Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare...

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ASP-DAC 2014 Normally-Off Technologies for Healthcare Appliance Healthcare Appliance Shintaro Izumi 1 , Hiroshi Kawaguchi 1 , Yoshikazu Fujimori 2 , and Masahiko Yoshimoto 1 1 Kobe University, Kobe, Japan, 2 Rohm, Kyoto, Japan 2014 2014 Kobe University Integrated Silicon & Software Architecture Laboratory Kobe University Integrated Silicon & Software Architecture Laboratory 1

Transcript of Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare...

Page 1: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

ASP-DAC 2014

Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance

Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori2,and Masahiko Yoshimoto1

1Kobe University, Kobe, Japan, 2Rohm, Kyoto, Japan

2014 2014 Kobe University Integrated Silicon & Software Architecture Laboratory Kobe University Integrated Silicon & Software Architecture Laboratory 1

Page 2: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Wearable Healthcare System

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Page 3: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Proposed LSI: IHR monitorIHR (Instantaneous Heart Rate)

= 60 / (newest R2R interval [s]) [bpm]= 60 / (newest R2R interval [s]) [bpm]R2RR R

P T

Q S

Applications :ECG : Electrocardiogram

Q S

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Heart Rate Variability (HRV) analysisExercise intensity estimation

Page 4: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Constraints of Wearable Sensor

Requirement• Small size• Light weight

Electrode Battery

• Low cost

Problems:Current consumption(average peak)

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(average, peak)SNR degragetion

Page 5: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Normally-off strategyWireless communication

P i NFC (N Fi ld C i ti )Passive NFC (Near Field Communication)

Leakage current of data buffer

F RAMFeRAM

Active current of analog front end

L t lifi d ADC

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Low-cost amplifier and ADCwith noise tolerant algorithm

Page 6: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Passive NFC tag IC usage

Program loadingProgram loading

Parameter setting

SmartphoneNFC

orReader/Writer Data gathering

Wearable sensor

6Low speed, passive communication

Page 7: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

System Architecture

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Page 8: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Cortex M0 core

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Page 9: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Data Communication

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Robust IHR Monitor

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Page 11: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Noises in wearable ECGClean ECG(10~30Hz)

FalsePositive

FalseNegative(10 30Hz)

Baseline drift(~3Hz)( 3Hz)

Hum noise(50 60Hz)(50,60Hz)

Muscle noise(10 1kHz)

Removable(10~1kHz)

Motion artifact(5 20H )

Difficultto remove(5~20Hz) to remove

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Page 12: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Short-Term Autocorrelation AlgorithmSearch window

Tshift

Template window

R2R

tn

Autocorrelationcoefficient

Tshift

12R2R

Page 13: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Short-Term Autocorrelation AlgorithmSearch window

Tshift = 0.5 s

R2R = 0.7s

tn

Autocorrelationcoefficient

Tshift

0.5s13

Page 14: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Short-Term Autocorrelation AlgorithmSearch window

Tshift = 0.7 s

R2R = 0.7s

tn

Autocorrelationcoefficient

Tshift

140.7s

Page 15: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Short-Term Autocorrelation AlgorithmSearch window

Tshift = 1.0 s

R2R = 0.7s

tn

Autocorrelationcoefficient

Tshift

150.7s = R2R1.0s

Page 16: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Our Approach for ECG Sensing

Analog DigitalElectrodes

Amp ADC IHR D t t

Analog DigitalElectrodes

Amp. ADC IHR Detector

RobustAmp. ADC IHR Detector

(proposed)

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Page 17: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Architecture of IHR monitor

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Page 18: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Die Micrograph and Specification130-nm CMOS

1.2V (Digital, SRAM, ADC, AFE)

Technology

Supply voltage

AFEOSC

AD

CIHR,CM0

3.0V (FeRAM, 32kHz OSC, I/O)

6.9 mm 6.9 mm

24 MHz (for MCU)

32 kHz (for other blocks)Frequency

Chip area

pp y g

9 m

m

OSC CM0,logic

32 kHz (for other blocks)

32-bit Cortex M0

64-KB FeRAM (for logging data

64-KB SRAM (for MCU)On chip memory

MCU

6.9 64KB

FeRAM

4KB

RA

M64-KB SRAM (for MCU)

