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ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011



        On the Performance Analysis of Multi-antenna
               Relaying System over Rayleigh
                      Fading Channel
                                      Anup Dey1, Pradip Kumar Ghosh2, Kapil Gupta2
                                  1
                                   Electronics and Communication Engineering Department,
                                          Kalyani Government Engineering College,
                                                         Kalyani, India.
                                                e-mail: a_dey2002@yahoo.com
                                 2
                                   Electronics and Communication Engineering Department,
                                          Mody Institute of Technology and Science,
                                                  Lakshmangarh, Sikar, India.
                              e-mail: pkghosh_ece@yahoo.co.in, kapil_mbm@rediffmail.com


Abstract—In this work, the end-to-end performance of an                 infrastructure-based fixed relays is feasible [6], and the single
amplify-and-forward multi-antenna infrastructure-based relay            antenna relay can be considered as a special case of
(fixed relay) system over flat Rayleigh fading channel is               this set-up. In [6] the end-to-end performance of such fixed
investigated. New closed form expressions for the statistics of         multi-antenna relay(infrastructure-based relaying) is studied
the received signal-to-noise ratio (SNR) are presented and              for the decode-and forward(DF) relaying scheme(more
applied for studying the outage probability and the average             specifically threshold DF) and examined the achievable
bit error rate of the digital receivers. The results reveal that
                                                                        cooperative diversity. In [7], the performance of selection
the system performance improves significantly (roughly 3 dB)
for M=2 over that for M=1 in both low and high signal-to-
                                                                        combining (SC) based multi-antenna fixed relay for both
noise ratio. However, little additional performance                     amplify-and-forward and decode-and-forward relaying is
improvement can be achieved for M>2 relative to M=2 at high             presented.
SNR.                                                                       In this paper, we investigate the end-to-end performance
                                                                        of maximum ratio combining (MRC) based-multi-antenna
Index Terms — Diversity, fading channel, moment generating              fixed relay (infrastructure-based relay ) system with amplify-
function(mgf) , outage probability.                                     and-forward (AF) relaying technique which offers a simpler
                                                                        hardware circuitry for its implementation compare to the
                      I. INTRODUCTION                                   decode-and forward(DF) relaying. New closed form
  Relaying is used primarily for extending the coverage area            expressions for the statistics of the received signal-to-noise
of a transmitter. Recently it has gained considerable interest          ratio (SNR) are developed for independent flat Rayleigh
due to its possible application in cooperative diversity [1].           fading channel. More specifically, the probability density
Cooperative diversity emerged as a promising technique due              function (pdf), the cumulative density function (cdf), the
to its ability to combat deep fade in a wireless channel and            moment generating function (mgf) and the output SNR
uses single or multiple relay links to achieve spatial diversity        moments are derived. These statistical results are the applied
forming a virtual antenna array at the receiver. Applications           to study the important performance metrics of the system.
of cooperative diversity include future cellular and ad-hoc             Outage Probability (OP), received SNR moments and the
wireless communication systems [2-4].                                   average bit error rates (ABERs) for binary differential phase
     The end-to-end performances of a two-hop relayed                   shift keying and binary frequency shift keying are also
transmission link is studied analytically in [1] over Rayleigh          derived in closed form.
fading channel where only a single antenna located at the                   The remainder of the paper is organized as follows. In
source and destination nodes and a single antenna each for              section II, the infrastructure based relaying system and
reception and transmission at the relay. In recent years,               channel models are introduced and pdf cdf and mgf of the
realizing the potential benefit of MIMO (multiple-input-                received SNR are derived. Section III provides the
multiple-output) systems over the single antenna system ,               expressions for various performance metrics of the system,
accommodating multiple antenna at the relay node is gaining             while in section IV, the results of these metrics are applied
great interest [5, and references there in ] .However,                  and analyzed. Finally, concluding remarks are provided in
deployment of multiple antennas at the mobile terminals                 section V.
often encounters various implementation problems as the
future wireless terminals are expected to be small and light.
In contrast to mobile terminals, accommodating a small
number of antennas on

