medical sensing, localization, and communications usingultra wideband technology, ilangko...
DESCRIPTION
VERDIKT conference 2013TRANSCRIPT
Medical sensing, localization, and communications using ultra wideband technology
(MELODY)
Ilangko Balasingham
Project Leader
http://www.melody-project.info
Project info
• Consortium core – Oslo universitetssykehus HF – NTNU – Forsvarets forskningsinstitutt – University of Oslo (2008-2012)
• Industry panel
– Given Imaging, USA – OmniVision, Norway
– Novelda (2008-2012) – IBM (2008-2012) – ABB (2008-2012) – Atmel (2008-2012) – Hospitality (2008-2012)
• International expert panel
– National Institute of Information and Communication Technology, Japan
– Nagoya Institute of Technology, Japan – Technical University of Dresden, Germany – GE Healthcare, UK – SORIN Group, France
NFR: StorIKT/VERDIKT program 01.09.2008 – 31.12.2015 : - Total budget: 48 M.kr. (NFR: 36 M.kr.) - 8 PhD and 17 Postdoc man-years
Results (2008-2012) • 24 journals (4 in level 2) • 1 book chapter • 72 peer-reviewed full conference papers (level 1) • 6 abstracts with poster/oral presentations • 7 popular articles in Norwegian and international media • 2 patents filed, 3 DOFIs submitted
• 4 master theses • 4 PhD defended - 2 PhD theses submitted • 12 Postdoc projects completed
• Int. visitors: 2 prof’s, 2 PhDs, 4 master students • 4 of our PhD students spent 3-12 months abroad
• Organized special sessions in 4 international conferences and annual
workshops with international talks given by international experts
Some of the future challenges
• Increased cost due to readmissions and follow up treatment and care of chronic sick patients (diabetes, cardio vascular, cancer, etc.) to hospitals (“svingdør-pasienter)
• Improved personalized healthcare (long term monitoring and customized treatment on an individual basis) in ubiquitous manner
Wireless health technology?
Problem • Can wireless technology be used
– to measure vital signs (heart rate, respiration, blood pressure) continuously and remotely without any contact?
– to do high resolution, cost effective imaging without any contact with non ionizing radiation?
– to localize and track objects inside the human body without imaging?
– to transmit high data rate sensor signals from devices implanted deep inside the human body at receivers located outside in a robust, reliable manner?
MELODY Overview
Ultra wideband (UWB) technology (3.1 – 10.6 GHz)
• Characteristics – ultra-short pulses, low duty cycle, fine time resolutions – Imaging,
sensing, localization, tracking
– very large bandwidth, extremely low power spectral density, excellent propagation, low interference generation and good interference rejection, coexistence with conventional systems, almost undetectable – wireless communication
– Possibility to address all three application domains such as communications, localization and sensing within one single technology
Ultra Wide Band (UWB)
• Regulations – 3.1-10.6 GHz
– EIRP<-41.3 dBm
– Max <0.5 mW
• Bandwidth – > 500 MHz or
– 20% of center frequency
Largest unlicensed bandwidth ever released!
MELODY Research Fields (2008-2012-2015)
UWB Technology
Sensing/Imaging
Blood pressure, HR, etc.
Radar imaging techniques
High penetration in tissues
Beams with mm range
Localization/Tracking
Distance measurements
Accuracy in the mm scale
Active echo engine
Algorithms of localization
Signal Proc./Commun.
Channel Modeling
Joint source-channel coding
Modulation, pulse shaping
Cognitive networks
UWB radio interfaces for on-body sensor network
EEG
ECG
EMG
SpO2
Patient monitor
WBAN controller
Relay node
PDA
IR-UWB
3.1–4.8 GHz
MB-OFDM UWB
3.1–10.6 GHz
In-body sensor network
CAPSULE ENDOSCOPE
LOW DATA RATE
IMPLANT SENSOR
TO THE WIRELESS BODY AREA
NETWORK CONTROLLER
TO THE PATIENT
MONITOR
IR-UWB
3.1–4.8 GHz
Heart applications – leadless pacemaker, etc. Brain applications – Parkinson, Alzheimer, etc.
Capsule video endoscope
• Use for examination of gastrointestinal track for bleeding, inflammation, tumor, cancer, etc. – ca. 15% of male and female above 50 years old
are likely to get colorectal cancer
– early detection can cure or extend the life with a
few years – screening the entire population above 50 years!
• Fiber optic cable – problems to reach small intestine – huge discomfort for the patient!
