基于物联网的驾驶员压力水平评估
Veronica Mattioli1,2, Luca Davoli2, Laura Belli2
1Multimedia Laboratory, Department of Engineering and Architecture, University of Parma, 43124 Parma, Italy.
Sensors (Basel, Switzerland)
|September 14, 2024
概括
这项研究介绍了一种创新的车载系统,使用可穿戴传感器和热摄像头来监测驾驶员的压力水平. 该系统有效地估计了驾驶员的兴奋程度,通过先进的心理生理评估提高了道路安全.
科学领域:
- 人与计算机的交互
- 汽车安全 汽车安全
- 生物医学工程 生物医学工程
背景情况:
- 驾驶员监控系统 (DMS) 通过检测驾驶异常来预防道路交通事故至关重要.
- 驾驶员的压力和工作量可能会受到交通和道路状况的影响,影响心理和生理状态.
- 需要先进的监控系统,包括驾驶员的心理和生理方面.
研究的目的:
- 提出一个新的车载物联网 (IoT) 导向的监控系统,用于评估驾驶员的压力.
- 估计驾驶员的兴奋程度,这是对驾驶任务的关键心理生理反应.
- 开发一个可适应和有效的实时驾驶员监控系统.
主要方法:
- 使用可穿戴的传感器化身和热摄像头进行数据收集.
- 提取心率和皮肤温度等生理参数.
- 采用创新的算法来处理和分析收集的驾驶员和车辆数据.
主要成果:
- 从模拟和真实驾驶场景中获得了实验结果.
- 拟议的系统在评估驾驶员压力水平方面表现出适应性和有效性.
- 生理学数据成功地与驾驶员在驾驶任务中的兴奋相关联.
结论:
- 开发的面向物联网的系统有效地使用生理数据监测驾驶员的压力.
- 该系统有望整合到未来的汽车安全技术中.
- 先进的心理生理监测可以大大有助于预防危险的驾驶事件.
相关概念视频
Psychological Responses to Stress
47
Psychological responses to stress encompass the various cognitive and emotional reactions individuals experience when faced with challenging or threatening situations, such as a job loss. Prolonged exposure to stressors can disturb emotional balance, increasing negative emotions (e.g., anxiety and sadness) and diminishing positive emotions (e.g., joy and satisfaction). These persistent emotional shifts are associated with an increased risk of both physical illness and mental health issues, such...
47
Exercise Stress Test
178
Introduction
Exercise stress testing, commonly known as a treadmill test, is a noninvasive procedure used to evaluate cardiovascular function and diagnose heart conditions.
Definition
An exercise stress test measures the heart's response to exertion using a treadmill or stationary bicycle. Chest electrodes record the heart's electrical activity through an ECG, and blood pressure is monitored regularly.
Purposes
Exercise stress testing, commonly known as a treadmill test, is a noninvasive procedure used to evaluate cardiovascular function and diagnose heart conditions.
Definition
An exercise stress test measures the heart's response to exertion using a treadmill or stationary bicycle. Chest electrodes record the heart's electrical activity through an ECG, and blood pressure is monitored regularly.
Purposes
178
Introduction to Stress and Lifestyle
89
Stress is a multifaceted response to events perceived as challenging or threatening, highlighting physical, emotional, cognitive, and behavioral reactions. Physically, stress can lead to fatigue, sleep disruptions, and various health issues such as frequent colds, chest pains, and nausea. Emotionally, it can manifest as anxiety, depression, irritability, and anger triggered by both minor and major life events. Cognitively, it may result in difficulty in concentration, memory, and...
89
Stress: General Loading Conditions
301
To grasp the intricacy of real-world conditions where multiple loads are applied simultaneously to a structure, one might visualize a section passing through a specific point within a body, aligned parallel to the xy plane. This section is subjected to various forces, including original loads, normal forces, and shearing forces.
The shearing force, possessing potential directionality within the plane of the section, is simplified into two component forces running parallel to the x and y axes....
The shearing force, possessing potential directionality within the plane of the section, is simplified into two component forces running parallel to the x and y axes....
301
Lazarus's Cognitive Appraisal Theory
193
Cognitive psychologist Richard Lazarus proposed the cognitive-mediational theory of emotions, which emphasizes how individuals' assessments of stressors significantly affect their experience of stress. According to Lazarus, the stress response is determined by a two-step appraisal process: primary appraisal and secondary appraisal. These cognitive appraisals help individuals evaluate the potential impact of a stressor and determine the adequacy of their coping resources.
Primary Appraisal:...
Primary Appraisal:...
193
Stress and Mental Health
86
Chronic stress profoundly affects mental health, significantly influencing mood, behavior, and overall quality of life. Research closely links chronic stress with mental health conditions such as depression, anxiety, and substance use disorders. Ongoing exposure to stress can lead to physiological and psychological changes, initiating a cycle of emotional distress and maladaptive coping mechanisms.
Individuals with depression often experience challenges in both their personal and professional...
Individuals with depression often experience challenges in both their personal and professional...
86