© 2011 ACEEE                                                       46
DOI: 01.IJCSI.02.01.99
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011


                                                                          Assuming  r ,d , the fading amplitude of the channel between
                                                                          antennas at R and D as Rayleigh type, and the average SNR
                                                                          being         d
                                                                                                , by similar reasoning the pdf of  r ,d can be
                                                                          written as
                                                                                                                             r ,d
                                                                                                                        
                                                                                                                1               d       (6)
                                                                             p              (  r ,d )            e
                                                                                  r ,d                         d


                                                                                  Choosing the appropriate gain at the relay terminal
                                                                          before re- transmission, the overall SNR at the receiving
                                                                          terminal D can be very closely upper bounded as, [1],




        II. MULTI-ANTENNA (FIXED RELAY) SYSTEM                                                                                           (7)
 A. System and Channel Model
  Figure1 shows a two-hop wireless communication system
where terminal S is communicating with terminal D through                 where  s ,r is the output SNR of the MRC, and r ,d is the
the relay terminal R. The relay R is equipped with M                      instantaneous SNR between R and D. Eq. (7) is often
receiving antennas for reception of signal transmitted from               preferred for performance analysis in dual-hop relayed
terminal S and a single transmitting antenna to convey the                transmission links due to it’s mathematical tractability [1].
signal to terminal D after suitable amplification at the relay
                                                                          B. Derivation of the cdf and pdf of received SNR at
node. We assume that maximum ratio combining (MRC) is
                                                                          destination
used for receiving the signal at R. In MRC, the branch with
the instantaneous SNR is selected as the output of the
combiner is given by [8],


                                          (4)
         where the instantaneous signal-to-noise ratio (SNR)
                                Es       2
of the i-th branch is,   i         [ i ]   , i = 1,2,..,M, with
                                N0

 i being the Rayleigh fading amplitude of the channel
between terminals S and the antennas (i = 1, 2, M,) at relay
R, Es is the energy of the transmitted signals and N0 is the
one-sided noise power spectral density per branch. We
assume the channel is frequency non-selective and slowly
varying such that it is constant over the transmitted symbols
interval. Noting that i is Rayleigh distributed, i 2 is the
exponentially distributed random variables. If we further
assume that ( SNR )i is the same for all diversity branches

(i.e.,     ..   M   s ), the output SNR of the MRC
        1 2
combiner (or, the SNR between S and R ,  s ,r ) follows the
Gamma distribution with the probability density function
(pdf) given by [8]


                                                            (5)
                                                                                                                                          (10)

© 2011 ACEEE                                                         47
DOI: 01.IJCSI.02.01.99
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011


where L1  denotes the inverse Laplace transform. Using
                                                                   The outage probability of a diversity combiner is defined as
[14 eq. (07.27.26.0004.01)], followed by [10, eq. (9.31.2)]         the probability that the instantaneous SNR,  ,
and some algebraic manipulations, eq. (10) can also be              fallsbellowsome prescribed threshold(  th ).Mathematically,
                                                                                                                               ,
expressed as
                                                                    it is given by
                                                                             Pop  Pr  0     th     F ( 
                                                                                                                  th )               (17)
                                                                                                    
                                                                      Using (13) and (17), the outage probability can be shown
                                                                    to be given by
                                                                                                                M 1 M
                                                                                               3,0
                                                                                                            1
                                                                                                                 2
                                                                                                                    ,
                                                                                                                      2
                                                                                                                           
                                                                         Pop  1  M       G  4  th                          (18)
                                                                                  2  ( M ) 2,3             0, M , M 1   
                                                                                                                          
