Robust Joint Design of Linear Relay Precoder and Destination Equalizer for Dual-Hop Amplify-and-Forward MIMO Relay Systems

This paper addresses the problem of robust linear relay precoder and destination equalizer design for a dual-hop amplify-and-forward (AF) multiple-input multiple-output (MIMO) relay system, with Gaussian random channel uncertainties in both hops. By taking the channel uncertainties into account, two...

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Published inIEEE transactions on signal processing Vol. 58; no. 4; pp. 2273 - 2283
Main Authors Xing, Chengwen, Ma, Shaodan, Wu, Yik-Chung
Format Journal Article
LanguageEnglish
Published New York, NY IEEE 01.04.2010
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract This paper addresses the problem of robust linear relay precoder and destination equalizer design for a dual-hop amplify-and-forward (AF) multiple-input multiple-output (MIMO) relay system, with Gaussian random channel uncertainties in both hops. By taking the channel uncertainties into account, two robust design algorithms are proposed to minimize the mean-square error (MSE) of the output signal at the destination. One is an iterative algorithm with its convergence proved analytically. The other is an approximated closed-form solution with much lower complexity than the iterative algorithm. Although the closed-form solution involves a minor relaxation for the general case, when the column covariance matrix of the channel estimation error at the second hop is proportional to identity matrix, no relaxation is needed and the proposed closed-form solution is the optimal solution. Simulation results show that the proposed algorithms reduce the sensitivity of the AF MIMO relay systems to channel estimation errors, and perform better than the algorithm using estimated channels only. Furthermore, the closed-form solution provides a comparable performance to that of the iterative algorithm.
AbstractList This paper addresses the problem of robust linear relay precoder and destination equalizer design for a dual-hop amplify-and-forward (AF) multiple-input multiple-output (MIMO) relay system, with Gaussian random channel uncertainties in both hops. By taking the channel uncertainties into account, two robust design algorithms are proposed to minimize the mean-square error (MSE) of the output signal at the destination. One is an iterative algorithm with its convergence proved analytically. The other is an approximated closed-form solution with much lower complexity than the iterative algorithm. Although the closed-form solution involves a minor relaxation for the general case, when the column covariance matrix of the channel estimation error at the second hop is proportional to identity matrix, no relaxation is needed and the proposed closed-form solution is the optimal solution. Simulation results show that the proposed algorithms reduce the sensitivity of the AF MIMO relay systems to channel estimation errors, and perform better than the algorithm using estimated channels only. Furthermore, the closed-form solution provides a comparable performance to that of the iterative algorithm.
Author Chengwen Xing
Shaodan Ma
Yik-Chung Wu
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Cites_doi 10.1109/LCOMM.2008.080339
10.1109/TIT.2004.838089
10.1109/LCOMM.2005.11009
10.1109/TSP.2008.929120
10.1109/TWC.2004.837453
10.1109/TIT.2010.2043765
10.1017/CBO9780511807213
10.1109/TVT.2007.898412
10.1109/TSP.2007.907821
10.1109/TSP.2005.861084
10.1109/TIT.2004.839487
10.1109/26.974266
10.1109/TSP.2008.2008542
10.1109/TSP.2006.890913
10.1109/TSP.2008.919384
10.1109/TSP.2004.842199
10.1137/05064816X
10.1109/JSAC.2008.081009
10.1109/TWC.2007.348336
10.1109/ICC.2008.833
10.1017/CBO9780511804441
10.1109/TSP.2009.2018610
10.1109/TSP.2005.850331
10.1109/MCOM.2009.5116799
10.1109/MSP.2006.1708409
10.1214/aoms/1177703550
10.1017/CBO9780511810817
10.1109/TWC.2006.1638664
10.1109/TSP.2003.815393
10.1109/TSP.2008.925945
10.1017/CBO9780511550065
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Issue 4
Keywords Performance evaluation
Parameter estimation
Relay
Amplify-and-forward (AF)
Iterative method
Equalizer
Mean square error
Relaxation
Channel estimation
Convergence rate
MIMO system
Estimation error
minimum mean-square-error (MMSE)
Gaussian channel
precoder
