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Survey on Fuzzy-Logic-Based Guidance and Control of Marine Surface Vehicles and Underwater Vehicles

机译:基于模糊逻辑的海上水上车辆和水下航行器制导与控制研究

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摘要

Fuzzy logic control, due to its simple control structure, easy and cost-effective design, has been successfully employed to the application of guidance and control in robotic fields. This paper aims to review fuzzy-logic-based guidance and control in an important branch of robots-marine robotic vehicles. First, guidance and motion forms including the maneuvering, path following, trajectory tracking, and position stabilization are described. Subsequently, the application of three major classes of fuzzy logic control, including the conventional fuzzy control (Mamdani fuzzy control and Takagi-Sugeno-Kang fuzzy control), adaptive fuzzy control (self-tuning fuzzy control and direct/indirect adaptive fuzzy control), and hybrid fuzzy control (fuzzy PID control, fuzzy sliding mode control, and neuro-fuzzy control) are presented. In particular, we summarize the design and analysis process of direct/indirect adaptive fuzzy control and fuzzy PID control in marine robotic fields. In addition, two comparative results between hybrid fuzzy control and the corresponding single control are provided to illustrate the superiority of hybrid fuzzy control. Finally, trends of the fuzzy future in marine robotic vehicles are concluded based on its state of the art.
机译:模糊逻辑控制由于其简单的控制结构,简单且具有成本效益的设计,已成功地应用于机器人领域的制导与控制。本文旨在回顾基于模糊逻辑的制导与控制技术,该技术是机器人-海洋机器人车辆的重要分支。首先,描述包括操纵,路径跟随,轨迹跟踪和位置稳定的引导和运动形式。随后,应用了三大类模糊逻辑控制,包括常规模糊控制(Mamdani模糊控制和Takagi-Sugeno-Kang模糊控制),自适应模糊控制(自调整模糊控制和直接/间接自适应模糊控制),提出了混合模糊控制(模糊PID控制,模糊滑模控制和神经模糊控制)。特别地,我们总结了海洋机器人领域中直接/间接自适应模糊控制和模糊PID控制的设计和分析过程。另外,提供了混合模糊控制和相应的单控制之间的两个比较结果,以说明混合模糊控制的优越性。最后,根据其最新状态,得出了船用机器人车辆的模糊未来趋势。

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