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authorDaniel Thompson <daniel@redfelineninja.org.uk>2020-06-24 20:20:18 (GMT)
committerDaniel Thompson <daniel@redfelineninja.org.uk>2020-06-24 20:20:47 (GMT)
commite6811bb69389bb03de49ebe923672dc1315afb6d (patch)
tree2df99bae5b6270b1bc0f8337c45846e68a82a995 /wasp
parentb1faec667db4520c45d98dee7ea772e31825111a (diff)
apps: heart: Initial heart rate detection
The algorithm is fairly crude and the GUI is pretty simple but, if you stay still for 10 seconds, there's a good chance of an accurate pulse reading. Of course if you jog on the spot for ten seconds it more likely to calculate how many steps per minutes you are performing! Signed-off-by: Daniel Thompson <daniel@redfelineninja.org.uk>
Diffstat (limited to 'wasp')
-rw-r--r--wasp/apps/heart.py87
1 files changed, 73 insertions, 14 deletions
diff --git a/wasp/apps/heart.py b/wasp/apps/heart.py
index d88efd4..fdf8336 100644
--- a/wasp/apps/heart.py
+++ b/wasp/apps/heart.py
@@ -2,6 +2,7 @@
# Copyright (C) 2020 Daniel Thompson
import wasp
+import array
import machine
class Biquad():
@@ -26,7 +27,7 @@ class Biquad():
class PTAGC():
"""Peak Tracking Automatic Gain Control
-
+
In order for the correlation checks to work correctly we must
aggressively reject spikes caused by fast DC steps. Setting a
threshold based on the median is very effective at killing
@@ -39,7 +40,7 @@ class PTAGC():
self._boost = 1 / decay
self._threshold = threshold
- def step(self, spl):
+ def step(self, spl):
# peak tracking
peak = self._peak
if abs(spl) > peak:
@@ -52,12 +53,62 @@ class PTAGC():
threshold = self._threshold
if spl > (peak * threshold) or spl < (peak * -threshold):
return 0
-
+
# booster
spl = 100 * spl / (2 * peak)
-
+
return spl
+def _compare(d1, d2, count, shift):
+ e = 0
+ for i in range(count):
+ d = d1[i] - d2[i]
+ e += d*d
+ return e
+
+def compare(d, shift):
+ return _compare(d[shift:], d[:-shift], len(d)-shift, shift)
+
+def trough(d, mn, mx):
+ z2 = compare(d, mn-2)
+ z1 = compare(d, mn-1)
+ for i in range(mn, mx+1):
+ z = compare(d, i)
+ if z2 > z1 and z1 < z:
+ return i
+ z2 = z1
+ z1 = z
+
+ return -1
+
+def get_hrs(d):
+ din = memoryview(d)
+
+ # Search initially from ~210 to 30 bpm
+ t0 = trough(din, 7, 48)
+ if t0 < 0:
+ return None
+
+ # Check the second cycle ...
+ t1 = t0 * 2
+ t1 = trough(din, t1 - 5, t1 + 5)
+ if t1 < 0:
+ return None
+
+ # ... and the third
+ t2 = (t1 * 3) // 2
+ t2 = trough(din, t2 - 5, t2 + 4)
+ if t2 < 0:
+ return None
+
+ # If we can find a fourth cycle then use that for the extra
+ # precision otherwise report whatever we've found
+ t3 = (t2 * 4) // 3
+ t3 = trough(din, t3 - 4, t3 + 4)
+ if t3 < 0:
+ return (60 * 24 * 3) // t2
+ return (60 * 24 * 4) // t3
+
class HeartApp():
"""Heart Rate Sensing application.
@@ -74,13 +125,15 @@ class HeartApp():
draw.fill()
draw.string('PPG graph', 0, 6, width=240)
- self._hpf = Biquad(0.87518309, -1.75036618, 0.87518309, -1.73472577, 0.7660066)
+ self._hpf = Biquad(0.87033078, -1.74066156, 0.87033078, -1.72377617, 0.75754694)
self._agc = PTAGC(20, 0.971, 2)
- self._lpf = Biquad(0.10873253, 0.21746505, 0.10873253, -0.76462555, 0.19955565)
+ self._lpf = Biquad(0.11595249, 0.23190498, 0.11595249, -0.72168143, 0.18549138)
self._x = 0
self._offset = wasp.watch.hrs.read_hrs()
+ self._hrdata = array.array('b')
+
wasp.system.request_tick(1000 // 8)
def background(self):
@@ -89,13 +142,22 @@ class HeartApp():
del self._agc
del self._lpf
- def _tick(self, ticks):
+ def _subtick(self, ticks):
"""Notify the application that its periodic tick is due."""
+ draw = wasp.watch.drawable
+
spl = wasp.watch.hrs.read_hrs()
spl -= self._offset
spl = self._hpf.step(spl)
spl = self._agc.step(spl)
spl = self._lpf.step(spl)
+ spl = int(spl)
+
+ self._hrdata.append(spl)
+ if len(self._hrdata) >= 240:
+ draw.string('{} bpm'.format(get_hrs(self._hrdata)), 0, 6, width=240)
+ del self._hrdata
+ self._hrdata = array.array('b')
color = 0xffc0
@@ -104,14 +166,11 @@ class HeartApp():
color = 0xffff
if spl > 104 or spl < -104:
spl = 0
- spl = int(spl) + 104
+ spl += 104
x = self._x
-
- draw = wasp.watch.drawable
draw.fill(0, x, 32, 1, 208-spl)
draw.fill(color, x, 239-spl, 1, spl)
-
x += 2
if x >= 240:
x = 0
@@ -124,16 +183,16 @@ class HeartApp():
"""
t = machine.Timer(id=1, period=8000000)
t.start()
- self._tick(1)
+ self._subtick(1)
wasp.system.keep_awake()
while t.time() < 41666:
pass
- self._tick(1)
+ self._subtick(1)
while t.time() < 83332:
pass
- self._tick(1)
+ self._subtick(1)
t.stop()
del t