Integration of YOLOv10 with Edge Computing: Design and Application Research of a Non-Intrusive Fatigue Monitoring System

Longyan Qi; Yueting Han | Hengyang Fan; Qiyi Qiu

Title:
Integration of YOLOv10 with Edge Computing: Design and Application Research of a Non-Intrusive Fatigue Monitoring System

Authors:
Qiyi Qiu | Longyan Qi | Yueting Han | Hengyang Fan

Cite This Article :

Qiyi Qiu | Longyan Qi | Yueting Han | Hengyang Fan "Integration of YOLOv10 with Edge Computing: Design and Application Research of a Non-Intrusive Fatigue Monitoring System" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-9 | Issue-5, October 2025, pp.611-615, URL: https://www.ijtsrd.com/papers/ijtsrd97548.pdf

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Abstract :
Nowadays, with the increasing amount of time students spend studying and staring at the electronic screen, the phenomenon of low concentration, accumulated fatigue, and even damage to physical health and mental health has become very common. Compared with traditional learning aids, which are mostly based on manual check-in or wearable devices, they have many obvious disadvantages, such as subjective data collection and large interference. This paper introduces "EduHoot", a non-invasive learning fatigue monitoring system developed using YOLOv10 and the LicheePi edge computing platform. The system uses visual recognition technology to identify students 'facial behavior patterns in real-time and then realize the local non-intrusive fatigue detection and personalized feedback. Finally, the paper establishes an intelligent protection system for “learning health” and puts forward the system architecture, core technology, design concept and development roadmap. Finally, the paper explores the application prospects and social value of smart education based on edge computing through educational technology and AI development trends.

Keywords :
Learning Fatigue Monitoring; YOLOv10; LicheePi; Edge Computing; Smart Education.

Publication Details:

Unique Identification Number : IJTSRD97548

Published In : Volume-9 | Issue-5, October 2025

Page Number(s) : 611-615

Publisher Name : IJTSRD | www.ijtsrd.com | E-ISSN 2456-6470

Copyright © 2019 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0)

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