity and improved link reliability.
Frequency shift keying (FSK) is a modulation process in which a frequency keyed transmitter has its frequency
shifted by the message. Thus the information is mapped to the changes in frequency of the carrier signal.It is
used in communication systems like teleprinters, armature radios and emergency broadcasts. FSK has the
advantage of high power efficiencies over other modulation techniques but has low bandwidth (BW)
efficiencies (Sklar, 2001).Multiple Frequency Shift Keying (MFSK) which also known as M-ary Frequency
Shift Keying is a variant of FSK which uses more than two frequencies to transmit digital information. This
delivers an improvement of error rate reduction as the quantity of tones is increased though with a drawback of
more bandwidth utilization and the need to ensure good transceiver stability.
MFSK Bit Error Rate (BER) performance can be further improved and the overall transceiver stability
guaranteed by the integration of MIMO antenna technology into the MFSK system design. This paper presents a
comparative BER performance of MFSK and MFSK-MIMO systems on a multipath fading channel
theoretically modeled and analyzed to confirm the one with the best performance (Omijeh and Agoye, 2015).
II. THEORETICAL REVIEWS
MFSK is an M-ary signaling system and as such, tones (M in number) are established with the transmitter
selecting one tone at a time from the total signal for transmission. It is orthogonal (each tone can be separately
detected without being influenced by another tone) and generally uses non coherent detection. Each tone for
transmission can be represented as data bits. M could be a power of 2, 4, 8, 16 etc. Without the need for
multi symbol coherent detection, the tolerable ratio for a given probability of error will decrease as M
increases within the Shannon limit. Practically M is usually with the range of 2 to 64.
MFSK is technique for digital data transmission which extends the radio teletype (RTTY) two-tone technique to
multiple tones usually one tone at a time. It makes use of relatively narrow tone spacing, so interesting data rates
are achievable for a given bandwidth.
Multiple Inputs Multiple Outputs, (MIMO) uses the space dimension to enhance wireless systems capacity,
range and dependability. It uses multiple antennas located in different positions at the transmitter and receiver to
Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS…
www.theijes.com The IJES Page 26
enable a variety of signal paths to carry the data, thus taking benefit of different radio paths that exist in a typical
terrestrial environment which previously only served to introduce fading and interference. Fading may affect a
channel, negatively impacting the signal to noise ratio and for a digital data transmission, the error rate. MIMO
simply, is a diversity system. On one hand, spatial diversity provides the receiver with multiple versions of the
same signal, which helps to stabilize a link, improves performance and reduce error rate. On the other hand,
spatial multiple xing provides extra data capacity by making use of the different paths available to carry extra
traffic, which helps to increase the data throughput capability. These are the two main MIMO formats(Gerard et
al, 1996). Separate channels, where M is the number of transmit antennas and N is the number of receive
antennas. Therefore capacity scales linearly with min(M,N) while still obeying Shannon’s law.
The maximum rate at which error free data can be transmitted over a given bandwidth in the presence of noise is
defined by Shannon's law . It is usually expressed in the form:
C = W log2(1 + S/N )--------------(1)
Where C is the channel capacity in bits per second, W is the bandwidth in Hertz, and S/N is the SNR (Signal to
Noise Ratio).
Clearly, with a given bandwidth, there is an ultimate limit on the capacity of a channel. However, the capacity is
also limited by the signal to noise ratio of the received signal even before this point is reached.
Based on these limits, a balance exists between the allowable error rate and the data rate, signal to noise ratio
and power that can be transmitted. Though improvements can be made using higher order modulation schemes
to increase channel capacity while struggling to improve signal to noise ratio, these may be difficult and rather
expensive. MIMO is a novel way data throughput for individual channels can be improved.
