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sleep-monitoring

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A Fog Computing-based real-time sleep quality monitoring system using LSTM deep learning on wearable sensor data (PPG + Accelerometer). Trained on the MMASH dataset (PhysioNet) from 22 real subjects, achieving 92.8% accuracy. Features a Streamlit live dashboard and Arduino hardware integration.

  • Updated May 16, 2026
  • Python

💤 IoT-based Smart Pillow that monitors pulse, respiration, body temperature, pressure, light, and sleep posture via ESP32 + sensors, streams data to MongoDB through a Node.js API, and uses a Random Forest model to predict insomnia/sleep-disorder risk in real time - with live alerts via the Blynk app.

  • Updated Jun 20, 2026
  • C++

Embedded systems project for non-invasive sleep quality monitoring using ESP32. Integrates ECG, SpO2, EMG, temperature, and motion sensors to capture and analyze physiological data during sleep. Features real-time data transmission and comprehensive sleep pattern analysis.

  • Updated Dec 23, 2025
  • C++

Real-time PTSD nightmare detection & therapeutic audio intervention. MIT AST + wav2vec2 pipeline detects nightmare distress on a MacBook M2. MusicGen/AudioGen pre-cached soundscapes interrupt nightmares without waking the patient. Next.js dashboard on Vercel.

  • Updated May 4, 2026
  • Jupyter Notebook

Sleep‑monitoring system using a Raspberry Pi Pico W and DIY velostat pressure sensors placed under the mattress. It records pressure changes caused by subtle body movements during sleep and sends the data over Wi‑Fi for MATLAB analysis. Future versions include sleep‑stage estimation and smart‑alarm features.

  • Updated Feb 8, 2026
  • C++

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