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Sleeping_Pattern_Predict_Project

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[Subject]

  • Bio-signal Analysis from Wearable Device
  • Developing an Application for Medical Service

[Contents]

  • Developing an LSTM-CNN Model to Predicting Personalized Wake-up Time by Analysing Sleep Patterns
  • Integrating IoT devices on the App to Operate in Conjunction with User's Personalized Wake-up Time

[Program Languages]

  • Python, SQL

[Idea]

  • The Sleeping Stages Cycle Order is divided into N1, N2, N3, N2, and REM Each cycle lasts around 90–110 minutes
  • This Project, Sleeping Cycle is Labeled into Four-Stages (Awake, REM, Core, and Deep) Detecting Awake Time is Labeled as "Core"

[Service]

  • Service Title: Lite-Right
  • Polit Web: (Ongoing) by Streamlit
  • App : (Ongoing) by Swift, Xcode

[Contributors] Heejung Lim, Jiwon Park, Kunho Chu, Sujung Lee

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