Therefore, the study of human sleep and wakefulness can be carried out by using the characteristics of body movement. De CP et al. [11] by extracting the characteristics of body movement signals and based on empirical judgment, they can better distinguish awake state from sleep state, but they can not distinguish each stage of sleep clearly.
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