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相关概念视频

Torque Free Motion01:15

Torque Free Motion

516
The torque-free motion refers to the movement of a rigid body in space when no external torques are acting upon it. This type of motion can be observed in environments where there are no external forces or frictions, like in outer space. For example, a rotation of Mars in space is a torque-free motion. Mars is an axisymmetric object, meaning it has an axis of symmetry along which it rotates, designated as the z-axis. The rotating frame of reference is defined such that the center of mass of...
516
Three-Dimensional Force System:Problem Solving01:30

Three-Dimensional Force System:Problem Solving

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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...
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Net Torque Calculations01:19

Net Torque Calculations

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When a mechanic tries to remove a hex nut with a wrench, it is easier if the force is applied at the farthest end of the wrench handle. The lever arm is the distance from the pivot point (the hex nut in this case) to the person’s hand. If this distance is large, the torque is higher. Only the component of the force perpendicular to the lever arm contributes to the torque. Therefore, pushing the wrench perpendicular to the lever arm is more advantageous. If multiple people apply force to...
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Open and closed-loop control systems01:17

Open and closed-loop control systems

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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...
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相关实验视频

Updated: Jul 19, 2025

A Structured Rehabilitation Protocol for Improved Multifunctional Prosthetic Control: A Case Study
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康复外骨扭矩控制基于PSO-RBFNN优化PSO-RBFNN优化

Jiayi Li1, Yuanzheng Tai1, Fanwei Meng1

  • 1School of Control Engineering, Northeastern University at Qinhuangdao, Qinhuangdao, China.

PloS one
|August 8, 2023
PubMed
概括

本研究介绍了一种使用粒子群优化 (PSO) 和RBF神经网络 (RBFNN) 的优化外骨控制方法. 改进后的系统表现出更好的速度,稳定性,准确性和抗干扰性,以实现更安全的患者康复.

科学领域:

  • 机器人技术 机器人技术 机器人技术
  • 生物医学工程 生物医学工程
  • 控制系统 控制系统

背景情况:

  • 外骨架在医疗康复中至关重要,但在控制精度方面面临挑战.
  • 不准确的控制可能导致患者事故,强调需要提高性能.
  • 非线性动力学和外部干扰使外骨控制复杂化.

研究的目的:

  • 增强外骨扭矩控制,使患者康复更安全,更有效.
  • 为了解决控制非线性外骨模型的困难.
  • 为了减轻外骨使用时遇到的干扰问题.

主要方法:

  • 开发了一种结合粒子群优化 (PSO) 和辐射基函数神经网络 (RBFNN) 的新型控制方法.
  • 应用了PSO-RBFNN方法来优化非线性外骨架关节的扭矩控制.
  • 该研究的重点是分析运动轨迹和控制性能.

主要成果:

  • 在PSO-RBFNN优化的外骨展现出更快的控制速度.
  • 观察到增强的稳定性,提高的准确性和更强的抗干扰能力.
  • 优化的控制有效地解决了非线性和外部干扰.

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结论:

  • 在PSO-RBFNN方法显著改善外骨控制性能.
  • 这种优化提高了医疗康复应用中的安全性和有效性.
  • 这种方法提供了一个强大的解决方案,用于控制外部干扰的非线性外骨.