The technology development of intelligent monitoring solutions and products for human vital signs in the context of sleep provides comprehensive AI intelligent sleep monitoring technology solutions and products for applications such as smart mattresses, smart pillows, smart personal elderly care, smart community elderly care, smart nursing homes, smart hotels, smart prisons, smart schools, and smart children's beds.