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chore: import upstream snapshot with attribution
2026-07-13 11:59:54 +08:00

150 lines
4.7 KiB
Python

#!/usr/bin/env python3
"""
Real-Time Stress Monitor via Heart Rate Variability (HRV)
Reads heart rate from MR60BHA2 mmWave radar and computes HRV metrics
to estimate stress level continuously.
HRV Science:
- SDNN < 50ms = high stress / low parasympathetic tone
- SDNN 50-100ms = moderate
- SDNN > 100ms = relaxed / high vagal tone
- RMSSD: successive difference metric, more sensitive to acute stress
Usage:
python examples/stress/hrv_stress_monitor.py --port COM4
"""
import argparse
import collections
import math
import re
import serial
import sys
import time
RE_HR = re.compile(r"'Real-time heart rate'.*?(\d+\.?\d*)\s*bpm", re.IGNORECASE)
RE_ANSI = re.compile(r"\x1b\[[0-9;]*m")
def compute_hrv(hr_values):
"""Compute HRV metrics from HR time series."""
if len(hr_values) < 5:
return {"sdnn": 0, "rmssd": 0, "mean_hr": 0, "stress": "—"}
rr = [60000.0 / h for h in hr_values if h > 0]
if len(rr) < 5:
return {"sdnn": 0, "rmssd": 0, "mean_hr": 0, "stress": "—"}
mean_rr = sum(rr) / len(rr)
sdnn = math.sqrt(sum((x - mean_rr) ** 2 for x in rr) / len(rr))
# RMSSD: root mean square of successive differences
diffs = [(rr[i+1] - rr[i]) ** 2 for i in range(len(rr) - 1)]
rmssd = math.sqrt(sum(diffs) / len(diffs)) if diffs else 0
mean_hr = sum(hr_values) / len(hr_values)
if sdnn < 30:
stress = "HIGH STRESS"
elif sdnn < 50:
stress = "Moderate Stress"
elif sdnn < 80:
stress = "Mild Stress"
elif sdnn < 100:
stress = "Relaxed"
else:
stress = "Very Relaxed"
return {"sdnn": sdnn, "rmssd": rmssd, "mean_hr": mean_hr, "stress": stress}
def stress_bar(sdnn, width=30):
"""Visual stress bar: more filled = more stressed."""
level = max(0, min(1, 1.0 - sdnn / 120.0))
filled = int(level * width)
bar = "#" * filled + "." * (width - filled)
return f"[{bar}] {level*100:.0f}%"
def main():
parser = argparse.ArgumentParser(description="HRV Stress Monitor (mmWave)")
parser.add_argument("--port", default="COM4")
parser.add_argument("--baud", type=int, default=115200)
parser.add_argument("--duration", type=int, default=120)
parser.add_argument("--window", type=int, default=60, help="HRV window in seconds")
args = parser.parse_args()
ser = serial.Serial(args.port, args.baud, timeout=1)
print()
print("=" * 60)
print(" Real-Time Stress Monitor (mmWave HRV)")
print(" Sit still within 1m. Lower stress = higher HRV.")
print("=" * 60)
print()
hr_buffer = collections.deque(maxlen=args.window)
start = time.time()
last_print = 0
min_stress = 999.0
max_stress = 0.0
readings = []
try:
while time.time() - start < args.duration:
line = ser.readline().decode("utf-8", errors="replace")
clean = RE_ANSI.sub("", line)
m = RE_HR.search(clean)
if m:
hr = float(m.group(1))
if 30 < hr < 200:
hr_buffer.append(hr)
elapsed = int(time.time() - start)
if elapsed > last_print and elapsed % 5 == 0 and len(hr_buffer) >= 3:
last_print = elapsed
hrv = compute_hrv(list(hr_buffer))
bar = stress_bar(hrv["sdnn"])
readings.append(hrv)
if hrv["sdnn"] > 0:
min_stress = min(min_stress, hrv["sdnn"])
max_stress = max(max_stress, hrv["sdnn"])
print(f" {elapsed:>4}s | HR {hrv['mean_hr']:>4.0f} | "
f"SDNN {hrv['sdnn']:>5.1f}ms | RMSSD {hrv['rmssd']:>5.1f}ms | "
f"{hrv['stress']:<16} | {bar}")
except KeyboardInterrupt:
pass
ser.close()
print()
print("=" * 60)
print(" STRESS SESSION SUMMARY")
print("=" * 60)
if readings:
avg_sdnn = sum(r["sdnn"] for r in readings) / len(readings)
avg_rmssd = sum(r["rmssd"] for r in readings) / len(readings)
avg_hr = sum(r["mean_hr"] for r in readings) / len(readings)
final_stress = readings[-1]["stress"]
print(f" Duration: {time.time()-start:.0f}s")
print(f" Avg HR: {avg_hr:.0f} bpm")
print(f" Avg SDNN: {avg_sdnn:.1f} ms {'(low — consider a break)' if avg_sdnn < 50 else '(healthy range)' if avg_sdnn > 70 else ''}")
print(f" Avg RMSSD: {avg_rmssd:.1f} ms")
print(f" SDNN range: {min_stress:.0f} - {max_stress:.0f} ms")
print(f" Assessment: {final_stress}")
print()
print(" SDNN Guide: <30=high stress, 30-50=moderate, 50-100=normal, >100=relaxed")
else:
print(" No data collected. Ensure person is in range.")
print()
if __name__ == "__main__":
main()