Output signal
Covariance matrix
multiple-input multiple-output (MIMO)
Joint
Algorithm
Multihop network
Relay channel
Algorithm performance
Simulation
Optimal solution
Signal processing
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References ref34
ref12
ref15
ref14
ref30
ref33
ref11
ref10
ref2
ref1
ref39
ref17
ref38
bertsekas (ref31) 2005
ref16
chong (ref32) 1996
ref18
frachinei (ref37) 2003; i
dietrich (ref13) 2007
gupta (ref25) 2000
ref24
ref23
ref26
ref20
ref22
ref21
ref28
ref27
ref29
ref8
ref7
ref9
ref4
ref3
stefania (ref19) 2009
ref6
ref5
marshall (ref36) 1979
kay (ref35) 1993
References_xml – year: 2000
  ident: ref25
  publication-title: Matrix Variate Distributions
  contributor:
    fullname: gupta
– ident: ref21
  doi: 10.1109/LCOMM.2008.080339
– ident: ref2
  doi: 10.1109/TIT.2004.838089
– year: 2005
  ident: ref31
  publication-title: Nonlinear Programming
  contributor:
    fullname: bertsekas
– ident: ref30
  doi: 10.1109/LCOMM.2005.11009
– ident: ref22
  doi: 10.1109/TSP.2008.929120
– ident: ref29
  doi: 10.1109/TWC.2004.837453
– year: 1993
  ident: ref35
  publication-title: Fundamental of Statistical Signal Processing Estimation Theory
  contributor:
    fullname: kay
– year: 2009
  ident: ref19
  publication-title: LTE the UMTS Long Term Evolution From Theory to Practice
  contributor:
    fullname: stefania
– year: 1979
  ident: ref36
  publication-title: Inequalities Theory of Majorization and Its Applications
  contributor:
    fullname: marshall
– ident: ref15
  doi: 10.1109/TIT.2010.2043765
– ident: ref8
  doi: 10.1017/CBO9780511807213
– ident: ref27
  doi: 10.1109/TVT.2007.898412
– ident: ref18
  doi: 10.1109/TSP.2007.907821
– ident: ref23
  doi: 10.1109/TSP.2005.861084
– ident: ref14
  doi: 10.1109/TIT.2004.839487
– ident: ref9
  doi: 10.1109/26.974266
– ident: ref28
  doi: 10.1109/TSP.2008.2008542
– ident: ref6
  doi: 10.1109/TSP.2006.890913
– ident: ref39
  doi: 10.1109/TSP.2008.919384
– ident: ref11
  doi: 10.1109/TSP.2004.842199
– year: 2007
  ident: ref13
  publication-title: Robust Signal Processing for Wireless Communications Foundations in Signal Processing Communications and Networking
  contributor:
    fullname: dietrich
– ident: ref33
  doi: 10.1137/05064816X
– ident: ref4
  doi: 10.1109/JSAC.2008.081009
– ident: ref5
  doi: 10.1109/TWC.2007.348336
– ident: ref16
  doi: 10.1109/ICC.2008.833
– ident: ref38
  doi: 10.1017/CBO9780511804441
– ident: ref24
  doi: 10.1109/TSP.2009.2018610
– ident: ref12
  doi: 10.1109/TSP.2005.850331
– year: 1996
  ident: ref32
  publication-title: An Introduction to Optimization
  contributor:
    fullname: chong
– ident: ref20
  doi: 10.1109/MCOM.2009.5116799
– ident: ref1
  doi: 10.1109/MSP.2006.1708409
– ident: ref26
  doi: 10.1214/aoms/1177703550
– ident: ref34
  doi: 10.1017/CBO9780511810817
– ident: ref17
  doi: 10.1109/TWC.2006.1638664
– ident: ref10
  doi: 10.1109/TSP.2003.815393
– volume: i
  year: 2003
  ident: ref37
  publication-title: Finite-Dimensional Variational Inequalities and Complementarity Problems Spring Series in Operation Research
  contributor:
    fullname: frachinei
– ident: ref3
  doi: 10.1109/TSP.2008.925945
– ident: ref7
  doi: 10.1017/CBO9780511550065
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Snippet This paper addresses the problem of robust linear relay precoder and destination equalizer design for a dual-hop amplify-and-forward (AF) multiple-input...
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SubjectTerms Algorithm design and analysis
Algorithms
Amplify-and-forward (AF)
Applied sciences
Channel estimation
Channels
Closed-form solution
Covariance matrix
Design engineering
Detection, estimation, filtering, equalization, prediction
Economic models
Economic theory
equalizer
Equalizers
Exact sciences and technology
Exact solutions
Information, signal and communications theory
Iterative algorithms
Mathematical analysis
MIMO
minimum mean-square-error (MMSE)
Miscellaneous
multiple-input multiple-output (MIMO)
precoder
relay
Relay systems
Relays
Robustness
Signal and communications theory
Signal processing
Signal, noise
Studies
Telecommunications and information theory
Uncertainty
Title Robust Joint Design of Linear Relay Precoder and Destination Equalizer for Dual-Hop Amplify-and-Forward MIMO Relay Systems
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