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Commit 216896f3 authored by rahix's avatar rahix
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Merge 'ECG high-pass filter and pulse detection'

See merge request card10/firmware!275
parents c1ef8df5 11d2b50b
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......@@ -41,16 +41,83 @@ leds.dim_top(1)
COLORS = [((23 + (15 * i)) % 360, 1.0, 1.0) for i in range(11)]
# variables for high-pass filter
moving_average = 0
alpha = 2
beta = 3
def update_history(datasets):
global history, moving_average, alpha, beta
for val in datasets:
history.append(val - moving_average)
moving_average = (alpha * moving_average + beta * val) / (alpha + beta)
# trim old elements
history = history[-HISTORY_MAX:]
# variables for pulse detection
pulse = -1
samples_since_last_pulse = 0
q_threshold = -1
r_threshold = 1
q_spike = -ECG_RATE
def neighbours(n, lst):
"""
neighbours(2, "ABCDE") = ("AB", "BC", "CD", "DE")
neighbours(3, "ABCDE") = ("ABC", "BCD", "CDE")
"""
for i in range(len(lst) - (n - 1)):
yield lst[i : i + n]
def detect_pulse(num_new_samples):
global history, pulse, samples_since_last_pulse, q_threshold, r_threshold, q_spike
# look at 3 consecutive samples, starting 2 samples before the samples that were just added, e.g.:
# existing samples: "ABCD"
# new samples: "EF" => "ABCDEF"
# consider ["CDE", "DEF"]
# new samples: "GHI" => "ABCDEFGHI"
# consider ["EFG", "FGH", "GHI"]
for [prev, cur, next_] in neighbours(3, history[-(num_new_samples + 2) :]):
samples_since_last_pulse += 1
if prev > cur < next_ and cur < q_threshold:
q_spike = samples_since_last_pulse
# we expect the next q-spike to be at least 60% as high as this one
q_threshold = (cur * 3) // 5
elif (
prev < cur > next_
and cur > r_threshold
and samples_since_last_pulse - q_spike < ECG_RATE // 10
):
# the full QRS complex is < 0.1s long, so the q and r spike in particular cannot be more than ECG_RATE//10 samples apart
pulse = 60 * ECG_RATE // samples_since_last_pulse
samples_since_last_pulse = 0
q_spike = -ECG_RATE
if pulse < 30 or pulse > 210:
pulse = -1
# we expect the next r-spike to be at least 60% as high as this one
r_threshold = (cur * 3) // 5
elif samples_since_last_pulse > 2 * ECG_RATE:
q_threshold = -1
r_threshold = 1
pulse = -1
def callback_ecg(datasets):
global update_screen, history, filebuffer, write
update_screen += len(datasets)
# update histogram datalist
if not pause_histogram:
history += datasets
# trim old elements
history = history[-HISTORY_MAX:]
update_history(datasets)
detect_pulse(len(datasets))
# buffer for writes
if write > 0:
......@@ -207,12 +274,24 @@ def draw_histogram():
)
else:
draw_leds((max(history[-5:]) * scale + SCALE_FACTOR) * 11 / (SCALE_FACTOR * 2))
disp.print(
current_mode + ("+Bias" if bias else ""),
posx=0,
posy=0,
fg=(COLOR_MODE_FINGER if current_mode == MODE_FINGER else COLOR_MODE_USB),
)
if pulse < 0:
disp.print(
current_mode + ("+Bias" if bias else ""),
posx=0,
posy=0,
fg=(
COLOR_MODE_FINGER if current_mode == MODE_FINGER else COLOR_MODE_USB
),
)
else:
disp.print(
"BPM: {}".format(pulse),
posx=0,
posy=0,
fg=(
COLOR_MODE_FINGER if current_mode == MODE_FINGER else COLOR_MODE_USB
),
)
# announce writing ecg log
if write > 0:
......
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