                                                                             It can be shown that (18) can easily be reduced
                                                                    to[13, eq. (17)] for M  1 . It may be noted that the lower
                                                                    bound of the outage probability for the fixed relay multi-
                                                                    antenna can be achieved by letting M   [13]. Following
                                                                    the same reasoning as in [13], if M goes to infinity, the
                                                                    SNR of the S  R link can be considered very much large
                                                                    compare to that of the R D link and hence the overall received
                                                                    SNR is dictated only by the R D. The outage probability for
                                                                    this case can be written as,



                                                                    B. Average Bit Error Rate (ABER)
                                                                      Average BER of several digital modulation schemes may
                                                                    be evaluated by using the MGF-based approach outlined in
                                                                    [12] once the MFG is known .For example, the ABER of
                                                                    binary differential phase-shift keying (DPSK) and
                                                                    noncoherent orthogonal frequency-shift keying (NCFSK)
                                                                    can be written in the following form




         It may be noted that for M  1 , (16) simplifies to
                           1
eq. (22) of [1] with         .
                           
               III. PERFORMANCE ANALYSIS                                   IV. NUMERICAL RESULTS AND DISCUSSIONS
     Using the above results for pdf, cdf, and the mgf of              In Fig.2, eq. (18) is used to plot the outage probability
destination SNR one can derive the various performance              curves for amplify-and-forward (AF) multi-antenna fixed
measures to study the impact of the multiple-antenna relay
                                                                                                                                 1
system on overall communication link, such as the outage            relay (infrastructure-based relay) system with                  . The
                                                                                                                                 
probability(OP), the average bit error rate(ABER) or average
symbol error rate(ASER) ,the destination SNR moments .              horizontal axis represents the instantaneous SNR in dB and
                                                                    the vertical axis represents the outage probabilities. From

© 2011 ACEEE                                                   48
DOI: 01.IJCSI.02.01.99
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011


Fig. 2, it is clear that the improvement is significantly high,
for M =2 (roughly 3 dB ) relative to M=1 in the region
where the SNR is greater than 5 dB . However, it is
observed that for M>2 relative to M=2, the additional
improvement achieved is little for low SNR regimes and
insignificant in the high SNR regimes. For M>2 the plots
quickly align with the curves for M=2 as the SNR increases.
This behavior was also reported in[13] while studying the
outage performance with multiple-source antennas.
    Fig.3. compares the variation of the ABER for binary
DPSK with respect to the average SNR per branch for
infrastructure-based fixed relays over flat Rayleigh fading
channel with varying number of antennas M. Similar
performance is noted (as in the case of outage probability).
From the figure it is clear that employing two antennas at
the input improve the overall ABER both at the low and
high SNR regimes. However, employing more number of
antennas (M>2) at the relay input has little influence to
improve the overall link performance compare to two
antennas(M=2). This is due to the fact that in case of
infrastructure-based fixed relays the S  R link is improved
whereas overall performance is determined by both S R
and R D links.
           In view of the above it can be inferred that for all
practical purposes employing fixed relays the best
performance can be achieved when the relay has two                                          V. CONCLUSION
antennas at the relay input.                                                In this work we have presented new closed form
                                                                       expressions for the statistics of infrastructure-based fixed
                                                                       multi-antenna relays. Based on the derived expressions, the
                                                                       error performance of such link structure is studied
                                                                       analytically in terms of the ABERs and outage probabilities
                                                                       for amplify-and-forward relaying systems. It is also shown
                                                                       that the best performance may be achieved when the number
                                                                       of antennas is two at the relay input. The results can be
                                                                       extended for studying the performance of multi-relay
                                                                       cooperative diversity systems and evaluate performance of
                                                                       infrastructure-based multi-antenna relay in various digital
                                                                       receivers.




