对于具有规定的性能的非线性多代理系统的无角度刚性通信的自适应形成控制
IEEE transactions on cybernetics
|March 3, 2025
概括
本研究介绍了非线性多元代理系统的适应性形成控制,以确保角度刚性和避免碰撞. 无通信方法处理不确定性,实现精确的形成形状.
科学领域:
- 机器人和控制系统 机器人和控制系统
- 多代理系统工程 多代理系统工程
- 非线性动力学是一种非线性动力学.
背景情况:
- 限制角度的形成控制对于协调的多代理行为至关重要,在几何转换下提供不变性.
- 现有的方法经常在复杂的非线性动态和无与伦比的不确定性下失败,限制了现实世界的适用性.
- 对于实际的多代理系统,需要强大的,无通信解决方案是显而易见的.
研究的目的:
- 为非线性多元代理系统开发基于角度刚性的自适应性形成控制框架.
- 解决多代理系统中不匹配的不确定性所带来的挑战.
- 为了实现无通信的形成控制,同时确保形状准确性和避免碰撞.
主要方法:
- 将规定的性能控制与递归后退相结合.
- 开发一种适应性控制规律,以维护角度刚性.
- 利用局部传感,实现无通讯操作.
主要成果:
- 拟议的框架有效地处理非线性多代理系统中无与伦比的系统不确定性.
- 在整个成形过程中保持角度刚性,确保形状完整性.
- 确保实现所需的三角形形成形状的非对称性,而不会发生代理之间的碰撞.
- 控制策略在没有通信的环境中有效运行.
结论:
- 开发的基于角度刚度的自适应形成控制框架为非线性多代理系统提供了强大的解决方案.
- 该方法能够处理不确定性,并且在没有通信的情况下运行,使其适合实际应用.
- 广泛的模拟验证了拟议的控制算法的有效性和可靠性.
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