CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.
-
Upload
warren-shields -
Category
Documents
-
view
213 -
download
0
Transcript of CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.
![Page 1: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/1.jpg)
CSIP seminars
Coded Modulation for Coded Modulation for Multiple Antennas Multiple Antennas
over Fading Channelsover Fading Channels
Israfil Bahçeci
![Page 2: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/2.jpg)
CSIP seminars
OutlineOutline Signaling over Wireless Channels
Fading Channels Diversity techniques Channel Coding, Space-time Coding for Multiple Antenna Systems
Space-time architectures
Turbo- and Trellis-Coded Space-Time Modulation
![Page 3: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/3.jpg)
CSIP seminars
IntroductionIntroduction
multipathmultipath propagationpropagation and time variations fafadidingng
![Page 4: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/4.jpg)
CSIP seminars
Time selective fading (due to Doppler spread)
Space selective fading
(due to delay spread)
abcdefghijklmnopq
Frequencyselective fading(due to delay spread)
Fading in Time, Frequency and Space
![Page 5: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/5.jpg)
CSIP seminars
Frequencyselective fading(due to delay spread)
Signaling over Fading Wireless channels
Frequencydiversity
Time diversity:Channel codingandinterleaving.
Antenna diversity
diversity techniques
aeimqbfjncskodhlp
![Page 6: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/6.jpg)
CSIP seminars
Channel coding
Different techniques : linear block codes (Hamming, Hadamard, Golay, BCH, etc.) • convolutional codes • code concatenation (parallel, serial, product codes, etc.)
• turbo codes• trellis coded modulation • turbo coded modulation
A sophisticated form of time diversity
Combined space and time diversity
• multiple transmit and receive antennas are used.• robust to variations of the channel. • high spectral efficiencies can be achieved.
![Page 7: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/7.jpg)
CSIP seminars
Multiple antennas at the transmitter and the receiver
NNMMN wHsM
x 111
![Page 8: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/8.jpg)
CSIP seminars
Capacity Results for known CSI
HH
MIEC HN
detlog
• memoryless channel, Rayleigh flat fading
• C ~ roughly linear with the smaller of the number of the
transmitter and receiver antennas.
i.e., if , the capacity increases m bits/s/Hz for every 3 dB increase in signal-to-noise ratio (SNR).
NMm ,min
![Page 9: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/9.jpg)
CSIP seminars
Space-time Codes :
• Combination of channel coding/modulation with multiple
antennas.• Encoder generates M elementary signals to be transmitted simultaneously.
If CSI is available
• Space-time trellis codes• Space-time block codes• Turbo coded modulation with antenna diversity• Layered Space-Time Codes, i.e., BLAST
![Page 10: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/10.jpg)
CSIP seminars
Space-Time Trellis Codes
• Diversity order is Nr, where r is minimum rank of B=S-Ŝ over the set of two tuples of distinct codewords.
• Coding gain is (λ1 λ2 …λr)1/r, where λi are non-zero eigenvalues of BBH.
QPSK constellation M=2, N=1, R=2 b/s/Hz,
4-PSK, 4-states, Diversity order is 2.
Code construction ML Decoding
Branch metric at time t
N
n
M
m
mtmn
nt shx
1
2
1
Viterbi algorithm is then usedto find the path with the Lowest accumulated metric.
![Page 11: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/11.jpg)
CSIP seminars
BLAST (Bell Labs Layered Space-Time)
•As M and N increase, complextity with ML decoding increase•Suboptimal design but still achieving most of the capacity•Layered space-time codes, processing higher dimensional signals with the use of 1-D codes.
11 99 1717 2525 3333 4141 4949 5757 6565 7373
22 1010 1818 2626 3434 4242 5050 5858 6666
33 1111 1919 2727 3535 4343 5151 5959
44 1212 2020 2828 3636 4444 5252
55 1313 2121 2929 3737 4545
66 1414 2222 3030 3838
77 1515 2323 3131
88 1616 2424
Ante
nnas
Transmission time
![Page 12: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/12.jpg)
CSIP seminars
![Page 13: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/13.jpg)
CSIP seminars
nulling
cancellation
![Page 14: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/14.jpg)
CSIP seminars
Capacity Results for no CSI case• Block fading channel, T: coherence time of the channel.
