An Image Processing Approach to Distributed …infocom.uniroma1.it/~biagi/ISWCS2010.pdfAn Image...
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An Image Processing Approach to Distributed Access for Multiantenna Cognitive Radios
Mauro Biagi, Valentina Polli, Jose Alberto Andrade Freitas
Dept. of Information, Electr. and Comm. Eng., “Sapienza” University of Rome
September 21, 2010
International Symposium on Wireless Communication Systems
ISWCS’10 York, United Kingdom
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Outline
• Introduction and Related Works
• System Model
• Spectrum Occupancy and Image Processing
• Time - Frequency Access
•Numerical Results
•Conclusions
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Introduction and Related Works
Conventional wireless medium management has always been basedon exclusive bandwidth usage in order to prevent mutual interference
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Introduction and Related Works
Need for new technologies to face the evergrowing demand for bandwidth and the inefficient employment of the licensed
spectrum across space, time and frequency
Conventional wireless medium management has always been basedon exclusive bandwidth usage in order to prevent mutual interference
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Introduction and Related Works
Need for new technologies to face the evergrowing demand for bandwidth and the inefficient employment of the licensed
spectrum across space, time and frequency
Conventional wireless medium management has always been basedon exclusive bandwidth usage in order to prevent mutual interference
Cognitive Radio
leveraging on system capabilities (observe, decide, act, learn) to develop
dynamic, flexible and autonomous spectrum access
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Introduction and Related Works
Cognitive Access
- spectrum sensing
- spectrum access
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Introduction and Related Works
Cognitive Access
- spectrum access
- spectrum sensing • energy detection
• matched filter detection
• cyclostationary detection
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Introduction and Related Works
Cognitive Access
- spectrum access
- spectrum sensing • energy detection
• matched filter detection
• cyclostationary detection
simplicity
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Introduction and Related Works
Cognitive Access
- spectrum access
- spectrum sensing • energy detection
• matched filter detection
• cyclostationary detection
simplicity
accuracy
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Introduction and Related Works
Cognitive Access
- spectrum sensing • energy detection
• matched filter detection
• cyclostationary detection
simplicity
accuracy
- spectrum access • probability of occupancy
• optimization
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Introduction and Related Works
Cognitive Access
- spectrum sensing • energy detection
• matched filter detection
• cyclostationary detection
simplicity
accuracy
- spectrum access • probability of occupancy
• optimization
common features Sensing : spectrum as a collection of channels (mostly carriers) Access : suitability criterion for secondary users transmissions
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• Access performed through :
Introduction and Related Works
SIGNAL SHAPING
* Biagi, Baccarelli, Cordeschi, Pelizzoni, Polli, “Collision erasure and generalized access in MIMO
cognitive ad-hoc networks”. Wireless Communication Systems. 2008. ISWCS’ 08.
Cognitive Generalized Access *
- Time- Frequency- Code
• Channel as a resource available in
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• Access performed through :
Introduction and Related Works
SIGNAL SHAPING
* Biagi, Baccarelli, Cordeschi, Pelizzoni, Polli, “Collision erasure and generalized access in MIMO
cognitive ad-hoc networks”. Wireless Communication Systems. 2008. ISWCS’ 08.
Cognitive Generalized Access *
- Time- Frequency- Code
• Channel as a resource available in
1. Interference acquisition - TL
3
freq
uen
cy
time
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• Access performed through :
Introduction and Related Works
SIGNAL SHAPING
* Biagi, Baccarelli, Cordeschi, Pelizzoni, Polli, “Collision erasure and generalized access in MIMO
cognitive ad-hoc networks”. Wireless Communication Systems. 2008. ISWCS’ 08.
Cognitive Generalized Access *
- Time- Frequency- Code
• Channel as a resource available in
1. Interference acquisition - TL
2. Channel estimation - TE
3
freq
uen
cy
time
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• Access performed through :
Introduction and Related Works
SIGNAL SHAPING
* Biagi, Baccarelli, Cordeschi, Pelizzoni, Polli, “Collision erasure and generalized access in MIMO
cognitive ad-hoc networks”. Wireless Communication Systems. 2008. ISWCS’ 08.
Cognitive Generalized Access *
- Time- Frequency- Code
• Channel as a resource available in
1. Interference acquisition - TL
2. Channel estimation - TE
3. Data transmission - TPAY
3
freq
uen
cy
time
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• Access performed through :
Introduction and Related Works
SIGNAL SHAPING
Cognitive Generalized Access *
- Time- Frequency- Code
• Channel as a resource available in
Biagi, Baccarelli, Cordeschi, Pelizzoni, Polli, “Collision erasure and generalized access in MIMO cognitive ad-hoc networks”. Wireless Communication Systems. 2008. ISWCS’ 08.
