A Study on the Development of Driver Behavior Simulation Dummy for the Performance Evaluation of Driver Monitoring System

IF 1.9 4区 工程技术 Q2 Engineering
Jin Hae Yae, Young Dal Oh, Moon Sik Kim, Sun Hong Park
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引用次数: 0

Abstract

Driver monitoring system (DMS) was mainly developed to prevent accident risks by analyzing facial movements related to drowsiness and carelessness in real time such as driver’s gaze, blink, and head angle through cameras and warning the driver. Recently, the scope has been expanded to monitor passengers, and it has been linked to safety functions such as neglecting children, empty seats, or controlling airbags on seats with people under safety weight. However, evaluation research for algorithm advancement and performance optimization is relatively insufficient. In addition, the verification system is facing limitations such as personal information protection problems caused by the subject’s face data, errors in reproducing the subject’s drowsy and careless behavior, and differences in behavior according to individual differences. Therefore, as the importance of traffic safety is emphasized, an evaluation tool that can more efficiently and systematically evaluate the performance of DMS is needed. In this study, a driver behavior simulation dummy was developed that can quantitatively control the movement of the driver’s face and upper body. The driver behavior simulation dummy was developed in three stages in the order of function and specification definition, design and manufacture according to specifications, and verification through error tests for each function.

Abstract Image

为驾驶员监控系统性能评估开发驾驶员行为模拟假人的研究
驾驶员监控系统(DMS)主要是通过摄像头实时分析驾驶员的凝视、眨眼和头部角度等与瞌睡和粗心有关的面部动作,并向驾驶员发出警告,从而防范事故风险。最近,其范围已扩大到监控乘客,并与忽视儿童、空座位或控制安全重量以下人员座位上的安全气囊等安全功能联系起来。然而,针对算法改进和性能优化的评估研究相对不足。此外,验证系统还面临着受试者面部数据带来的个人信息保护问题、受试者瞌睡和粗心行为的再现误差、个体差异带来的行为差异等局限性。因此,在强调交通安全重要性的同时,需要一种能更有效、更系统地评估 DMS 性能的评估工具。本研究开发了一种驾驶员行为模拟假人,可定量控制驾驶员面部和上半身的运动。驾驶员行为模拟假人的开发分为三个阶段,依次为功能和规格定义、根据规格进行设计和制造,以及通过各项功能的误差测试进行验证。
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来源期刊
CiteScore
4.10
自引率
10.50%
发文量
115
审稿时长
3-6 weeks
期刊介绍: The International Journal of Precision Engineering and Manufacturing accepts original contributions on all aspects of precision engineering and manufacturing. The journal specific focus areas include, but are not limited to: - Precision Machining Processes - Manufacturing Systems - Robotics and Automation - Machine Tools - Design and Materials - Biomechanical Engineering - Nano/Micro Technology - Rapid Prototyping and Manufacturing - Measurements and Control Surveys and reviews will also be planned in consultation with the Editorial Board.
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