Children's sleep monitoring system and monitoring method based on lightgbm and bee colony algorithm

Abstract

The invention provides a monitoring system for sleep of children based on lightGBM and a bee colony algorithm and a monitoring method. The monitoring system is composed of a measurement analysis system, an upper computer system and a mobile terminal, the measurement analysis system comprises a signal collection module, a power supply module, an MCU control module and a wireless communication module, the signal collection module, the power supply module and the wireless communication module are connected with the MCU control module, and the MCU control module is wirelessly connected with the upper computer system and the mobile terminal separately through the wireless communication module separately. According to the monitoring system, quilt kick action and body temperature, heart rate, breath and other information of children in the sleeping process can be fed back to a guardian in time, the guardian carries out corresponding disposal in time, children cannot have the constraint and compression feeling, the change of physical characteristics of children in the quick growth process can be caught in time, and by updating a lightGBM classifier, the probability of the false alarm is greatly lowered.

Description

technical field [0001] The invention relates to the technical field of monitoring and alarming, in particular to a children's sleep monitoring system and monitoring method based on lightGBM and bee colony algorithm. Background technique [0002] Children are the future of the motherland, the pillars of the society, and the hope of the family. Their healthy growth is related to family stability and social harmony. Adequate and high-quality sleep is particularly important for children as they grow up. Children often kick off the quilt during sleep due to stuffy heat, gastrointestinal discomfort, urination and other reasons. Parents are worried and cannot sleep at ease. If parents fail to cover the quilt for the child in time, it is easy to cause the child to catch a cold, cause a cold, fever or even other more serious problems. . [0003] In addition to kicking the quilt, children often have sudden symptoms of hyperthermia during deep sleep. In this case, parents are not e...

AI Technical Summary

Problems solved by technology

[0005] Aiming at the technical problems that the existing products are bound, oppressive, and prone to false alarms, this invention proposes a children's sleep monitoring system based on lightGBM and bee colony algorithm, through the cooperation of the measurement analysis system, the host computer system and the mobile terminal , can feed back information such as kicking movements, body temperature, heart rate and respiration during children's sleep to the guardian in a timely manner, and the guardian can make corresponding processing in a timely manner, and the monitoring system will not cause restraint and oppression to the child, and the lightGBM classifier can be updated in time , greatly reducing the probability of false positives

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