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Adaptive critic-based neuro-fuzzy controller in multi-agents: Distributed behavioral control and path tracking

机译:多智能体中基于批评家的自适应神经模糊控制器:分布式行为控制和路径跟踪

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摘要

In this paper, we follow two control tasks in a leader following frame with undirected network and local communications. As the first goal, distributed behavioral imitation, which is necessary to fit agents with complicated motion equations in kinematic frames, is discussed. Providing real agents with behavioral controller makes them capable to act as a kinematic particle. The second goal is to design an active leading strategy for the LA to move the group on a predefined path. Both problems can be mathematically modeled in an affine form, which is the reason behind using a unique adaptive controller to solve them. The controller is based on a neuro-fuzzy structure with critic-based leaning structure. It is shown that the proposed controller can successfully handle both tasks.
机译:在本文中,我们采用无向网络和本地通信的领导者框架来遵循两个控制任务。作为第一个目标,讨论了分布式行为模仿,这对于在运动学框架中拟合具有复杂运动方程的智能体是必需的。为真实的行为者提供行为控制器,使他们能够充当运动粒子。第二个目标是为洛杉矶设计一种主动的领导策略,以使小组按预定路径移动。可以用仿射形式对两个问题进行数学建模,这就是使用独特的自适应控制器来解决这些问题的原因。控制器基于神经模糊结构,具有基于批评家的倾斜结构。结果表明,所提出的控制器可以成功地处理两个任务。

著录项

  • 来源
    《Neurocomputing》 |2012年第2012期|p.24-35|共12页
  • 作者单位

    Center of Excellence in Design, Robotics, and Automation (CEDRA), School of Mechanical Engineering, Sharif University of Technology, P.O. Box 11365-9567,Azadi Avenue, Tehran, Iran;

    Department of Mechanical and Aerospace Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran;

    Center of Excellence in Design, Robotics, and Automation (CEDRA), School of Mechanical Engineering, Sharif University of Technology, P.O. Box 11365-9567,Azadi Avenue, Tehran, Iran;

    Center of Excellence in Design, Robotics, and Automation (CEDRA), School of Mechanical Engineering, Sharif University of Technology, P.O. Box 11365-9567,Azadi Avenue, Tehran, Iran;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    multi-agents; behavioral control; active leading; adaptive critic-based neuro-fuzzy control; technique; path tracking;

    机译:多主体行为控制;积极的领导;基于评论家的自适应神经模糊控制技术;路径追踪;

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