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相关概念视频

Time-Domain Interpretation of PD Control01:07

Time-Domain Interpretation of PD Control

74
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...
74
Rolling Resistance: Problem Solving01:17

Rolling Resistance: Problem Solving

268
Rolling resistance, also known as rolling friction, is the force that resists the motion of a rolling object, such as a wheel, tire, or ball, when it moves over a surface. It is caused by the deformation of the object and the surface in contact with each other, as well as other factors like internal friction, hysteresis, and energy losses within the materials. Rolling resistance opposes the object's motion, requiring additional energy to overcome it and maintain movement. In practical...
268
Three-Dimensional Force System:Problem Solving01:30

Three-Dimensional Force System:Problem Solving

578
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
578
PID Controller01:19

PID Controller

82
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...
82
Two-Dimensional Force System: Problem Solving01:29

Two-Dimensional Force System: Problem Solving

502
Solving problems related to two-dimensional force systems is an essential aspect of mechanics and engineering. By applying the principles of vector analysis and force equilibrium, one can determine the effect of multiple forces acting on an object in a two-dimensional space.
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
502
Open and closed-loop control systems01:17

Open and closed-loop control systems

567
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...
567

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Updated: May 12, 2025

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一个基于近接政策优化算法的机器人常量力研磨控制器.

Qichao Wang1, Linlin Chen1, Qun Sun1

  • 1School of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, Shandong, China.

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PubMed
概括
此摘要是机器生成的。

本研究介绍了一种使用近距离政策优化的新型机器人研磨控制器,实现了持续力研磨,提高了环境适应性,减少了对环境模型的依赖.

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科学领域:

  • 机器人技术 机器人技术 机器人技术
  • 控制工程 控制工程 控制工程
  • 机器学习 机器学习

背景情况:

  • 传统的机器人研磨控制方法往往严重依赖于准确的环境模型.
  • 环境适应性较差限制了现有控制策略在动态研磨场景中的性能.

研究的目的:

  • 开发一台超越传统方法局限性的机器人恒力研磨控制器.
  • 提高环境适应性,减少对机器人研磨操作中精确环境模型的依赖.

主要方法:

  • 提出了一个基于近距离政策优化 (PPO) 的机器人常力研磨控制器.
  • 使用PPO算法训练了控制器模型,将磨削力差异映射到终端效应器补偿位移.
  • 利用机器人逆动力学来进行运动补偿.

主要成果:

  • 为了验证,建立了一个具有力感知能力的研磨机器人的模拟模型.
  • 经过训练的控制器成功地实现了不经过先前环境建模的恒定力研磨.
  • 证明了拟议控制算法的显著环境适应性.

结论:

  • 基于近距离策略优化的控制器为恒定力研磨提供了强大的解决方案.
  • 这种方法显著减少了对环境模型的需求,提高了实际适用性.
  • 控制器表现出对现实世界研磨任务的有希望的环境适应性.