一个切换的极端寻求控制,而不是稳定状态振荡,使用基于梯度的适应幅度扰动
Minghui Chu1, Xin Huo1, Kemao Ma1
1Control and Simulation Center, School of Astronautics, Harbin Institute of Technology, Harbin 150001, China.
ISA transactions
|July 21, 2023
概括
本研究引入了一个切换极端寻求控制 (ESC) 方案,以提高性能. 新的适应性定律和基于Lyapunov的策略确保了全球优化和准确的非凸问题的融合.
科学领域:
- 控制工程 控制工程 控制工程
- 优化理论 优化理论
- 非线性系统是非线性系统.
背景情况:
- 极端寻求控制 (ESC) 对于优化系统性能至关重要.
- 现有的ESC方法面临着非凸问题和梯度估计精度的挑战.
- 提高社会经济委员会的动态和稳定状态表现仍然是一个活跃的研究领域.
研究的目的:
- 提出一个新的切换极端寻求控制 (ESC) 方案.
- 增强ESC的稳定状态和动态表现.
- 为应对非凸优化和梯度估计方面的挑战.
主要方法:
- 开发一种新的适应性定律,用于使用混合梯度信息的扰动.
- 实施基于Lyapunov的交换策略,以启动基于两截面的ESC.
- 拟议的交换ESC方案的理论稳定性分析.
主要成果:
- 适应幅度ESC实现了全局优化,克服了非凸问题的局部极端.
- 交换策略确保了快速而准确的工厂输出趋同,没有稳定状态振荡.
- 理论证明证实了拟议的ESC方案的稳定性.
结论:
- 拟议的交换ESC方案有效地提高了稳定状态和动态性能.
- 该方法为非凸的优化问题提供了强大的解决方案.
- 数字模拟验证了先进的ESC方法的有效性和稳定性.
更多相关视频
10:51An Experimental Platform to Study the Closed-loop Performance of Brain-machine Interfaces
Published on: March 10, 2011
13.8K
11:44Real-Time DC-dynamic Biasing Method for Switching Time Improvement in Severely Underdamped Fringing-field Electrostatic MEMS Actuators
Published on: August 15, 2014
10.4K
相关概念视频
Time-Domain Interpretation of PD Control
142
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...
142
PD Controller: Design
285
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,...
285
Time and frequency -Domain Interpretation of Phase-lead Control
105
Phase-lead controllers are commonly used in various control systems to enhance response speed and stability. Adjusting the brightness on a television screen offers a practical example of phase-lead control. When contrast is enhanced, a phase-lead controller is employed. Mathematically, phase-lead control is identified when the first parameter is smaller than the second.
The design of phase-lead control involves the strategic placement of poles and zeros to balance steady-state error and system...
The design of phase-lead control involves the strategic placement of poles and zeros to balance steady-state error and system...
105
Root-Locus Method
181
A cruise control system in a car is designed to maintain a specified speed automatically by adjusting the gas pedal. The system continuously measures the vehicle's speed and makes fine adjustments to the pedal to achieve this goal. The root locus method is particularly useful for understanding how the cruise control system's behavior changes under varying conditions, such as when the car goes uphill, downhill, or faces strong wind resistance.
This system can be represented by a block...
This system can be represented by a block...
181
PI Controller: Design
338
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...
338
Frequency-Domain Interpretation of PD Control
143
Proportional-Derivative (PD) controllers are widely used in fan control systems to improve stability and performance. A fan control system can be effectively represented using a Bode plot to illustrate the impact of a PD controller through its transfer function. The Bode plot visually conveys how PD control modifies the fan's response across various frequencies, providing a frequency domain interpretation of the controller's behavior.
The proportional control gain, combined with the...
The proportional control gain, combined with the...
143
