Research digest · 研究速递

MobileNetV2的自动边缘到云再培训，用于实时卡车司机嗜睡检测

Automated Edge-to-Cloud Retraining of MobileNetV2 for Real-Time Truck Driver Drowsiness Detection

Jihand Aulia Sashiomarda、Bana Handaga · BULLETIN OF NETWORK ENGINEER AND INFORMATICS · 2026-10-31

嗜睡的卡车司机可能会导致致命事故。2022年1月至2026年10月期间，印度尼西亚共有459,248名卡车司机发生事故。

研究信息

期刊 / 来源: BULLETIN OF NETWORK ENGINEER AND INFORMATICS
发表日期: 2026-10-31
文献库: OpenAlex
作者: Jihand Aulia Sashiomarda, Bana Handaga
DOI: 10.59688/v5grn271

读原文 ↗

英文原文摘要全文

Truck drivers who are experiencing drowsiness can cause fatal accidents. There are 459,248truck drivers involved in accidents between January 2022 and October 2026 in Indonesia. Degradation of performance due to environmental variations commonly occurs in driver monitoring systems. This paper presents an automated Edge-to-Cloud retraining framework that is designed for real-time driver drowsiness detection. The system combines local edge inference on a Raspberry Pi 5 with a cloud-based MLOps retraining engine on Google Colab Pro. Face landmark tracking is performed using the MediaPipe Face Lan

中文摘要由自动翻译整理，可能丢掉原文的限定条件；涉及具体数字与结论时以英文原文为准。

这条研究涉及的词条

情绪与压力

职业倦怠

由长期工作压力导致的三维综合征：情绪耗竭、去人格化（疏离）、个人成就感降低。

心理健康

失眠与睡眠障碍

以入睡困难、睡眠维持困难或早醒为特征，并导致白天功能损害的睡眠障碍；失眠认知行为治疗（CBT-I）是国际指南公认的一线治疗，药物只作短期辅助。

同一天收录的其它研究

Strength-based organizational approaches facilitate workplace opportunities for people from lower socioeconomic status backgrounds. Journal of experimental psycholog… How we see relations: The case of containment and support. Journal of experimental psycholog… Task-evoked pupillary responses reveal a role for attentional intensity in auditory discrimination. Journal of experimental psycholog… Beyond Consequences of Challenge: the Degree to which Spoken Word Recognition Changes in Response to Difficulty has Independent Relevance PsyArXiv 预印本 Does Outcome Utility Bias the Mental Simulations of Risky Events? PsyArXiv 预印本

免责声明 公研心理仅为心理学学习、知识研习工具平台。平台内所有心理测评结果、心理学解读仅供学习与自我探索参考，不可作为精神疾病诊断依据，不能替代精神科医师、注册心理师的专业评估。若长期存在情绪困扰，请前往正规医疗机构或专业心理服务机构求助。

内容用于快速浏览；学术引用与结论判断请以英文原文为准。