© 2011 ACEEE                                                      49
DOI: 01.IJCSI.02.01.99
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011

                       REFERENCES                                       [7]    A. Dey,P. K. Ghosh and K. Gupta,” Performance of
                                                                               Multiple Selection Diversity Antennas at the Relay Input
[1]     M.O. Hasna and M.-S. Alouini, “End-to-end performance                  for Relaying System,” in Proceedings of International
        of transmission systems with relays over Rayleigh-fading               Conference on Recent Trends in Information,
        channels,” IEEE Trans .Wireless Commun.., vol. 2, no.                  Telecommunication and Computing (ITC), 2010.
        6, pp. 1126-1131, Nov. 2003.                                    [8]    Simon Haykin and Michael Moher, Modern Wireless
[2]     A.Sendonaris, E. Erkip, and B. Aazhang, “User                          Communications , Pearson Education, 2005.
        cooperation       diversity,part I and II,” IEEE Trans.         [9]    A. Papoulis and S. U. Pillai, Probability, Random
        Commun., vol. 51, no. 11, Nov. 2003.                                   Variables and Stochastic Process, 4th ed. New York:
[3]     J. N. Laneman, D. Tse, and G. W. Wornell, “Cooperative                 McGraw-Hill,2002.
        diversityin wireless networks: efficient protocols and          [10]   I. S. Gradshteyn and I. M. Rzyhik, Table of Integrals,
        outage behaviour,” IEEETrans. Inform. Theory, vol. 50,                 Series and Products, 5th ed. Academic Press, 1994.
        no. 12, pp. 3062-3080, Dec. 2004.                               [11]   A. P. Prudnikov, Y. A. Brychkov, and O. I. Marichev,
[4]     R. U. Nabar, H. Bolcskei, and F. W. Kneubuler, “Fading                 Integral and Series:Inverse Laplace Transforms, 5th ed.
        relay channels:performance limits and space-time signal                London, U.K.: Gordon and Breach,1992, vol. 5.
        design,” IEEE J. Select. AreasCommun., Aug. 2004.               [12]   M. K. Simon and M.-S. Alouini, Digital Communication
[5]     B. Wang, J. Zhang, and A. Host-Madsen, “On the                         over Fading Channels: A Unified Approach to
        capacity of MIMO relay channels,” IEEE Trans. Inf.                     Performance Analysis. New York: John Wiley & Sons,
        Theory, vol. 51, no. 1, pp. 29–43, Jan.2005.                           2000.
[6]     A. Adinoyi and H. Yanikomeroglu,” Cooperative                   [13]   Hyunkee Min, Sungeun Lee, Kyungchul Kwak, and
        Relaying in Multi-Antenna Fixed Relay Networks,”IEEE                   Daesik Hong, “Effect of Multiple Antennas at the Source
        Trans. Wireless Commun., vol. 6, no. 2, pp.533-544, Feb.               on Outage Probability for Amplify-and-Forward Relaying
        2007.                                                                  Systems ,” IEEE Trans .Wireless Commun.., vol. 8, no.
                                                                               2, pp. 633-637, Feb. 2009.
                                                                        [14]   ‘The Wolfram function site’,[online]. Available: http://
                                                                               Functions.wolfram.com.




© 2011 ACEEE                                                       50
DOI:1.IJCSI.02.01.99

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On the Performance Analysis of Multi-antenna Relaying System over Rayleigh Fading Channel

