关于自动驾驶汽车避免碰撞算法的调查
Meryem Hamidaoui1, Mohamed Zakariya Talhaoui2, Mingchu Li1,3
1School of Software Technology, Dalian University of Technology, Dalian 116024, China.
Sensors (Basel, Switzerland)
|January 25, 2025
概括
本次调查探讨了自动驾驶汽车的避免碰撞算法,重点关注基于传感器的方法,路径规划和决策系统. 机器学习增强了避开障碍的功能,这对于安全的自动驾驶汽车导航和公众信任至关重要.
科学领域:
- 机器人和人工智能 机器人和人工智能
- 计算机科学与工程 计算机科学与工程
背景情况:
- 自动驾驶汽车 (AV) 需要强大的避免碰撞,以确保安全运行.
- 自动驾驶技术的快速发展需要有效的导航策略.
研究的目的:
- 调查自动驾驶汽车的主要避免碰撞算法.
- 检查提高AV安全性和可靠性的方法.
主要方法:
- 审查基于传感器的障碍物识别技术.
- 对复杂的路径规划算法的分析.
- 评估适应性反应的决策系统.
- 机器学习应用在障碍回避方面的探索.
主要成果:
- 确定了用于精确探测障碍物和生成安全路径的关键算法.
- 强调了适应性决策在各种驾驶场景中的作用.
- 证明了机器学习的潜力,以提高避免碰撞的有效性.
结论:
- 集成的避免碰撞技术对于自动驾驶安全至关重要.
- 提高安全性和可靠性对于建立公众对自动驾驶汽车的信心至关重要.
相关概念视频
PD Controller: Design
174
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,...
174
Types of Global Positioning System Surveys
48
GPS surveying methods vary in application, accuracy, and data collection techniques, catering to diverse surveying and mapping needs. Static GPS, kinematic GPS, and real-time kinematic (RTK) surveying are widely used. Each technique offers distinct advantages.Static GPS involves placing one receiver at a known reference point and another at the target point. It collects exact positional data by observing multiple satellite ranges over an extended period, achieving centimeter-level accuracy for...
48
Errors in Global Positioning System
34
Global Positioning System (GPS) technology has revolutionized navigation and positioning, but its accuracy is often compromised by various errors. These errors, stemming from environmental, satellite, and receiver-related factors, require careful mitigation to ensure reliable performance across applications.Atmospheric ErrorsGPS signals travel through the Earth’s ionosphere and troposphere, introducing delays which affect accuracy. The ionosphere is strongly influenced by charged particles,...
34