Bit Error Rate (BER) is th number of bit errors that occur for a given number of bits transmitted. It is related to
the error probality because it is the ratio of bit errors to bits transmitted. The energy per bit is the amount of
power in a digital bit for a given amount of time (Proakis, 2000; Jeffery and Gary, 2008; Vinay and Sanjeet,
2012). The expression is shown below:
----------- (2)
The presence of Additive White Gaussian Noise (AWGN) in a channel distorts the quality of the received
signal. The deviation of the received symbols with respect to the constellation set increases with respect to
higher variance of the noise .And this leads to higher probability, demodulating a wrong symbol to make
errors(Molisch,2005:Saiful et al, 2015).
The major effect of multipath propagation can be described in terms of fading and delay spread (Sklar, 1997).
These delay spread and phase fluctuations in turn cause fluctuations in the received signal amplitude with time
resulting in a phenomenon called small scale fading or multipath fading.
The probability density function (pdf) of Rayleigh fading which is also called Small-scale fading (Goldsmith,
2005) is given by:
fRayleigh(r) = (0≤ r ≤ ) (3)
III. DESIGN APPROACH
Scientific computer simulation software, MATLAB is the tool used for this study and simulation (Omijeh,
2016). Two models were setup. First, MFSK system was modeled using a Random integer generator to allow
various parameters to be varied and tested with a multipath fading channel attached. The design models used in
this work are shown in Figure1 and Figure2 below:
Figure 1: Basic MFSK transmitter and receiver system over a multipath channel (MFSK model)
Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS…
www.theijes.com The IJES Page 27
Secondly, another identical MFSK system was designed with an adaptive orthogonal space-time block code
(OSTBC) transceiver system over a MIMO channel system attached. This uses variable numbers of receive and
transmit antennas. Here 3 transmit antennas and 2 receive antennas were used. For both models, error rate
calculation and BER display blocks were installed.
Figure 2: Basic MFSK transmitter and receiver system over a multipath MIMO channel (MFSK-MIMO model)
IV. SIMULATION RESULTS AND RESULTS
Simulation time was set to 10 MATLAB seconds. Tables1 &2 below show results obtained:
Table1: MFSK model results
MFSK
4FSK
Eb/N0 BER #error bits #bits
5 0.4442 4443 1.00E+04
10 0.383 3831 1.00E+04
15 0.3246 3247 1.00E+04
20 0.2661 2662 1.00E+04
8FSK
Eb/N0 BER #error bits #bits
5 0.5702 5703 1.00E+04
10 0.4648 4649 1.00E+04
15 0.3636 3637 1.00E+04
20 0.2699 2700 1.00E+04
16FSK
Eb/N0 BER #error bits #bits
5 0.6517 6518 1.00E+04
10 0.5032 5033 1.00E+04
15 0.354 3541 1.00E+04
20 0.2328 2328 1.00E+04
Table2: MFSK-MIMO model results
MFSK-MIMO
4FSK
Eb/N0 BER #error bits #bits
5 0.03739 374 1.00E+04
10 0.0139 139 1.00E+04
15 0.00399 40 1.00E+04
20 0.0013 13 1.00E+04
8FSK
Eb/N0 BER #error bits #bits
5 0.02859 286 1.00E+04
10 0.00479 48 1.00E+04
15 0.00059 6 1.00E+04
20 0.00005 1 1.00E+04
16FSK
Eb/N0 BER #error bits #bits
5 0.02739 274 1.00E+04
10 0.0025 25 1.00E+04
15 0.00009 1 1.00E+04
20 0 0 1.00E+04
Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS…
www.theijes.com The IJES Page 28
Figure 3: BER comparison for 4FSK
Figure 4: BER comparison for 8FSK
Figure 5: BER comparison for 16MFSK
It is observed from Table1 and Table 2 that for the same number of bits sent, the bit error rate reduced as the M-
ary number increased. However, from Table 2 it’s different. It was observed that again, for the same number of
bits sent, the bit error rate for Table 2 due to the integration of the MIMO system, decreased drastically and
returned no errors when the M-ary number got to 16. Figure 3, 4 & 5 illustrates the difference in the BER when
Tables 1 & 2 BER values were plotted against . This shows that the addition and integration of the MIMO
system model into the MFSK model produced a drastic improvement in the BER of the simulated
communication system.
Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS…
www.theijes.com The IJES Page 29
V. CONCLUSION
In this paper, an M-ary frequency shift keyed (FSK) signaling and demodulation scheme improved by MIMO
antenna technology for wireless communications was modeled and simulated then BER performance was tested.
The BER performance of the basic MFSK model was also capture. The designed system has a high level of
reliability thanks to the MATLAB software. The MIMO system successfully improved the MFSK BER. As
spectral bandwidth is now an ever more valuable commodity for radio communications systems, techniques
such as implemented here are needed to manage the available bandwidth more effectively.
REFERENCES
[1]. Gerard J. Foschini ,A. Hottinen, O. Tirkkonen, and R. Wichman, (1996): Time (BLAST), Multi-antenna transceiver, Bell
Laboratories Layered Space-
[2]. Goldsmith, A.(2005):Wireless Communications, Cambridge University Press, 2005
[3]. Jeffery.S.B and Gary .M.M (2008): Moderrn Electronic Communication, Prentice-Hall of India Private Ltd, New-Delhi-110001;
PP:466-470
[4]. Molisch,A.F(2005): Wireless Communications, John Wiley & Sons, 2005
[5]. Omijeh B.O and Agoye.S.D.O (2015): Comparative Evaluation of Different Digital Modulation Schemes on AWGN, LOS and
Non-LOS Fading Channels Based on BER Performance. International Journal of Scientific & Engineering Research, Volume 6,
Issue 10, October-2015
[6]. Omijeh.B.O (2016): Applied Engineering Mathematics with Matlab/Simulink, M & J Grand Orbit Communications Ltd ,Port
Harcourt, 2016 ; PP:201-203
[7]. Proakis.J.G,(2000): Digital Communications, 4th
Edition, McGraw Hill, 2000
[8]. Saiful Islam, Hasan Rahman, Jakeya Sultana (2015): Performance Analysis of QAM and QPSK in AWGN and Multipath Fading
Channel, International Journal of Advanced Research in Computer Science and Software Engineering 5(5), May- 2015, pp. 1648-
1654
[9]. Sklar, B(1997): "Rayleigh Fading Channels in Mobile Digital Communication Systems - Part I: Characterization",IEEE
Communications Magazine, July 1997, pp. 90-100
[10]. Sklar.B, (2001): Digital Communications, 2nd ed. Upper Saddle River, NJ: Prentice-Hall, 2001, ch. 4.7- 4.9, pp. 534-535.
[11]. Vinay P. and Sanjeet K. (2012):“Bit Error Rate (BER) Analysis of Rayleigh Fading Channels in Mobile Communication”,
International Journal of Modern Engineering Research (IJMER) Vol.2, Issue.3, May-June 2012 pp-796-798

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Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non LOS Wireless Channels

  • 1. The International Journal Of Engineering And Science (IJES) || Volume || 5 || Issue || 8 || Pages || PP -25-29 || 2016 || ISSN (e): 2319 – 1813 ISSN (p): 2319 – 1805 www.theijes.com The IJES Page 25 Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non LOS Wireless Channels 1 B. O. Omijeh and 2 T.C.Obiefuna 1 Department of Electronic and Computer Engineering, University of Port Harcourt, Port Harcourt, Rivers State, Nigeria. 2 Centre for Information and Telecommunication Engineering, University of Port Harcourt, Port Harcourt, Rivers State, Nigeria. --------------------------------------------------------ABSTRACT----------------------------------------------------------- Digital communications has evolved rapidly with a lot of success. The new trend seems to be the reinvention of already existing and even discredited or discarded theories or in this case, channels. Extensive research into optimizing or enhancing already existing schemes is still gaining momentum with practical results for all to experience and utilize. This paper describes the design and BER performance of an M-ary frequency shift keyed (FSK) signaling and demodulation scheme improved by MIMO antenna technology for wireless communications. MFSK and MIMO systems were briefly reviewed including AWGN, Non LOS fading and an important factor employed to estimate the performance of digital transmission. The research was performed using MATLAB for simulation and evaluation of the BER. Keywords: MIMO, MFSK, Modulation, BER, AWGN, Fading channels --------------------------------------------------------------------------------------------------------------------------------------- Date of Submission: 17 May 2016 Date of Acceptance: 10 August 2016 --------------------------------------------------------------------------------------------------------------------------------------- I. INTRODUCTION Multiple-input