  • 1. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011 On the Performance Analysis of Multi-antenna Relaying System over Rayleigh Fading Channel Anup Dey1, Pradip Kumar Ghosh2, Kapil Gupta2 1 Electronics and Communication Engineering Department, Kalyani Government Engineering College, Kalyani, India. e-mail: a_dey2002@yahoo.com 2 Electronics and Communication Engineering Department, Mody Institute of Technology and Science, Lakshmangarh, Sikar, India. e-mail: pkghosh_ece@yahoo.co.in, kapil_mbm@rediffmail.com Abstract—In this work, the end-to-end performance of an infrastructure-based fixed relays is feasible [6], and the single amplify-and-forward multi-antenna infrastructure-based relay antenna relay can be considered as a special case of (fixed relay) system over flat Rayleigh fading channel is this set-up. In [6] the end-to-end performance of such fixed investigated. New closed form expressions for the statistics of multi-antenna relay(infrastructure-based relaying) is studied the received signal-to-noise ratio (SNR) are presented and for the decode-and forward(DF) relaying scheme(more applied for studying the outage probability and the average specifically threshold DF) and examined the achievable bit error rate of the digital receivers. The results reveal that cooperative diversity. In [7], the performance of selection the system performance improves significantly (roughly 3 dB) for M=2 over that for M=1 in both low and high signal-to- combining (SC) based multi-antenna fixed relay for both noise ratio. However, little additional performance amplify-and-forward and decode-and-forward relaying is improvement can be achieved for M>2 relative to M=2 at high presented. SNR. In this paper, we investigate the end-to-end performance of maximum ratio combining (MRC) based-multi-antenna Index Terms — Diversity, fading channel, moment generating fixed relay (infrastructure-based relay ) system with amplify- function(mgf) , outage probability. and-forward (AF) relaying technique which offers a simpler hardware circuitry for its implementation compare to the I. INTRODUCTION decode-and forward(DF) relaying. New closed form Relaying is used primarily for extending the coverage area expressions for the statistics of the received signal-to-noise of a transmitter. Recently it has gained considerable interest ratio (SNR) are developed for independent flat Rayleigh due to its possible application in cooperative diversity [1]. fading channel. More specifically, the probability density Cooperative diversity emerged as a promising technique due function (pdf), the cumulative density function (cdf), the to its ability to combat deep fade in a wireless channel and moment generating function (mgf) and the output SNR uses single or multiple relay links to achieve spatial diversity moments are derived. These statistical results are the applied forming a virtual antenna array at the receiver. Applications to study the important performance metrics of the system. of cooperative diversity include future cellular and ad-hoc Outage Probability (OP), received SNR moments and the wireless communication systems [2-4]. average bit error rates (ABERs) for binary differential phase The end-to-end performances of a two-hop relayed shift keying and binary frequency shift keying are also transmission link is studied analytically in [1] over Rayleigh derived in closed form. fading channel where only a single antenna located at the The remainder of the paper is organized as follows. In source and destination nodes and a single antenna each for section II, the infrastructure based relaying system and reception and transmission at the relay. In recent years, channel models are introduced and pdf cdf and mgf of the realizing the potential benefit of MIMO (multiple-input- received SNR are derived. Section III provides the multiple-output) systems over the single antenna system , expressions for various performance metrics of the system, accommodating multiple antenna at the relay node is gaining while in section IV, the results of these metrics are applied great interest [5, and references there in ] .However, and analyzed. Finally, concluding remarks are provided in deployment of multiple antennas at the mobile terminals section V. often encounters various implementation problems as the future wireless terminals are expected to be small and light. In contrast to mobile terminals, accommodating a small number of antennas on © 2011 ACEEE 46 DOI: 01.IJCSI.02.01.99
