适应性模糊无碰撞形成控制非线性MAS在通信延迟下
IEEE transactions on cybernetics
|May 19, 2025
概括
本研究引入了一种适应性模糊控制方法,用于多代理系统 (MAS) 实现无碰撞的形成,尽管通信延迟. 该方法确保代理人保持阵列,避免碰撞,并保持网络连接.
科学领域:
- 控制工程 控制工程 控制工程
- 人工智能的人工智能
- 机器人技术 机器人技术 机器人技术
背景情况:
- 多代理系统 (MAS) 面临着实现协调控制的挑战,特别是未知的动态和通信延迟.
- 确保避免碰撞和保持网络连接对于安全有效的MAS运行至关重要.
研究的目的:
- 为了研究适应性模糊无碰撞形成控制不确定的非线性MAS与通信延迟.
- 制定一个控制策略,保证形成目标,避免碰撞和拓连接.
主要方法:
- 模糊逻辑系统 (FLS) 用于建模未知的代理动态.
- 导航功能建立了避免碰撞和保持连接的标准.
- 一个分布式指挥总督估计未知的领导状态和衍生品.
- 后退控制设计理论制定了自适应模糊形成控制方法.
主要成果:
- 开发的自适应模糊形成控制方法成功实现了形成目标.
- 确保了代理商之间避免碰撞.
- 网络拓连接在整个操作过程中被保留.
- 通过对多个欧勒-拉格兰 (EL) 系统的模拟来验证有效性.
结论:
- 拟议的自适应模糊控制方法有效地解决了在通信延迟下不确定的非线性MAS的无碰撞形成控制.
- 模糊逻辑,导航功能和指挥总督的集成为复杂的MAS协调提供了强大的解决方案.
- 该方法在现实场景中证明了其实际适用性和有效性,正如EL系统所示.
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