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相关概念视频

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A cruise control system in a car is designed to maintain a specified speed automatically by adjusting the gas pedal. The system continuously measures the vehicle's speed and makes fine adjustments to the pedal to achieve this goal. The root locus method is particularly useful for understanding how the cruise control system's behavior changes under varying conditions, such as when the car goes uphill, downhill, or faces strong wind resistance.
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相关实验视频

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无人驾驶地表车辆的数据驱动路径跟踪控制.

Je Wook Ryu1, Seunghwan Han2, Dowan Kim3

  • 1Department of Ocean Systems Engineering, Sejong University, Seoul, 05006, South Korea.

Scientific reports
|December 9, 2025
PubMed
概括
此摘要是机器生成的。

本研究介绍了使用线性矩阵不等式 (LMI) 进行无人驾驶表面车辆 (USV) 的数据驱动控制方法. 这种方法确保了稳健的路径,尽管部分未知车辆动态.

关键词:
非对称稳定性的稳定性数据驱动的控制是数据驱动的控制.线性矩阵不等式 (LMI) 是指线性矩阵不等式.利亚普诺沃夫是什么意思?路径-遵循的路径.无人驾驶的地面车辆 (USV)

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科学领域:

  • 机器人和控制系统 机器人和控制系统
  • 海洋工程 海洋工程
  • 系统和控制理论系统和控制理论

背景情况:

  • 无人驾驶地面车辆 (USV) 需要先进的控制来实现自主导航.
  • 部分未知的动态对稳健的路径追随提出了重大挑战.
  • 数据驱动控制为传统基于模型的方法提供了一个有希望的替代方案.

研究的目的:

  • 开发一个数据驱动的USV路径跟踪的控制配方.
  • 为了应对部分未知的系统动态所带来的挑战.
  • 通过使用线性矩阵不等式 (LMIs) 来保证强大的非对称稳定性.

主要方法:

  • 将USV系统分解为已知的和部分未知的子系统.
  • 在数据一致的矩阵圆形不确定性集中限制未知动态.
  • 使用基于输入状态测量的LMI来推导足够的稳定性条件.

主要成果:

  • 介绍了一种新的数据驱动路径,用于控制USV的数据驱动路径.
  • 在矩阵圆形不确定性下保证了强大的非对称稳定性.
  • 数据驱动的控制器表现出与基于模型的方法可比的性能.

结论:

  • 拟议的基于LMI的数据驱动控制有效地处理部分未知的USV动态.
  • 这种方法为自主USV路径跟踪提供了强大的解决方案.
  • 该方法在各种参考路径中实现了高性能.