multiple-output(MIMO) is a radio frequency technology or wireless communications technology that is trending in its application to other modern telecommunication technologies, such as wireless routers, WiMax and Long Term Evolution (LTE). It is even more interesting that, what were earlier rejected as interference paths are now used by MIMO technology to provide better spectral efficiency, increased link capacity and improved link reliability. Frequency shift keying (FSK) is a modulation process in which a frequency keyed transmitter has its frequency shifted by the message. Thus the information is mapped to the changes in frequency of the carrier signal.It is used in communication systems like teleprinters, armature radios and emergency broadcasts. FSK has the advantage of high power efficiencies over other modulation techniques but has low bandwidth (BW) efficiencies (Sklar, 2001).Multiple Frequency Shift Keying (MFSK) which also known as M-ary Frequency Shift Keying is a variant of FSK which uses more than two frequencies to transmit digital information. This delivers an improvement of error rate reduction as the quantity of tones is increased though with a drawback of more bandwidth utilization and the need to ensure good transceiver stability. MFSK Bit Error Rate (BER) performance can be further improved and the overall transceiver stability guaranteed by the integration of MIMO antenna technology into the MFSK system design. This paper presents a comparative BER performance of MFSK and MFSK-MIMO systems on a multipath fading channel theoretically modeled and analyzed to confirm the one with the best performance (Omijeh and Agoye, 2015). II. THEORETICAL REVIEWS MFSK is an M-ary signaling system and as such, tones (M in number) are established with the transmitter selecting one tone at a time from the total signal for transmission. It is orthogonal (each tone can be separately detected without being influenced by another tone) and generally uses non coherent detection. Each tone for transmission can be represented as data bits. M could be a power of 2, 4, 8, 16 etc. Without the need for multi symbol coherent detection, the tolerable ratio for a given probability of error will decrease as M increases within the Shannon limit. Practically M is usually with the range of 2 to 64. MFSK is technique for digital data transmission which extends the radio teletype (RTTY) two-tone technique to multiple tones usually one tone at a time. It makes use of relatively narrow tone spacing, so interesting data rates are achievable for a given bandwidth. Multiple Inputs Multiple Outputs, (MIMO) uses the space dimension to enhance wireless systems capacity, range and dependability. It uses multiple antennas located in different positions at the transmitter and receiver to
  • 2. Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS… www.theijes.com The IJES Page 26 enable a variety of signal paths to carry the data, thus taking benefit of different radio paths that exist in a typical terrestrial environment which previously only served to introduce fading and interference. Fading may affect a channel, negatively impacting the signal to noise ratio and for a digital data transmission, the error rate. MIMO simply, is a diversity system. On one hand, spatial diversity provides the receiver with multiple versions of the same signal, which helps to stabilize a link, improves performance and reduce error rate. On the other hand, spatial multiple xing provides extra data capacity by making use of the different paths available to carry extra traffic, which helps to increase the data throughput capability. These are the two main MIMO formats(Gerard et al, 1996). Separate channels, where M is the number of transmit antennas and N is the number of receive antennas. Therefore capacity scales linearly with min(M,N) while still obeying Shannon’s law. The maximum rate at which error free data can be transmitted over a given bandwidth in the presence of noise is defined by Shannon's law . It is usually expressed in the form: C = W log2(1 + S/N )--------------(1) Where C is the channel capacity in bits per second, W is the bandwidth in Hertz, and S/N is the SNR (Signal to Noise Ratio). Clearly, with a given bandwidth, there is an ultimate limit on the capacity of a channel. However, the capacity is also limited by the signal to noise ratio of the received signal even before this point is reached. Based on these