• Capacity does not increase as number of transmit antennas increases beyond the coherence time!
• Capacity achieving signals have considerable structures:
Isotropically distributed random vectors x Diagonal random matrix
• For M=N, the capacity increases by K(1-K/T) bits/s/Hz for every 3 dB SNR increase where K= min(r, T/2).
![Page 15: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/15.jpg)
CSIP seminars
• Unitary Space-Time modulation
• Differential Space-Time Modulation schemesi.e., differential encoding of Group Codes (comprising of matrices), similar to the ordinary DPSK modulation for single antenna trasnmission.
Space-Time Codes when CSI is not available
![Page 16: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/16.jpg)
CSIP seminars
• Block Rayleigh fading
Unitary Space-Time Modulation
NTNMMTNT WHSM
X
HT
MH
SSM
I
ITS
,
• Information is carried on the subspace spanned by orthonormal signals that are sent to transmit antennas.
• Large signal constellations can be generated systematically.
• Unitary space-time (UST) signals achieves capacity.
![Page 17: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/17.jpg)
CSIP seminars
Turbo Coded Unitary Space-Time Modulation
Block diagram of turbo coded modulation
Block diagram of turbo code
![Page 18: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/18.jpg)
CSIP seminars
Block diagram for decoder.
Decoding
Find the likelihood values for transmitted bits and use them as if they are observations from BPSK modulation over AWGN channel
![Page 19: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/19.jpg)
CSIP seminars
0,:/
/1
1
1,:/
/1
1
log
|0Pr
|1Prlog
l
HH
l
HH
bbfSTS
XXTM
tr
bbfSTS
XXTM
tr
l
ll
e
e
Xb
Xbb
b/s/Hz. ,log ed. transmittis 221 RLTRbbbb TR
L = number of signals in the constellation
![Page 20: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/20.jpg)
CSIP seminarsT=8, L=256, M=2, N=1, R= 7/8 b/s/Hz
![Page 21: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/21.jpg)
CSIP seminars
T=5, L= 32, 1024, M=2, N=1, R= 1 b/s/Hz
![Page 22: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/22.jpg)
CSIP seminars
Trellis Coded Unitary Space-Time Modulation
8-state encoder and L = 8 USTM and uncoded L = 4 USTM schemes
{0,1,…7} denote the UST signals
![Page 23: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/23.jpg)
CSIP seminars
1
0
maxargK
ii
Hii
Hi
Sopt XXtrS
Optimal Decoding
• can be implemented using Viterbi algorithm
where is the received signal.
iX
• Set Partitioning (similar to Ungerboeck Rules)
• small larger separation between signal pairs and
where s.t. are singular values of
Parallel transitions should be assigned to members of the lowest level partition.
Adjacent transitions should be assigned the next available partition.
Code Design• Given the constellations
M
iidM 1
21i j
id kHi
![Page 24: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/24.jpg)
CSIP seminars
•example, L = 8 USTM
0.38350.3835770.38350.383533
0.37860.3786660.37860.378622
0.38350.3835550.38350.383511
0.35360.3536441.0001.00000
ikik i-k mod Li-k mod Likik i-k mod Li-k mod L
![Page 25: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/25.jpg)
CSIP seminars
M=2, N=1, R=1/4 b/s/Hz. 8-state L=8 USTM schemes compared with uncoded L=4 USTM.
![Page 26: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/26.jpg)
CSIP seminars
M=2, N=1, R=1 b/s/Hz. 256-state L=512 TCM compared with L=256 uncoded modulation.
![Page 27: CSIP seminars Coded Modulation for Multiple Antennas over Fading Channels Israfil Bahçeci.](https://reader035.fdocuments.in/reader035/viewer/2022070403/56649f2b5503460f94c4642e/html5/thumbnails/27.jpg)
CSIP seminars
Conclusions
• Multiple antennas have great potential to provide large transmission rates, particularly required by multimedia applications.• Space-time coding technology with other techniques such as array processing, OFDM, CDMA, etc. promise large performance improvement.• Further research on space-time coding for various channel models needs.