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Feedback control systems01:26

Feedback control systems

763
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...
763
Control Systems01:10

Control Systems

2.0K
Control systems are everywhere in contemporary society, influencing diverse applications from aerospace to automated manufacturing. These systems can be found naturally within biological processes, such as blood sugar regulation and heart rate adjustment in response to stress, as well as in man-made systems like elevators and automated vehicles. A control system is essentially a network of subsystems and processes that collaboratively convert specific inputs into desired outputs.
At the heart...
2.0K
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

455
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence of...
455
Time-Domain Interpretation of PD Control01:07

Time-Domain Interpretation of PD Control

429
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...
429
Linear Approximation in Time Domain01:21

Linear Approximation in Time Domain

388
Nonlinear systems often require sophisticated approaches for accurate modeling and analysis, with state-space representation being particularly effective. This method is especially useful for systems where variables and parameters vary with time or operating conditions, such as in a simple pendulum or a translational mechanical system with nonlinear springs.
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
388
Open and closed-loop control systems01:17

Open and closed-loop control systems

1.9K
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...
1.9K

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相关实验视频

Updated: Mar 15, 2026

WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control
08:18

WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control

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通过自适应动态编程,对未知非线性多代理系统进行动态事件触发的近似最佳共识控制.

Dehua Zhang1, Yao Hao1, Qingsong Yuan1

  • 1School of Artificial Intelligence, Henan University, No. 379, North Section of Mingli Road, Zhengzhou, 450046, Henan Province, China.

ISA transactions
|March 13, 2026
PubMed
概括
此摘要是机器生成的。

本研究引入了使用自适应动态编程 (ADP) 的非线性多代理系统 (MAS) 的新控制方案. 该方法通过减少通信和计算需求来增强实际应用,同时确保对干扰的强大性能.

关键词:
适应性动态编程是适应性的.关键神经网络是一个关键的神经网络.动态事件触发机制动态事件触发机制神经网络状态观察员的神经网络状态观察员最佳的共识控制控制最佳共识控制

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Real-Time Proxy-Control of Re-Parameterized Peripheral Signals using a Close-Loop Interface
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Real-Time Proxy-Control of Re-Parameterized Peripheral Signals using a Close-Loop Interface

Published on: May 8, 2021

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相关实验视频

Last Updated: Mar 15, 2026

WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control
08:18

WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control

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Real-Time Proxy-Control of Re-Parameterized Peripheral Signals using a Close-Loop Interface
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Real-Time Proxy-Control of Re-Parameterized Peripheral Signals using a Close-Loop Interface

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科学领域:

  • 控制系统工程 控制系统工程
  • 人工智能的人工智能
  • 机器人技术 机器人技术 机器人技术

背景情况:

  • 现实世界的系统通常具有未知的动态和有限的传感器功能,阻碍了直接状态测量.
  • 通信和计算开销是对资源有限的多代理系统 (MAS) 实施控制方案的重大挑战.
  • 现有的控制方法可能需要像持续刺激 (PE) 这样的限制性条件,这限制了它们的实际适用性.

研究的目的:

  • 为具有未知动态的非线性MAS开发一个动态事件触发的近似最佳共识控制方案.
  • 为了解决物理系统中不可测量的状态的挑战,使用神经网络 (NN) 状态观察器.
  • 通过动态事件触发机制 (DETM) 减少通信和计算负担,同时消除Zeno行为.

主要方法:

  • 一个神经网络 (NN) 状态观察器被设计用于估计无法测量的状态.
  • 一个干扰感知术语被纳入了成本函数,以提高稳定性.
  • 集成了一个动态事件触发机制 (DETM),以优化资源利用.
  • 一个只有批评的NN架构被用来接近汉密尔顿-雅各比-贝尔曼 (HJB) 方程,放松PE条件.

主要成果:

  • 拟议的方案在非线性MAS中实现了稳定的共识跟踪.
  • 强大的干扰排斥能力被证明.
  • 通过减少通信和计算,有效的资源利用得到了证实.
  • 该方案在物理相关的案例研究中被证明是有效和实用的,包括工业过程和操纵系统.

结论:

  • 开发的动态事件触发的近似最佳共识控制方案为具有未知动态的非线性MAS提供了实际解决方案.
  • 对NN状态观察员和DETM的集成提高了现实世界的应用的稳定性和效率.
  • 只有批评的NN方法简化了实施,并减少了资源有限的系统的计算负载.