Wireless capsule endoscopy
• Capsule Endoscope
A small camera the size of a pill that can be swallowed
Enables visual inspection of small intestines
Diagnosis of gastrointestinal diseases
Significantly less discomfort to patients
• State of the Art
Trasmits still pictures (external video construction)
Slow motion (typically 8 hours)
No navigation system
Localization and tracking with accuracy in the centimeter scale
Required characteristics for improvement
• High data rate
73.8 Mbps for raw HD data
• Extremely low power consumption
On the order of 1 mW
• Circuitry simplicity/integrability
0.18 m CMOS technology
• Reduced physical dimension
11 mm × 26 mm2
• Electromagnetic radiation safety
SAR limits, overheating below 1 °C
Impulse Radio Ultra Wideband (IR-UWB)
Technology
15
Capsule Endoscope Particularly useful for inspection of the small bowel
Example of Capsule Endoscope Video Capsule endoscope video quality (256 × 256 pixels, 2 fps)
17
Experimental Feasibility Verification A series of in-vivo video transmissions in porcine chirurgical models
Transmission Characteristics
UWB transceivers
4224–4752 MHz, 528 MHz bandwidth
80 Mbps, 1280×720 pixel/30 fps
Wireless full HD video transmission
• See the demo at http://www.melody-project.info
GB 1220466.5 Video Camera Pill Opportunities to commercialize the invention
Size: 11 × 26 mm Transmission frequency: 402405 MHz Bandwidth: 300 kHz Data Rate: 800 kbps Image Rate: 2 to 10 fps Image Resolution: 256 × 256 pixels Power consumption: 100 mW Operating life: 8 hours
Size: less than 11 × 26 mm Transmission frequency: 1063–3841 MHz Bandwidth: at least 500 MHz Data Rate: 80 Mbps Image Rate: 30 fps Image Resolution: 1920 × 1080 pixels Power consumption: estimated 1 mW Operating life: more than 8 hours
Possibility of smaller batteries Possibility of remote control
Video compression: Encoder
• Frame-by-frame video coding applied due to low complexity requirement: limited size and limited power- and storage capacity
• Capsule moves slowly → can reduce frame rate to 10-15 fps. Frame interpolation in receiver enhances viewing experience
• Each frame should be coded with as low a rate as possible while maintaining adequate quality
• Coder built on: Differential pulse coded modulation (DPCM) which removes correlation between pixels
Very Low Complexity Low Rate Image Coding for the Wireless Endoscope, US 61/717,963
Video coding: Encoder architecture
Original vs. compressed
Original Compressed
0.67 bpp with 2x2 decimation: Compression ratio ≈ 97%
Localization
– Need to know where anomalies are located
– Adapt frame rate
– Control transmission power and save energy by turning device on and off
Methods for in-body localization
• Electromagnetic: (Received signal strength) PPM has constant amplitude. If path loss is known →
Received signal strength from several sensors indicated where capsule is
– RF power undergoes extreme link dependent shadowing
• Fixed magnetic field (Ferro magnet) – Magnetic field not absorbed by human body
– Can determine orientation of capsule as well
– Possibility to steer capsule from outside
– On-board magnet makes endoscope larger and heavier
Results: Localization
• Cramer-Rao lower bounds calculated for electromagnetic- and magnetic based localization
• Electromagnetic: Localization accuracy to 1 cm
• Magnetic: Localization accuracy to 2 mm
• Tracking of capsule makes localization more accurate. Principle built on multi-model Kalman filtering and matched filter detection
Application of medical radar
Medical radar measurements of human heart
• Penetrating human body with body-contact antennas
• Useable frequency range: 0.5 – 3 GHz
1 GHz CW Radar measurements, single channel
The phase is related to the motion of the heart. The instantaneous frequency is related to the velocity of the heart movement.
Radar (blue curve) ECG (red curve)
Radar imaging UWB radar (0.5 – 3 GHz) Antenna array Combining UWB measurements from the elements of the antenna array gives a radar image
Antenna
Time-lapsed imaging results
Heartbeat signals at different locations
Images are sequenced to a video with frame rate 25 Hz
Principle for Measurements (1) Quasi-linear relationship between radius r(t) and pressure P(t)
Multiple clutter objects
Results on blood pressure estimation
• The backscattered signal from the aorta contains necessary information for estimating its diameter in time and frequency domains.
• Trade-off between high frequency and bandwidth in order to achieve high resolution; high frequencies involve high attenuation.
• Optimal points have been identified with good specificity and accuracy.
• Studying to remove ”artifact” due to the physical heart motion embedded in the contraction/dilation cycle of the aorta.
Concluding remarks • Demonstrated that UWB technology for
– Wireless capsule endoscope • Ultra low power communication architecture
– source coding, channel coding, pulse shapes, modulations, and extremely simpler transmitter and simple receiver architectures based channel model and channel state information
– new MAC protocol, cognitive network architecture, white-space detection scheme, and resource allocation (frequency, power)
• Algorithms for localization and tracking for both electromagnetic (1 cm) and magnetic schemes (0.5 mm)
– Medical radars for heart rate with finer details of opening and closing of heart
values, preliminary studies on blood pressure estimation
• New design architecture for the future wireless capsule endoscope:
– diagnostics • improved imaging sensor for anomaly detection, RF based tomography for cancer tissue
imaging • targeted drug delivery: wireless control with improved localization and tracking using
diversity techniques and range estimation (multiple receivers, path loss, etc.) power control/transmission, nano particles, etc.