Modeling Driver Behavior and Driver Aggressiveness Using Biobehavioral Methods – Phase III
| 项目名称： | Modeling Driver Behavior and Driver Aggressiveness Using Biobehavioral Methods – Phase III |
| 摘要： | It is well known that driver inattention and human error are the primary causes of traffic accidents. In addition, existing driver behavioral modeling algorithms (e.g., car-following, lane changing) assume that driver variability is expressed through various distributions and random number generators. What constitutes aggressive driving, and which are the actions of aggressive drivers that negatively affect safety and traffic instability, are some of the topics that have not been studied thoroughly. At the same time, significant work has been done in the field of cognitive science and psychology, with emphasis in understanding, modeling, and predicting drivers’ intended actions. During the first two years of this project (Modeling Driver Behavior and Driver Aggressiveness Using Biobehavioral Methods – PART I and Part II), the research team conducted an extended driving simulator experiment and collected a multitude of measures of driver performance (speeds, accelerations, car-following), cognition (workload, situational awareness, level of activation), psychophysiological measures (brain activation, heart monitoring), and characteristics (demographics, personality, moral). Several scenarios with varying difficulty and presence of distraction were used. The data obtained through this experiment, will be used here to fulfill two major objectives: (1) calibrate a well-known car-following model (Intelligent Driver Model (IDM)) such that it captures driver heterogeneity as well as the impact of driving task on driver performance, and (2) develop a driver assessment tool that evaluates driver capability and performance. |
| 状态： | Active |
| 资金： | 148878 |
| 资助组织： | Office of the Assistant Secretary for Research and Technology |
| 项目负责人： | Stearns, Amy |
| 执行机构： | University of Kansas, Lawrence |
| 开始时间： | 20200624 |
| 预计完成日期： | 20210630 |
| 主题领域： | Highways；Operations and Traffic Management；Safety and Human Factors |
相关文献
- Modeling Driver Behavior and Driver Aggressiveness Using Biobehavioral Methods � Phase II
- Modeling Driver Behavior and Driver Aggressiveness Using Biobehavioral Methods - Phase I
- Fatigue, Health and CMV Driving Behavior during the COVID-19 Pandemic
- Computational Modeling of Driver Speed Control with its Applications in Developing Intelligent Transportation Systems to Prevent Speeding-Related Accidents
- Development of a Monitoring System for Driver Readiness in Prolonged Automated Driving
- Modeling Driver Car-following Behavior
检索历史
应用推荐
