对自主机器人动态环境中的近期路径规划技术的全面研究
Nour AbuJabal1, Mohammed Baziyad1, Raouf Fareh2
1Research Institute of Sciences & Engineering, University of Sharjah, Sharjah P.O. Box 27272, United Arab Emirates.
Sensors (Basel, Switzerland)
|January 8, 2025
概括
本综述探讨了动态环境中的机器人路径规划,包括障碍物检测,策略和通信. 它强调了需要强大的算法来有效地导航复杂,不可预测的场景.
科学领域:
- 机器人和人工智能 机器人和人工智能
- 自主导航系统 自主导航系统
背景情况:
- 路径规划对于在不可预测环境中运行的自主系统至关重要.
- 现有的方法在实时适应动态障碍和多机器人协调方面面临挑战.
- 有效的导航需要整合障碍物检测,规划和机器人间通信.
研究的目的:
- 为动态环境提供路径规划技术的全面审查.
- 识别当前的趋势,挑战和该领域的研究差距.
- 强调合作决策和沟通对于优化导航的重要性.
主要方法:
- 对路径规划算法的文献综述.
- 对障碍物检测方法的分析.
- 考察机器人技术中的形成控制和通信策略.
主要成果:
- 动态环境需要先进的,强大的路径规划算法.
- 障碍物检测,路径规划和通信的整合是提高效率的关键.
- 协作决策可以在复杂,不可预测的场景中提高导航能力.
结论:
- 为了在动态环境中开发更高效,更强大的算法,还需要进一步的研究.
- 加强沟通和协作策略对于多机器人路径规划至关重要.
- 这一综述是未来自主导航技术进步的基础.
相关概念视频
PD Controller: Design
183
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,...
183
Manipulation and Analysis
18
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
18
Types of Global Positioning System Surveys
49
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...
49