limits, a balance exists between the allowable error rate and the data rate, signal to noise ratio and power that can be transmitted. Though improvements can be made using higher order modulation schemes to increase channel capacity while struggling to improve signal to noise ratio, these may be difficult and rather expensive. MIMO is a novel way data throughput for individual channels can be improved. Bit Error Rate (BER) is th number of bit errors that occur for a given number of bits transmitted. It is related to the error probality because it is the ratio of bit errors to bits transmitted. The energy per bit is the amount of power in a digital bit for a given amount of time (Proakis, 2000; Jeffery and Gary, 2008; Vinay and Sanjeet, 2012). The expression is shown below: ----------- (2) The presence of Additive White Gaussian Noise (AWGN) in a channel distorts the quality of the received signal. The deviation of the received symbols with respect to the constellation set increases with respect to higher variance of the noise .And this leads to higher probability, demodulating a wrong symbol to make errors(Molisch,2005:Saiful et al, 2015). The major effect of multipath propagation can be described in terms of fading and delay spread (Sklar, 1997). These delay spread and phase fluctuations in turn cause fluctuations in the received signal amplitude with time resulting in a phenomenon called small scale fading or multipath fading. The probability density function (pdf) of Rayleigh fading which is also called Small-scale fading (Goldsmith, 2005) is given by: fRayleigh(r) = (0≤ r ≤ ) (3) III. DESIGN APPROACH Scientific computer simulation software, MATLAB is the tool used for this study and simulation (Omijeh, 2016). Two models were setup. First, MFSK system was modeled using a Random integer generator to allow various parameters to be varied and tested with a multipath fading channel attached. The design models used in this work are shown in Figure1 and Figure2 below: Figure 1: Basic MFSK transmitter and receiver system over a multipath channel (MFSK model)
  • 3. Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS… www.theijes.com The IJES Page 27 Secondly, another identical MFSK system was designed with an adaptive orthogonal space-time block code (OSTBC) transceiver system over a MIMO channel system attached. This uses variable numbers of receive and transmit antennas. Here 3 transmit antennas and 2 receive antennas were used. For both models, error rate calculation and BER display blocks were installed. Figure 2: Basic MFSK transmitter and receiver system over a multipath MIMO channel (MFSK-MIMO model) IV. SIMULATION RESULTS AND RESULTS Simulation time was set to 10 MATLAB seconds. Tables1 &2 below show results obtained: Table1: MFSK model results MFSK 4FSK Eb/N0 BER #error bits #bits 5 0.4442 4443 1.00E+04 10 0.383 3831 1.00E+04 15 0.3246 3247 1.00E+04 20 0.2661 2662 1.00E+04 8FSK Eb/N0 BER #error bits #bits 5 0.5702 5703 1.00E+04 10 0.4648 4649 1.00E+04 15 0.3636 3637 1.00E+04 20 0.2699 2700 1.00E+04 16FSK Eb/N0 BER #error bits #bits 5 0.6517 6518 1.00E+04 10 0.5032 5033 1.00E+04 15 0.354 3541 1.00E+04 20 0.2328 2328 1.00E+04 Table2: MFSK-MIMO model results MFSK-MIMO 4FSK Eb/N0 BER #error bits #bits 5 0.03739 374 1.00E+04 10 0.0139 139 1.00E+04 15 0.00399 40 1.00E+04 20 0.0013 13 1.00E+04 8FSK Eb/N0 BER #error bits #bits 5 0.02859 286 1.00E+04 10 0.00479 48 1.00E+04 15 0.00059 6 1.00E+04 20 0.00005 1 1.00E+04 16FSK Eb/N0 BER #error bits #bits 5 0.02739 274 1.00E+04 10 0.0025 25 1.00E+04 15 0.00009 1 1.00E+04 20 0 0 1.00E+04
  • 4. Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS… www.theijes.com The IJES Page 28 Figure 3: BER comparison for 4FSK Figure 4: BER comparison for 8FSK Figure 5: BER comparison for 16MFSK It is observed from Table1 and Table 2 that for the same number of bits sent, the bit error rate reduced as the M- ary number increased. However, from Table 2 it’s different. It was observed that again, for the same number of bits sent, the bit error rate for Table 2 due to the integration of the MIMO system, decreased drastically and returned no errors when the M-ary number got to 16. Figure 3, 4 & 5 illustrates the difference in the BER when Tables 1 & 2 BER values were plotted against . This shows that the addition and integration of the MIMO system model into the MFSK model produced a drastic improvement in the BER of the simulated communication system.