*
Interference shape affects spectrum availability
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• Access performed through :
Introduction and Related Works
SIGNAL SHAPING
Cognitive Generalized Access *
- Time- Frequency- Code
• Channel as a resource available in
Biagi, Baccarelli, Cordeschi, Pelizzoni, Polli, “Collision erasure and generalized access in MIMO cognitive ad-hoc networks”. Wireless Communication Systems. 2008. ISWCS’ 08.
*
Interference shape affects spectrum availability
Find solutions to fill up the ”holes”
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System Model
Cognitive MIMO radio
( ) (r t)i j kf H
Cognitive radios
- power-limited
- multiantenna
- noncooperative
Channel
- Multiple Input Multiple Output (MIMO)
- additive Multiple Access Interference (MAI)
- block fading
(t r)
maxP
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Spectrum Occupancy and Image Processing
Spectrum Imaging
Interference acquisition:
primary users communications organized on a time frequency grid
received signal
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Spectrum Occupancy and Image Processing
Spectrum Imaging
Interference acquisition:
primary users communications organized on a time frequency grid
received signal
Wigner-Ville Transform (WVT)
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Spectrum Occupancy and Image Processing
Spectrum Imaging
Interference acquisition:
primary users communications organized on a time frequency grid
received signal
time
frequency
2D representation of spectrum occupancy
Wigner-Ville Transform (WVT)
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Spectrum Occupancy and Image Processing
time
frequency
Edge Detection
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Marking occupied/free zones and select transmission opportunities
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Spectrum Occupancy and Image Processing
time
frequency
Edge Detection
Canny processing
Good detection
Good localization
Single response
6
Marking occupied/free zones and select transmission opportunities
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Spectrum Occupancy and Image Processing
time
frequency
Edge Detection
Canny processing
Good detection
Good localization
Single response
6
Marking occupied/free zones and select transmission opportunities
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Time-Frequency Slot (TFS)
Spectrum Occupancy and Image Processing
time
frequency
Edge Detection
Canny processing
Good detection
Good localization
Single response
Marking occupied/free zones and select transmission opportunities
Evaluation of free-area indicators
Sorting
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Time - Frequency Access
Signal Shaping
Slot partitioning
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Interference slope analysis
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Time - Frequency Access
Signal Shaping
Slot partitioning
Mask definition
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Interference slope analysis
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Time - Frequency Access
Signal Shaping
Slot partitioning
Mask definition
mask compliance criterion
constraints
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Interference slope analysis
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Time - Frequency Access
Signal Shaping
mask compliance criterion
constraints
Slot partitioning
Mask definition
Parks McClellan Algorithm
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Interference slope analysis
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Time - Frequency Access
Algorithm
8
Shaping computed through a simple iterative algorithm
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Time - Frequency Access
Algorithm
8
Shaping computed through a simple iterative algorithm
MIMO Channel State Information to optimize power allocation among transmit antennas (Water-Filling)
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Time - Frequency Access
Algorithm
8
Shaping computed through a simple iterative algorithm
Interference slope analysis to optimize mask definition
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Numerical Results
Chirp-like Interference
*
-6
max
200 kbps 50 kHz
1 s = 10 (BER 10 )
0.01 Ws
C B
T
P
Simulation parameters
9
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Numerical Results
Chirp-like Interference
*
-6
max
200 kbps 50 kHz
1 s = 10 (BER 10 )
0.01 Ws
C B
T
P
Simulation parameters
primary user occupancy
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Numerical Results
Chirp-like Interference
*
-6
max
200 kbps 50 kHz
1 s = 10 (BER 10 )
0.01 Ws
C B
T
P
Simulation parameters
secondary user allocationprimary user occupancy
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Numerical Results
Generic-shaped Interference
*
-6
max
200 kbps 50 kHz
1 s = 10 (BER 10 )
0.01 Ws
C B
T
P
Simulation parameters
central high energy signal components usually preclude secondary user access
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Numerical Results
Generic-shaped Interference
*
-6
max
200 kbps 50 kHz
1 s = 10 (BER 10 )
0.01 Ws
C B
T
P
Simulation parameters
central high energy signal components usually preclude secondary user access
allocation on unemployed portions of the spectrum
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Numerical Results
Performance Analysis
Time-Frequency vs Cognitive Generalized Access
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MORE accessing usersemploying LESS antennas
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Numerical Results
Performance Analysis
Time-Frequency vs Cognitive Generalized Access
MORE accessing usersemploying LESS antennas
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Conclusions
Main features of the proposed access strategy are:
the simplicity of the algorithm;
the capability to understand the interference slope and suitably adapt the emission masks;
the new availability criterion which allows to widen the transmission possibilities and enhance spectrum utilization;
the adaptivity to several performance measures.
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