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相关概念视频

PID Controller01:19

PID Controller

101
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...
101
Open and closed-loop control systems01:17

Open and closed-loop control systems

637
Control systems are foundational elements in automation and engineering. They are broadly categorized into open-loop and closed-loop systems. These classifications hinge on the presence or absence of feedback mechanisms, significantly influencing the system's performance, complexity, and application.
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
637
PD Controller: Design01:26

PD Controller: Design

185
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,...
185
Control of Power Flow01:30

Control of Power Flow

252
There are several methods to control power flow in power systems:
252
Phase-lead and Phase-lag Controllers01:22

Phase-lead and Phase-lag Controllers

158
Understanding the working function of different types of controllers can be illustrated with practical analogies, such as adjusting a stereo's volume equalizer. Cranking up the bass involves a phase-lead controller, which functions as a high-pass filter, while increasing the treble uses a phase-lag controller, which acts as a low-pass filter. PD controllers, similar to high-pass filters, enhance the system's response to high-frequency components. PI controllers, akin to low-pass...
158
Generator Voltage Control01:21

Generator Voltage Control

119
Generator voltage control is crucial for maintaining the stable operation of synchronous generators and wind turbines. In older models, a DC generator driven by the rotor delivers DC power to the rotor's field winding, and the power is transferred through slip rings and brushes. In the latest models, static or brushless exciters are used. Static exciters rectify AC power from the generator terminals and then transfer the DC power directly to the rotor. Brushless exciters, on the other hand,...
119

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相关实验视频

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Experimental Investigation of the Hierarchical Control in DC Microgrids Using a Real-time Simulator
06:04

Experimental Investigation of the Hierarchical Control in DC Microgrids Using a Real-time Simulator

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一个孤立的功率转换器的神经适应控制器.

Rohit Kumar1

  • 1Department of Electrical Engineering, NIT Uttarakhand, Uttarakhand, India.

ISA transactions
|December 1, 2024
PubMed
概括

这项研究介绍了用于隔离功率转换器的神经适应控制器,增强了对未知参数的弹性. 控制器通过实时模拟验证,通过适应系统变化来确保稳定的输出电压.

科学领域:

  • 电气工程 电气工程
  • 控制系统 控制系统
  • 人工智能的人工智能

背景情况:

  • 孤立的功率转换器经常面临未知系统参数的挑战.
  • 现有的模型可能无法考虑非结构化参数,从而影响性能.
  • 智能控制技术对于提高转换器稳定性至关重要.

研究的目的:

  • 为孤立的功率转换器设计一个神经适应控制器.
  • 解决和补偿结构化和非结构化未知参数.
  • 为了提高功率转换器输出的弹性和灵活性.

主要方法:

  • 开发一个神经适应控制器架构.
  • 神经元/激活功能的集成,以处理非结构性属性.
  • 应用利亚普诺夫稳定性分析来导出适应规律.
  • 实时模拟使用OPAL-RT平台进行验证.

主要成果:

  • 拟议的控制器证明了对结构化和非结构化因素的适应能力.
  • 神经元数量的增加提高了转换器输出弹性和灵活性.
  • 适应性增强增强确保实现目标输出电压.
  • 通过利亚普诺夫函数证实了稳定性,适应规律修改了神经重量.
关键词:
利亚普诺夫功能的稳定性神经适应控制器控制器这些神经元是神经元.电源转换器的功率转换器强大的控制器 强大的控制器非结构化的参数参数.

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结论:

  • 神经适应控制器有效地管理孤立功率转换器中的未知参数.
  • 该控制器为稳定的电压调节提供了强大而适应性的解决方案.
  • 实时模拟验证了控制器的性能和稳定性.