Figure 1.

Measurement and analysis methods. A sleeping child was recorded by an infrared camera, and body movements were extracted from the video data. Some features were calculated by the body movements as the training parameter for machine learning. And machine learning was performed using the calculated futures and sleep stage obtained by a simple PSG as the correct data.