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Capacity of Fading Channels With Channel Side Information

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Air Interface Club. 24 February, 2005 Asif Hamid 1 /15 ... Pasadena, CA; IEEE Transactions on Information Theory. Publication Date: Nov 1997 ... – PowerPoint PPT presentation

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Title: Capacity of Fading Channels With Channel Side Information


1
Capacity of Fading Channels With Channel Side
Information
Goldsmith, A.J.   Varaiya, P.P.   California
Inst. of Technol., Pasadena, CA IEEE
Transactions on Information TheoryPublication
Date Nov 1997On page(s) 1986-1992Volume 43,
  Issue 6 
203
2
Outline
  • System Model
  • Optimal Channel Capacity
  • Channel known to Tx Rx
  • Channel known to Rx Only
  • Sub-optimal Channel Capacity
  • Channel Inversion
  • Truncated Channel Inversion
  • Numerical Results
  • Conclusion

3
System Model
  • Assumptions
  • gi Stationary Ergodic
  • No Estimation Error
  • No Feedback delay

4
Outline
  • System Model
  • Optimal Channel Capacity
  • Channel known to Tx Rx
  • Channel known to Rx Only
  • Sub-optimal Channel Capacity
  • Channel Inversion
  • Truncated Channel Inversion
  • Numerical Results
  • Conclusion

5
Channel Known at Tx Rx
J. Wolfowitz, Coding Theorems of Information
Theory, 2nd ed. New York Springer-Verlag, 1964.
6
Channel Known at Tx Rx
7
Channel Known at Tx Rx
  • Transmit Power is allowed to adapt
  • Coding Theorem There exists a coding scheme with
    average power S that achieves any rate R lt C(S)
    with arbitrarily small probability of error.

8
Channel Known at Tx Rx
9
Channel Known at Tx Rx
10
Channel Known only at Rx
  • McEliece has shown that
  • provided that channel variation satisfy a
    compatibility constraint.
  • The Constraint
  • Channel is i.i.d. (independently identically
    distributed)
  • Input distribution is same regardless of channel
    state

R. J. McEliece and W. E. Stark, Channels with
block interference, IEEE Trans. Inform. Theory,
vol. IT-30, pp. 4453, Jan. 1984.
11
Channel Known only at Rx
  • Therefore, fading AWGN channel satisfy the
    constraint only if fading is i.i.d and constant
    Transmit Power S.

12
Outline
  • System Model
  • Optimal Channel Capacity
  • Channel known to Tx Rx
  • Channel known to Rx Only
  • Sub-optimal Channel Capacity
  • Channel Inversion
  • Truncated Channel Inversion
  • Numerical Results
  • Conclusion

13
Sub-optimal (Channel Inversion)
14
Sub-optimal (Truncated Channel Inversion)
15
Outline
  • System Model
  • Optimal Channel Capacity
  • Channel known to Tx Rx
  • Channel known to Rx Only
  • Sub-optimal Channel Capacity
  • Channel Inversion
  • Truncated Channel Inversion
  • Numerical Results
  • Conclusion

16
Capacity in log-normal Fading
17
Capacity in Rayleigh Fading
18
Capacity in Nakagami Fading
19
Conclusion
  • Capacity of Fading AWGN channel with average
    power constraint is calculated.
  • When Channel is known to both Tx and Rx Optimal
    adaptation is water filling for power and
    variable rate multiplexed coding.
  • In correlated fading, adaptive schemes yields
    higher capacity and lower complexity.
  • However iid fading, this gain is not appreciable.
  • Channel inversion has lowest coding and decodeing
    complexity, but suffers large capacity loss under
    severe fading
  • The capacity of all schemes converges to AWGN as
    fading severity if reduced.
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