一种基于非干扰非线性近似的适应性控制方案,用于一类非线性级联系统,并将其应用于灵活的关节操纵器
Zhangxing Liu1, Hongzhe Jin1, Jie Zhao1
1School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.
Sensors (Basel, Switzerland)
|May 25, 2024
概括
本研究引入了一种新方法,用于适应性控制的近似非线性系统动态. 简化方法提高了复杂系统的稳定性和控制性能.
科学领域:
- 控制工程 控制工程 控制工程
- 非线性系统理论 非线性系统理论
- 适应性控制控制是适应性的
背景情况:
- 由于复杂的动态和不确定性,非线性级联系统存在重大控制设计挑战.
- 现有的控制方法经常与固有的系统非线性作斗争.
研究的目的:
- 为无模型的自适应控制提出一种新的,简化的非线性近似方案.
- 提高非线性级联系统控制器的稳定性和性能.
主要方法:
- 基于本地跟踪错误,使用稳定和交替组件估计系统非线性.
- 独立估计每个子系统的非线性.
- 采用二次错误校正程序来调节稳定性的重量系数.
主要成果:
- 拟议的无模型自适应控制器证明了对非线性级联系统的有效控制.
- 在模拟和实验中,与辐射基函数网络控制相比,实现了更高的控制性能.
- 在灵活的联合系统上验证了有效性.
结论:
- 新的非线性近似方案为适应性控制提供了一个简单而强大的解决方案.
- 该方法适用于需要高性能和稳定性的实际工程应用.
- 性能优于现有的先进控制技术,如RBF网络控制.
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