对于非线性多代理系统的有限时间神经适应合作控制,在非线性断层和部分未知的控制方向下进行控制
IEEE transactions on cybernetics
|October 1, 2024
概括
本研究介绍了复杂的非线性多元代理系统 (CNMAS) 的有限时间自适应控制方案,具有非线性故障和未知的控制方向,确保有界的系统信号和有界的合作控制错误.
科学领域:
- 控制系统工程 控制系统工程
- 机器人技术 机器人技术 机器人技术
- 非线性系统理论 非线性系统理论
背景情况:
- 复杂的非线性多元代理系统 (CNMAS) 存在重大控制挑战.
- 现有的控制方法在CNMAS中与非非因故障和未知的控制方向作斗争.
- 有限时间控制比传统的非对称控制提供了更好的性能.
研究的目的:
- 为CNMAS制定一个有限时间的自适应性控制方案.
- 为了应对非非因断层和部分未知的控制方向所带来的挑战.
- 确保所有信号的时间有限性和合作控制错误的趋同.
主要方法:
- 使用有限时间命令过器来减轻复杂性和聊天问题.
- 使用改进的错误补偿机制来缓解过器错误.
- 部分纳斯姆功能被纳入处理部分未知的控制方向.
主要成果:
- 拟议的合作控制策略确保所有闭环系统信号的有限时间限制.
- 合作控制错误在有限的时间内汇聚到预定义的上限.
- 该方法展示了速度和稳定性,通过模拟和现实世界的实验来验证.
结论:
- 开发的有限时间自适应控制策略有效地管理具有非非因故障和未知控制方向的CNMAS.
- 该方法保证了有限时间稳定性和有限误差,优于现有方法.
- 实验验证证证实了拟议的控制方案的实际适用性和有效性.
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