智能交通系统中联网车辆控制的驾驶风格分类和识别方法:一项审查
Peng Mei1, Hamid Reza Karimi2, Lei Ou3
1School of Transportation Science and Engineering, Beihang University, Beijing, China; Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy; Department of Electrical Electronic Telecommunications Engineering and Naval Architecture, University of Genoa, Genova, Italy.
ISA transactions
|January 31, 2025
概括
准确的驾驶风格 (DS) 识别是智能交通系统 (ITS) 的关键. 这项研究将DS识别与速度规划相结合,以提高联网汽车的车辆安全性,舒适性和能源效率.
科学领域:
- 智能运输系统 (ITS) 是一种智能运输系统.
- 车辆动力学和控制控制
- 机器学习在运输中的应用
背景情况:
- 智能汽车技术的进步需要了解驾驶风格对安全,舒适和效率的影响.
- 准确的DS识别对于智能运输系统 (ITS) 的广泛采用至关重要.
- 当前的速度规划通常使用通用模型,忽视个性化的驾驶行为.
研究的目的:
- 调查驾驶风格识别方法对互联汽车控制和速度规划在ITS中的影响.
- 强调DS在制定个性化和自适应速度规划策略中的重要性.
- 引入一个框架,将DS识别与速度规划相结合,以提高ITS的适应性.
主要方法:
- 探索用于驾驶风格识别的聚类和分类技术.
- 审查三种主要的DS认可方法:基于规则,基于模型和基于学习的方法.
- 开发一个框架,将DS识别与速度规划相结合,包括数据收集,预处理和分类.
主要成果:
- 展示DS识别方法如何影响联网车辆控制和速度优化.
- 突出了个性化速度规划的必要性,以个人驾驶风格为基础.
- 验证一个框架,有效地将DS认可集成到ITS中.
结论:
- 驾驶风格识别是推进智能交通系统的关键组成部分.
- 将DS识别与速度规划相结合,可以实现更具适应性和个性化的ITS.
- 这种方法为提高ITS的整体适应性和性能提供了一个新的视角.
相关概念视频
Multi-input and Multi-variable systems
94
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
94
Controller Configurations
84
Controller configurations are crucial in a car's cruise control system because they manage speed over time to maintain a consistent pace regardless of road conditions, thereby meeting design goals. In traditional control systems, fixed-configuration design involves predetermined controller placement. System performance modifications are known as compensation.
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
84
Classification of Systems-I
167
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
167
PD Controller: Design
173
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
173
Classification of Systems-II
133
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
133
Control Systems: Applications
566
Electrical engineering plays a pivotal role in our daily lives, with control systems at the heart of many applications, from home appliances to sophisticated space shuttles. Control systems manage and regulate the behavior of devices and processes, ensuring they function safely, correctly, and efficiently.
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
566