  • 2. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011 Assuming  r ,d , the fading amplitude of the channel between antennas at R and D as Rayleigh type, and the average SNR being  d , by similar reasoning the pdf of  r ,d can be written as  r ,d  1  d (6) p (  r ,d )  e r ,d  d Choosing the appropriate gain at the relay terminal before re- transmission, the overall SNR at the receiving terminal D can be very closely upper bounded as, [1], II. MULTI-ANTENNA (FIXED RELAY) SYSTEM (7) A. System and Channel Model Figure1 shows a two-hop wireless communication system where terminal S is communicating with terminal D through where  s ,r is the output SNR of the MRC, and r ,d is the the relay terminal R. The relay R is equipped with M instantaneous SNR between R and D. Eq. (7) is often receiving antennas for reception of signal transmitted from preferred for performance analysis in dual-hop relayed terminal S and a single transmitting antenna to convey the transmission links due to it’s mathematical tractability [1]. signal to terminal D after suitable amplification at the relay B. Derivation of the cdf and pdf of received SNR at node. We assume that maximum ratio combining (MRC) is destination used for receiving the signal at R. In MRC, the branch with the instantaneous SNR is selected as the output of the combiner is given by [8], (4) where the instantaneous signal-to-noise ratio (SNR) Es 2 of the i-th branch is, i  [ i ] , i = 1,2,..,M, with N0  i being the Rayleigh fading amplitude of the channel between terminals S and the antennas (i = 1, 2, M,) at relay R, Es is the energy of the transmitted signals and N0 is the one-sided noise power spectral density per branch. We assume the channel is frequency non-selective and slowly varying such that it is constant over the transmitted symbols interval. Noting that i is Rayleigh distributed, i 2 is the exponentially distributed random variables. If we further assume that ( SNR )i is the same for all diversity branches (i.e.,     ..   M   s ), the output SNR of the MRC 1 2 combiner (or, the SNR between S and R ,  s ,r ) follows the Gamma distribution with the probability density function (pdf) given by [8] (5) (10) © 2011 ACEEE 47 DOI: 01.IJCSI.02.01.99
  • 3. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011 where L1  denotes the inverse Laplace transform. Using  The outage probability of a diversity combiner is defined as [14 eq. (07.27.26.0004.01)], followed by [10, eq. (9.31.2)] the probability that the instantaneous SNR,  , and some algebraic manipulations, eq. (10) can also be fallsbellowsome prescribed threshold(  th ).Mathematically, , expressed as it is given by Pop  Pr  0     th   F (  th ) (17)   Using (13) and (17), the outage probability can be shown to be given by M 1 M  3,0  1 2 , 2  Pop  1  M G  4  th  (18) 2  ( M ) 2,3  0, M , M 1    It can be shown that (18) can easily be reduced to[13, eq. (17)] for M  1 . It may be noted that the lower bound of the outage probability for the fixed relay multi- antenna can be achieved by letting M   [13]. Following the same reasoning as in [13], if M goes to infinity, the SNR of the S  R link can be considered very much large compare to that of the R D link and hence the overall received SNR is dictated only by the R D. The outage probability for this case can be written as, B. Average Bit Error Rate (ABER) Average BER of several digital modulation schemes may be evaluated by using the MGF-based approach outlined in [12] once the MFG is known .For example, the ABER of binary differential phase-shift keying (DPSK) and noncoherent orthogonal frequency-shift keying (NCFSK) can be written in the following form It may be noted that for M  1 , (16) simplifies to 1 eq. (22) of [1] with   .  III. PERFORMANCE ANALYSIS IV. NUMERICAL RESULTS AND DISCUSSIONS Using the above results for pdf, cdf, and the mgf of In Fig.2, eq. (18) is used to plot the outage probability destination SNR one can derive the various performance curves for amplify-and-forward (AF) multi-antenna fixed measures to study the impact of the multiple-antenna relay 1 system on overall communication link, such as the outage relay (infrastructure-based relay) system with   . The  probability(OP), the average bit error rate(ABER) or average symbol error rate(ASER) ,the destination SNR moments . horizontal axis represents the instantaneous SNR in dB and the vertical axis represents the outage probabilities. From © 2011 ACEEE 48 DOI: 01.IJCSI.02.01.99
