BangleApps/apps/HRV/app.js

206 lines
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JavaScript
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2020-12-21 10:48:30 +00:00
var file = require("Storage").open("HR_log.csv", "w");
file.write(""); //reset log
file = require("Storage").open("HR_log.csv", "a");
//debugging or analysis files
var cutoff_file = require("Storage").open("cuttoff.csv", "w");
var peaks_file = require("Storage").open("peaks.csv", "w");
var debugging = true;
var first_signals = 0; // ignore the first several signals
var heartrate = [];
var BPM_array = [];
var raw_HR_array = new Float32Array(1024);
var alternate_array = new Float32Array(3072);
var pulse_array = [];
var pulsecount = 0;
var cutoff_threshold = 0.5;
var sample_frequency = 51.6;
var gap_threshold = 0.15;
var hr_min = 40;
var hr_max = 160;
g.setFontAlign(0, 0); // center font
g.setFont("6x8", 2);
function storeMyData(data, file_type) {
log = raw_HR_array;
// shift elements backwards - note the 4, because a Float32 is 4 bytes
log.set(new Float32Array(log.buffer, 4 /*bytes*/));
// add ad final element
log[log.length - 1] = data;
}
function average(samples) {
var sum = 0;
for (var i = 0; i < samples.length; i++) {
sum += parseFloat(samples[i]);
}
var avg = sum / samples.length;
return avg;
}
function StandardDeviation(data) {
var m = average(data);
return Math.sqrt(data.reduce(function (sq, n) {
return sq + Math.pow(n - m, 2);
}, 0) / (data.length - 1));
}
function turn_off() {
Bangle.setHRMPower(0);
g.clear();
g.drawString("processing 1/5", 120, 120);
rolling_average(raw_HR_array,5);
g.clear();
g.drawString("processing 2/5", 120, 120);
upscale();
g.clear();
g.drawString("processing 3/5", 120, 120);
rolling_average(alternate_array,5);
g.clear();
g.drawString("processing 4/5", 120, 120);
apply_cutoff();
if(debugging)
for (let i = 0; i < 256; i++) {
cutoff_file.write(alternate_array[i] + "," + "\n");
}
find_peaks();
if(debugging)
for (let i = 0; i < pulse_array.length; i++) {
peaks_file.write(pulse_array[i] + "," + "\n");
}
g.clear();
g.drawString("processing 5/5", 120, 120);
calculate_HRV();
}
function bernstein(A, B, C, D, E, t) {
s = 1 - t;
x = (A * Math.pow(s, 4)) + (B * 4 * Math.pow(s, 3) * t) + (C * 6 * s * s * t * t)
+ (D * 4 * s * Math.pow(t, 3)) + (E * Math.pow(t, 4));
return x;
}
function upscale() {
var index = 0;
for (let i = raw_HR_array.length - 1; i > 5; i -= 5) {
p0 = raw_HR_array[i];
p1 = raw_HR_array[i - 1];
p2 = raw_HR_array[i - 2];
p3 = raw_HR_array[i - 3];
p4 = raw_HR_array[i - 4];
for (let T = 0; T < 100; T += 10) {
x = T / 100;
D = bernstein(p0, p1, p2, p3, p4, x);
alternate_array[index] = D;
index++;
}
}
}
function rolling_average(values, count) {
temp_array = [];
for (let i = 0; i < values.length; i++) {
temp_array = [];
for (let x = 0; x < count; x++)
temp_array.push(values[i + x]);
values[i] = average(temp_array);
}
}
function apply_cutoff() {
var x;
for (let i = 0; i < alternate_array.length; i++) {
x = alternate_array[i];
if (x < cutoff_threshold)
x = cutoff_threshold;
alternate_array[i] = x;
}
}
function find_peaks() {
var previous;
var previous_slope = 0;
var slope;
var gap_size = 0;
var temp_array = [];
for (let i = 0; i < alternate_array.length; i++) {
if (previous == null)
previous = alternate_array[i];
slope = alternate_array[i] - previous;
if (slope * previous_slope < 0) {
if (gap_size > 30) {
pulse_array.push(gap_size);
gap_size = 0;
}
}
else {
gap_size++;
}
previous_slope = slope;
previous = alternate_array[i];
}
}
function calculate_HRV() {
var gap_average = average(pulse_array);
var temp_array = [];
var gap_max = (1 + gap_threshold) * gap_average;
var gap_min = (1 - gap_threshold) * gap_average;
for (let i = 0; i < pulse_array.length; i++) {
if (pulse_array[i] > gap_min && pulse_array[i] < gap_max)
temp_array.push(pulse_array[i]);
}
gap_average = average(temp_array);
var calculatedHR = (sample_frequency*60)/(gap_average/2);
g.flip();
g.clear();
//var display_stdv = StandardDeviation(pulse_array).toFixed(1);
var HRV = (StandardDeviation(temp_array) * (1 / (sample_frequency * 2) * 1000)).toFixed(0);
g.drawString("HRV:" + HRV + "\nHR:" + calculatedHR.toFixed(0)
+"\nSample Count:" + temp_array.length, 120, 120);
Bangle.buzz(500,1);
}
g.clear();
g.drawString("preparing", 120, 120);
Bangle.setHRMPower(1);
Bangle.on('HRM', function (hrm) {
g.flip();
if (first_signals < 5) {
g.clear();
g.drawString("setting up...\nremain still " + first_signals * 20 + "%", 120, 120);
first_signals++;
}
else {
BPM_array = hrm.raw;
if(hrm.bpm > hr_min && hrm.bpm < hr_max)
heartrate.push(hrm.bpm);
if (pulsecount < 7) {
for (let i = 0; i < 256; i++) {
file.write(BPM_array[i]+","+"\n");
storeMyData(BPM_array[i], 0);
}
g.clear();
g.drawString("logging: " + ((pulsecount/6)*100).toFixed(0) + "%", 120, 120);
}
if(pulsecount == 6)
turn_off();
pulsecount++;
}
});