相关实验视频
Updated: Sep 11, 2025

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Operation of the Collaborative Composite Manufacturing CCM System
Published on: October 1, 2019
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多代理系统的运动规划和跟踪MPC:一种动态亲缘形成方法
IEEE transactions on cybernetics
|August 12, 2025
概括
这项研究引入了多剂组合的在线亲缘参数调整,使动态形状变化能够避免障碍. 这种新的方法确保了复杂环境中的稳定和可行的控制.
科学领域:
- 机器人和控制系统 机器人和控制系统
- 多代理系统 多代理系统
- 自主导航自主导航自主导航自主导航自主导航自主导航
背景情况:
- 精密的形成控制为复杂的地形提供灵活的形状调整.
- 现有的方法需要离线预设计形成转换参数.
- 需要在线调整,以便在可变环境中进行动态适应.
研究的目的:
- 开发一种在线方法,用于在多剂组合中进行亲属参数调整.
- 为了使障碍物避开,形成的自我重新配置.
- 提出一个分布式模型预测控制器,以提高性能和稳定性.
主要方法:
- 利用人工潜力场 (APF) 环境激发进行在线参数调整.
- 实现一个分布式模型预测控制器 (MPC) 与历史控制输入的利用.
- 在非线性MPC框架内分离稳定性和性能优化.
主要成果:
- 在线证明了亲属转换参数的动态调整.
- 实现了形成形状的自我重新配置,以避免碰撞.
- 通过模拟验证了拟议的分布式MPC的有效性和稳定性.
结论:
- 拟议的在线亲缘参数调整方法使复杂环境中的适应性形成成为可能.
- 分布式MPC确保了多代理系统的稳定控制,稳定性和性能.
- 该方法有效地解决了在形成控制中离线参数预设计的局限性.
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