IMPROVING PERFORMANCE OF BIO-RADARS FOR REMOTE … · IMPROVING PERFORMANCE OF BIO-RADARSFOR REMOTE...
Transcript of IMPROVING PERFORMANCE OF BIO-RADARS FOR REMOTE … · IMPROVING PERFORMANCE OF BIO-RADARSFOR REMOTE...
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IMPROVING PERFORMANCE OF BIO-RADARS FOR REMOTE HEARTBEAT AND BREATHING DETECTION BY
USING CYCLOSTATIONARY FEATURES
Daniel Malafaia
José Vieira
Ana Tomé
CReATION - Cognitive Radio Transceiver Design for Energy Efficient Data Transmission
EXCL/EEI-TEL/0067/2012
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CONTENTS
� Introduction
� Used System
� Cardiorespiratory signals
� Test procedure
� Cyclostationarity
� Results
� Conclusions
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INTRODUCTION – SOFTWARE DEFINED RADIO
Software Defined Radio is a highly digital configurable radio that allows for the majority of processing to be done digitally
The processing needs
to be flexible and able
to be reconfigured in
real time.
Software Defined Radio
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INTRODUCTION – COGNITIVERADAR
New generation of radars need to be aware of their environment, allowing:
� Usage of multiple radars without interference
� Intelligent usage of spectrum in order to get the best SNR
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INTRODUCTION – BIO-RADAR
Heartbeat and breathing
pattern detected thanks to
doppler effect from the
reflection on the emitted
sinusoid
Chest movement can be used
to determine bio signals
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USED SYSTEM - USRP B200 SDR
Shared clock at the Tx and Rx allow for Homodyne detectionallowing to avoid any fluctuations in the mixer frequency
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USED SYSTEM - USRP B200 SDR
� CW with a frequency of2,7GHz
� Emited powerof 5mW
� Subject under test seated at 1meter
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CARDIORESPIRATORY SIGNALS
� Bio-radar adquired signals for a person at rest
Typical values
in humans:
Repiration
0.1–0.8Hz
Heart Rate
0.8–2Hz
0 2 4 6 8 10-0.05
0
0.05Heart signal
Seconds
Am
plit
ude
0 2 4 6 8 10-0.4
-0.3
-0.2
-0.1
0
0.1
0.2
0.3Respiration signal
Seconds
Am
plit
ude
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TEST PROCEDURE
0 20 40 60 80 100 120-1.5
-1
-0.5
0
0.5
1
1.5
2
2.5
Seconds
Am
plit
ude
Start 1st test
(three breaths)
Apnea
(68bpm)
Normal Breathing
(68bpm)
Exercise
outside range
Start 2nd test
(three breaths)
Apnea
(76bpm)
Normal Breathing
(76bpm)
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CYCLOSTATIONARITY
� A signal shows cyclostationarity if:� Auto-correlation function is periodic with time
� The mean also shows periodicity
� What signals are cyclostationary:� Biosignals like breathing and heartbeat show periodic features
Periodic auto-correlation
↓
Cyclostationarity
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CYCLOSTATIONARITY FEATURES
� Cyclic spectrum heartbeat and breathing cyclostationarityfeatures
BreathingHeartbeat
-2 -1.5 -1 -0.5 0 0.5 1 1.5 2-4
-3
-2
-1
0
1
2
3
4
Frequency
Cyclic
Fre
quency
-3 -2 -1 0 1 2 3-6
-4
-2
0
2
4
6
Frequency
Cyclic
Fre
quency
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METHODS COMPARATION
� Energy detection by using peak of FFT
� Cyclostationaryby using cyclic spectrum peak
-25 -20 -15 -10 -5 0 50
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1Detection probability of the heartbeat under noise
SNR (dB)
Pro
babili
ty o
f dete
ction
Energy Detection
Cyclostationary features
� Improvement of 6dB for probabilities of detection higher then 80%
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CONCLUSIONS
� It’s feasible to use a software defined radio to build a bio-radar and acquire respiration and heartbeat
� With a emitting power <10mW we can acquire the heartbeat from 1meter away and breathing for more than 5 meters
� Cyclostationary analysis improve the performance of this type of radars comparatively to simple energy detection schemes
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QUESTIONS?