  • 4. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011 Fig. 2, it is clear that the improvement is significantly high, for M =2 (roughly 3 dB ) relative to M=1 in the region where the SNR is greater than 5 dB . However, it is observed that for M>2 relative to M=2, the additional improvement achieved is little for low SNR regimes and insignificant in the high SNR regimes. For M>2 the plots quickly align with the curves for M=2 as the SNR increases. This behavior was also reported in[13] while studying the outage performance with multiple-source antennas. Fig.3. compares the variation of the ABER for binary DPSK with respect to the average SNR per branch for infrastructure-based fixed relays over flat Rayleigh fading channel with varying number of antennas M. Similar performance is noted (as in the case of outage probability). From the figure it is clear that employing two antennas at the input improve the overall ABER both at the low and high SNR regimes. However, employing more number of antennas (M>2) at the relay input has little influence to improve the overall link performance compare to two antennas(M=2). This is due to the fact that in case of infrastructure-based fixed relays the S  R link is improved whereas overall performance is determined by both S R and R D links. In view of the above it can be inferred that for all practical purposes employing fixed relays the best performance can be achieved when the relay has two V. CONCLUSION antennas at the relay input. In this work we have presented new closed form expressions for the statistics of infrastructure-based fixed multi-antenna relays. Based on the derived expressions, the error performance of such link structure is studied analytically in terms of the ABERs and outage probabilities for amplify-and-forward relaying systems. It is also shown that the best performance may be achieved when the number of antennas is two at the relay input. The results can be extended for studying the performance of multi-relay cooperative diversity systems and evaluate performance of infrastructure-based multi-antenna relay in various digital receivers. © 2011 ACEEE 49 DOI: 01.IJCSI.02.01.99
  • 5. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 01, Feb 2011 REFERENCES [7] A. Dey,P. K. Ghosh and K. Gupta,” Performance of Multiple Selection Diversity Antennas at the Relay Input [1] M.O. Hasna and M.-S. Alouini, “End-to-end performance for Relaying System,” in Proceedings of International of transmission systems with relays over Rayleigh-fading Conference on Recent Trends in Information, channels,” IEEE Trans .Wireless Commun.., vol. 2, no. Telecommunication and Computing (ITC), 2010. 6, pp. 1126-1131, Nov. 2003. [8] Simon Haykin and Michael Moher, Modern Wireless [2] A.Sendonaris, E. Erkip, and B. Aazhang, “User Communications , Pearson Education, 2005. cooperation diversity,part I and II,” IEEE Trans. [9] A. Papoulis and S. U. Pillai, Probability, Random Commun., vol. 51, no. 11, Nov. 2003. Variables and Stochastic Process, 4th ed. New York: [3] J. N. Laneman, D. Tse, and G. W. Wornell, “Cooperative McGraw-Hill,2002. diversityin wireless networks: efficient protocols and [10] I. S. Gradshteyn and I. M. Rzyhik, Table of Integrals, outage behaviour,” IEEETrans. Inform. Theory, vol. 50, Series and Products, 5th ed. Academic Press, 1994. no. 12, pp. 3062-3080, Dec. 2004. [11] A. P. Prudnikov, Y. A. Brychkov, and O. I. Marichev, [4] R. U. Nabar, H. Bolcskei, and F. W. Kneubuler, “Fading Integral and Series:Inverse Laplace Transforms, 5th ed. relay channels:performance limits and space-time signal London, U.K.: Gordon and Breach,1992, vol. 5. design,” IEEE J. Select. AreasCommun., Aug. 2004. [12] M. K. Simon and M.-S. Alouini, Digital Communication [5] B. Wang, J. Zhang, and A. Host-Madsen, “On the over Fading Channels: A Unified Approach to capacity of MIMO relay channels,” IEEE Trans. Inf. Performance Analysis. New York: John Wiley & Sons, Theory, vol. 51, no. 1, pp. 29–43, Jan.2005. 2000. [6] A. Adinoyi and H. Yanikomeroglu,” Cooperative [13] Hyunkee Min, Sungeun Lee, Kyungchul Kwak, and Relaying in Multi-Antenna Fixed Relay Networks,”IEEE Daesik Hong, “Effect of Multiple Antennas at the Source Trans. Wireless Commun., vol. 6, no. 2, pp.533-544, Feb. on Outage Probability for Amplify-and-Forward Relaying 2007. Systems ,” IEEE Trans .Wireless Commun.., vol. 8, no. 2, pp. 633-637, Feb. 2009. [14] ‘The Wolfram function site’,[online]. Available: http:// Functions.wolfram.com. © 2011 ACEEE 50 DOI:1.IJCSI.02.01.99