Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关实验视频

Updated: May 10, 2025

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research
07:15

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research

Published on: December 18, 2020

4.4K

在司机监控系统的骨架数据上,基于广泛学习的增强危险驾驶行动识别.

Pu Li1, Ziye Liu2, Hangguan Shan1

  • 1College of Information Science & Electronic Engineering, Zhejiang University, Hangzhou 310027, China.

Sensors (Basel, Switzerland)
|April 28, 2025
PubMed
概括

这项研究引入了一种新方法,用于检测使用3D骨数据和广泛学习系统 (BLS) 的危险驾驶. 该方法通过提高驾驶员监控系统 (DMS) 的准确性和效率来提高道路安全.

相关概念视频

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Genomic Epidemiology of Cronobacter spp. in Ready-to-Eat Boxed Meals: High Prevalence, Virulence, and Cefazolin Resistance in Nanning, China.

Journal of food protection·2026
Same author

Safety, tolerability, relative bioavailability, pharmacokinetics, and pharmacodynamics of single and multiple doses of the novel oral bofanglutide in healthy Chinese participants.

Diabetes research and clinical practice·2026
Same author

An oxygen-glucose co-releasing platform fostering dental pulp regeneration by driving metabolic recovery of stem cells.

Biomaterials·2026
Same author

Promoter methylation-associated brain-enriched long noncoding RNAs in glioblastoma: a multi-cohort public epigenomic re-analysis.

Epigenomics·2026
Same author

A novel root canal irrigant enabling rapid formation of a tannic acid-silver nanocoating for sustained antibacterial therapy in root canal infections.

Journal of materials chemistry. B·2026
Same author

Correlations of coronary lp-PLA2 and angiotensin II levels with the severity of coronary artery stenosis in elderly patients with coronary heart disease: a retrospective case-control study.

Current medical research and opinion·2026

科学领域:

  • 计算机科学 计算机科学
  • 人工智能的人工智能
  • 运输工程 运输工程

背景情况:

  • 传统的驾驶员监控系统 (DMS) 在嵌入式设备上难以实现实时性能和稳定性.
  • 资源有限的环境需要轻量级和高效的驾驶员监控解决方案.

研究的目的:

  • 开发一种使用3D骨数据识别危险驾驶行为的新方法.
  • 提高嵌入式应用程序的驾驶员监控系统 (DMS) 的稳定性,实时性能和效率.

主要方法:

  • 提出了一个图形空间时间特征表示 (GSFR) 来从3D骨架数据中选择相关的关键点,减少复杂性.
  • 集成的GSFR与广泛学习系统 (BLS),使用稀疏特征选择和主要组件分析 (PCA) 进行优化.
  • 实施双重平滑策略 (滑动窗口和指数移动平均线 (EMA)),以稳定预测并最大限度地减少噪音.

主要成果:

  • 与现有方法相比,拟议的GSFR-BLS模型表现出卓越的准确性,效率和稳定性.
  • 在GSFR中的动态关键点选择有效地降低了计算负载.
  • 优化的BLS和双平滑确保了实时处理和可靠的预测.

结论:

关键词:
行动认可 行动认可广泛的学习广泛的学习.图形特征表示图形特征表示.车辆的互联网 车辆的互联网

更多相关视频

Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention
06:37

Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention

Published on: December 15, 2023

2.4K
Design and Analysis for Fall Detection System Simplification
08:05

Design and Analysis for Fall Detection System Simplification

Published on: April 6, 2020

10.6K

相关实验视频

Last Updated: May 10, 2025

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research
07:15

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research

Published on: December 18, 2020

4.4K
Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention
06:37

Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention

Published on: December 15, 2023

2.4K
Design and Analysis for Fall Detection System Simplification
08:05

Design and Analysis for Fall Detection System Simplification

Published on: April 6, 2020

10.6K
  • GSFR-BLS模型是识别危险驾驶行为的高效解决方案.
  • 该方法非常适合在嵌入式DMS应用程序中的实际部署,因为它的性能和效率.
  • 这项研究通过先进的驾驶员监控技术,有助于提高道路安全.