分数-比例-类型的代学习控制与新增增益选择规则
IEEE transactions on cybernetics
|July 30, 2025
概括
本研究引入了用于分数比例代学习控制 (ILC) 的新增益选择,增强了融合速度和跟踪精度. 拟议的多阶段ILC方案实现了比传统方法更快的融合,同时保持了精确的跟踪.
科学领域:
- 控制工程 控制工程 控制工程
- 自动化系统 自动化系统
- 应用数学 应用数学 应用数学
背景情况:
- 代学习控制 (ILC) 对于需要高精度的重复任务至关重要.
- 分数顺序控制器比整数顺序对应器提供了更好的性能.
- 现有的ILC增强选择方法在平衡收速度和跟踪精度方面存在局限性.
研究的目的:
- 为分数比例型ILC开发一种新的增益选择方案.
- 提高ILC系统中的融合率和跟踪精度.
- 分析拟议方案的理论收性质和实际性能.
主要方法:
- 为分数比例型ILC提出了一种新的增益选择策略.
- 追踪错误的趋同分析到可调节的极限周期.
- 递归计算和限制周期的详细边界估计.
- 系统地比较各种增益选择规则和多阶段更新方案.
主要成果:
- 追踪错误的证明趋同到具有已证实的边界的可调节的极限周期.
- 对拟议方案的本地和全球收率进行分析.
- 开发了两个新的多阶段更新方案,结合了不同的增益选择.
- 拟议的方案比共同的比例类型规则更快地趋同,实现零错误跟踪.
结论:
- 新的增强选择方案显著提高了分数比例ILC中的收速度和跟踪精度.
- 多阶段更新方案提供了独立于系统矩阵的定量合加速.
- 理论分析和实验验证证证实了拟议的ILC方法的有效性.
相关概念视频
PI Controller: Design
503
Proportional Integral (PI) controllers are a fundamental component in modern control systems, widely used to enhance performance and mitigate steady-state errors. They are particularly effective in applications such as automatic brightness adjustment on smartphones, where they excel at mitigating steady-state errors for step-function inputs. Unlike PD controllers, which require time-varying errors to function optimally, PI controllers leverage their integral component to address residual...
503
PD Controller: Design
353
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
353
Time and frequency -Domain Interpretation of PI Control
207
Proportional-Integral (PI) controllers are essential in many control systems to improve stability and performance. They are commonly used in everyday devices like thermostats to enhance system damping and reduce steady-state error. When the zero in the controller's transfer function is optimally placed, the system benefits significantly in terms of stability and accuracy.
Acting as a low-pass filter, the PI controller slows the system's response and extends settling times. This requires...
Acting as a low-pass filter, the PI controller slows the system's response and extends settling times. This requires...
207
Time-Domain Interpretation of PD Control
180
Proportional-Derivative (PD) control is a widely used control method in various engineering systems to enhance stability and performance. In a system with only proportional control, common issues include high maximum overshoot and oscillation, observed in both the error signal and its rate of change. This behavior can be divided into three distinct phases: initial overshoot, subsequent undershoot, and gradual stabilization.
Consider the example of control of motor torque. Initially, a positive...
Consider the example of control of motor torque. Initially, a positive...
180
PID Controller
238
Proportional-Integral-Derivative (PID) controllers are widely used in various control systems to enhance stability and performance. In a thermostat, it adjusts heating or cooling based on the temperature difference between the actual and desired levels. They are often used in automotive speed systems, effectively managing sudden speed changes while maintaining a constant speed under varying conditions. On the other hand, PI controllers, commonly employed in voltage regulation, enhance stability...
238
Feedback control systems
429
Feedback control systems are categorized in various ways based on their design, analysis, and signal types.
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
429