1.75-KB SRAM (for IHR detecto

Resolution 12 bit

Current 0.5 A@128 S/s, 1.4 A@1 kS/sADC

On chip memory64 SR

@ , @

Gain 54 dB

Bandwidth 0-100 Hz

Current 3.4 A

AFE

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6.9 mm 13.7 A (for heart rate logging)Total current

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Measurement

4000

Noisy condition 1 Noisy condition 2

0

1000

2000

3000

AD

Cou

tput

200

400

00 2 4 6 8 10 12

WT

put

-400

-200

0

0 2 4 6 8 10 12

QSW

outp

80

90

R o

utpu

tea

t/min

.]

19

700 2 4 6 8 10 12

Time [s]

IHR

[be

Page 20: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Measurement[A

] Activate MCU andwrite to FeRAM (1 S/s)1E-04

Digital: 8.9 uA (avg.)AFE: 3.3 uA (avg.)FeRAM+OSC+I/O: 1 0 uA (avg )

ptio

n [

1E 05

ADC: 0.5 uA (avg.)FeRAM+OSC+I/O: 1.0 uA (avg.)

nsum

p 1E-05

ent c

o

1E-06

Cur

re

ADC and IHR calculation (128 S/s)0 020 00 0 04 0 06 0 08 0 10

1E-07

20Time [s]

0.020.00 0.04 0.06 0.08 0.10

Page 21: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Comparison

This work ISSCC'12 [12] VLSI'11 [13]

Technology 130 nm 130 nm 180 nm

Supply voltage 1.2V/3.0V 0.3-0.7V 1.2V

Frequency 24 MHz/32 kHz 1.7 MHz-2 kHz 1 MHz

MCU Cortex M0(32 bit) 8b RISC n/a(32 bit)

On chip memory 129.75 kB 5.5 kB 46 kB

Total power for 18.24 W 19 W 31.1 Wheart rate extraction 18.24 W 19 W 31.1 W

Total current forheart rate extraction 13.7 A >27 A 25.9 A

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Page 22: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Conclusion

The low-power wearable sensor using p gnormally-off strategy was presented

The noise tolerant ECG processor chip The noise tolerant ECG processor chip was fabricated in 0.13m CMOS

The robust IHR monitor using short-term autocorrelation algorithm consumes 1.21Ag

The test chip totally consumes 13.7A in IHR logging application

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IHR logging application

Page 23: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Acknowledgement

This research was supported by pp yMinistry of Economy, Trade and I d t (METI) d th NIndustry (METI) and the New Energy and Industrial TechnologyEnergy and Industrial Technology Development Organization (NEDO)(NEDO).

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Page 24: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Thank you !y

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Page 26: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Performance Summary[

A] 129A

ptio

n [

nsum

pen

t con

17.2A 13 7A

w/o FeRAM w/o FeRAM

Cur

re

13.7A

w/ FeRAM

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w/o FeRAMw/o IHR

w/o FeRAMw/ IHR

w/ FeRAMw/ IHR

Page 27: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Wavelet Transform (WT)• Both time and frequency analysis

dx)x(fbx1)ba(W

• ψ : mother wavelet 

dx)x(fa|a|

)b,a(Wf

ψ(decide a kind of transform)

• Discrete WT (DWT) consists of digital filtersDiscrete WT (DWT) consists of digital filters

)( 2G )( 4zH 3WH : High pass filterG : Low pass filter)( zG )( 2zH

)( 2zG )(zH

2W

3W

)(zH][nf 1W

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Page 28: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

Wavelet Transform• Sampling frequency = 128Hz• A kind of Band Pass Filter (BPF)

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Page 29: Normally-Off Technologies for Healthcare ... 2014 Normally-Off Technologies for Healthcare ApplianceHealthcare Appliance Shintaro Izumi1, Hiroshi Kawaguchi1, Yoshikazu Fujimori 2,

SNR

l10 SSNR 2log10aNSSNR

aN

S : The peak‐to‐peak amplitude of QRS p p p QcomplexN : Frequency‐weighted noise powerN : Frequency‐weighted noise powera : Scale factor

MIT-BIH NST : http://www.physionet.org/physiotools/wag/nst-1.htm29