  • 5. Improvement Of MFSK -BER Performance Using MIMO Technology On Multipath Non LOS… www.theijes.com The IJES Page 29 V. CONCLUSION In this paper, an M-ary frequency shift keyed (FSK) signaling and demodulation scheme improved by MIMO antenna technology for wireless communications was modeled and simulated then BER performance was tested. The BER performance of the basic MFSK model was also capture. The designed system has a high level of reliability thanks to the MATLAB software. The MIMO system successfully improved the MFSK BER. As spectral bandwidth is now an ever more valuable commodity for radio communications systems, techniques such as implemented here are needed to manage the available bandwidth more effectively. REFERENCES [1]. Gerard J. Foschini ,A. Hottinen, O. Tirkkonen, and R. Wichman, (1996): Time (BLAST), Multi-antenna transceiver, Bell Laboratories Layered Space- [2]. Goldsmith, A.(2005):Wireless Communications, Cambridge University Press, 2005 [3]. Jeffery.S.B and Gary .M.M (2008): Moderrn Electronic Communication, Prentice-Hall of India Private Ltd, New-Delhi-110001; PP:466-470 [4]. Molisch,A.F(2005): Wireless Communications, John Wiley & Sons, 2005 [5]. Omijeh B.O and Agoye.S.D.O (2015): Comparative Evaluation of Different Digital Modulation Schemes on AWGN, LOS and Non-LOS Fading Channels Based on BER Performance. International Journal of Scientific & Engineering Research, Volume 6, Issue 10, October-2015 [6]. Omijeh.B.O (2016): Applied Engineering Mathematics with Matlab/Simulink, M & J Grand Orbit Communications Ltd ,Port Harcourt, 2016 ; PP:201-203 [7]. Proakis.J.G,(2000): Digital Communications, 4th Edition, McGraw Hill, 2000 [8]. Saiful Islam, Hasan Rahman, Jakeya Sultana (2015): Performance Analysis of QAM and QPSK in AWGN and Multipath Fading Channel, International Journal of Advanced Research in Computer Science and Software Engineering 5(5), May- 2015, pp. 1648- 1654 [9]. Sklar, B(1997): "Rayleigh Fading Channels in Mobile Digital Communication Systems - Part I: Characterization",IEEE Communications Magazine, July 1997, pp. 90-100 [10]. Sklar.B, (2001): Digital Communications, 2nd ed. Upper Saddle River, NJ: Prentice-Hall, 2001, ch. 4.7- 4.9, pp. 534-535. [11]. Vinay P. and Sanjeet K. (2012):“Bit Error Rate (BER) Analysis of Rayleigh Fading Channels in Mobile Communication”, International Journal of Modern Engineering Research (IJMER) Vol.2, Issue.3, May-June 2012 pp-796-798