Development of a Bluetooth 4.0 PPG Sensor for use in Heart Rate Variability Analysis

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Mike Blake Zovandia Development of a Bluetooth 4.0 PPG Sensor for use in Heart Rate Variability Analysis

Transcript of Development of a Bluetooth 4.0 PPG Sensor for use in Heart Rate Variability Analysis

Mike BlakeZovandia

Development of a Bluetooth 4.0 PPG Sensor for use in Heart Rate Variability

Analysis

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Background – What is Heart Rate Variability?

Mike Blake - Zovandia

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• Even under steady state conditions there is significant variation in the time between heart beats.• HRV parameters are obtained by performing statistical, spectral, nonlinear and entropy calculations on a series of RR intervals• Heart rate variability has been found to reveal useful information concerning the subjects health and well-being.•Much of the raw data used in HRV analysis has historically been obtained in a lab using an ECG, with the HRV parameter calculations being performed on a PC• The processing power of the current generation of smartphones allows for realtime calculation of HRV

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Background (2)

Parameter CategorySDNN Statisti

calRMSSD Statisti

calSDSD Statisti

calSDANN Statisti

calTINN Statisti

calpNNx Statisti

calVLF SpectralLF SpectralHF SpectralLF/HF SpectralSD1 Nonlinea

rSD2 Nonlinea

rApEn EntropySampEn EntropyFuzzEn Entropy

Mike Blake - Zovandia

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

• Contrary to original expectations, the majority of applications of HRV are on subjects who are at rest (steady state), such as:

• Assessment of recovery from Chronic Fatigue Syndrome• Recovery from competition or intensive training • Monitoring trainee stock market traders• Stress management• Daily assessment of executive well being

• These users sought a sensor that was less cumbersome and more convenient for their use, such as a fingertip or earlobe sensor.

• An extensive search in early 2014 revealed no availability of such a sensor so the decision was taken to develop a photoplysmography (PPG) sensor.

Mike Blake - Zovandia

Design Specifications

Item Priority Design Criterion

Requirement J ustification

1 Price to end user <$60 once volum e exceeds 2500 pcs Accessibility

2 As accurate as a quality chest strap when user is inactive User confidence

3 M otion compensation Allows user to move around

4 Lightweight (<20g) and sm all (40x25x20mm m ax)

Comfortable for long periods

5 Short development cycle Time to market

Background (3)

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Major Functional Components

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AFE 4490PPG analog front end

Courtesy TI

BL600BLE enabled microcontroller

Courtesy Laird

Courtesy Bosch

BMA222 Three axis accelerometer

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Hardware

Mike Blake - Zovandia

Double sided (2 layer) PCBDimensions 19 x 34 x 9 mmBattery CR1632

Solidworks model of enclosure

Prototype sensor. Weight 17g

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Signal Processing

Mike Blake - Zovandia

Raw Input From ADC

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Filtered ADC Input

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1st Derivative of Input Data

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Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Optical Component selection

Mike Blake - Zovandia

Four Photo detectors and six LED’s from 5 different manufactures were selected based on datasheet parameters

10 different PD-LED combinations were tested.

Fingertip Earlobe1 e c 1300 9502 c c 1100 5003 a c 3500 24004 a b 2200 8005 e b 1400 4006 e a <400 <4007 b a <400 <4008 c d <400 <4009 b d <400 <40010 d d <400 <400

LED Photodetector Figure of M eritTest Num ber

TakeawaysThe data sheet parameters did not give any useful information relative to PPG performance.The variation in performance can be significant

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

The Big Challenge:The sensor delivered reliable data…….sometimes!

Sensor positioning on the earlobe was critical

Value of inverted signal is sent to the buzzer as a frequency so user can position sensor to maximize SNR

Mike Blake - Zovandia

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Testing• Equipment: Two Android handsets both running HRVxtPro V1.2

• Settings: Sample array size – 60; Ectopic beat removal – Disabled

• Parameters analyzed/saved: HR; RR; RMSSD; SDNN; LF; HF; SD1; SD2

• Reference sensor: Polar H7 Bluetooth Smart chest strap.

• Subject: 39 year old female

• Test site: 4th finger left hand, finger prone on tabletop

• Clip force: 2N

• Test Duration: 6 minutes

Mike Blake - Zovandia

Results – RR Intervals

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

PPG Sensor vs Polar H7 Chest Strap - RR Intervals (m S)

y = 0.9994x - 0.3271R2 = 0.9972

n=400

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Results -SDNN

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

Polar H7 and PPG Sensor - SDNN

y = 0.9424x + 1.3217R2 = 0.9869

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Polar H7 and PPG Sensor - SDNN

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SDNN

Results - RMSSD

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

Polar H7 vs PPG Sensor - RM SSD

y = 0.9924x + 0.3978R 2 = 0.9796

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PPG Sensor

Polar H7 and PPG sensor - RM SSD

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Results - LF

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

Polar H7 and PPG Sensor - LF

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LF

Polar H7 and PPG Sensor - LF

y = 0.9884x + 1.0291R2 = 0.9882

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Results - HF

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

Polar H7 and PPG Sensor - HF

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Polar H7 and PPG Sensor - HF

y = 0.9884x + 0.1318R 2 = 0.9882

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Results – SD1

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

Polar H7 and PPG Sensor - SD1

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SD1

Polar H7 and PPG Sensor - SD1

y = 0.9958x + 0.2292R 2 = 0.9685

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Results – SD2

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis Mike Blake - Zovandia

Polar H7 and PPG Sensor - SD2

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SD2

Polar H7 and PPG Sensor - SD2

y = 0.9686x + 1.2007R 2 = 0.9853

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Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Remaining work•Test multiple sensors subjects and test sites to confirm consistency of performance•Rigorously evaluate the limit of the motion mitigation algorithm•Find a partner to commercialize the product

Mike Blake - Zovandia

Conclusions• The sensor is capable of delivering data that is usable for HRV analysis.• The sensor is small enough and light enough (17g) to be used on the fingertip or earlobe.• The components, when purchased in volume, should ensure the price target can be met.

Development of a Bluetooth 4.0 PPG Sensor for use in HRV Analysis

Thank You

Mike Blake - Zovandia