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相关概念视频

Design of Transmission Shafts - Stress Analysis01:15

Design of Transmission Shafts - Stress Analysis

294
Designing a transmission shaft requires a thorough understanding of the stresses induced by bending moments and torques, especially in systems where power is transferred through gears. These forces create force-couple systems at the centers of the shaft's cross-sections, leading to both transverse and torsional loading. Although shearing stresses from transverse loads are typically smaller than those from torques and are often overlooked, the significant normal stresses from these loads...
294
Design of Transmission Shafts01:16

Design of Transmission Shafts

271
The design of a transmission shaft is governed by two primary specifications: the power it transmits and its rotational speed. These parameters guide the selection of the shaft's material and cross-sectional dimensions, ensuring that the material's maximum shearing stress remains within the elastic limit while transmitting the desired power at the given speed. The system's power is intrinsically linked to the applied torque. The torque applied to the shaft can be calculated by...
271
Transmission Shafts: Problem Solving01:09

Transmission Shafts: Problem Solving

205
Designing a solid shaft that transmits power from a motor to a machine tool involves a series of calculations to ensure the shaft can withstand the stresses applied by bending moments and torques. First, calculate the torque exerted on the gear, considering the power transmitted by the shaft and its rotational speed. Following this, compute the tangential forces acting on the gears, which directly relate to the torque and the gear radius.
Next, use bending moment diagrams for the shaft to...
205
Design Example: Deciding Thickness of Lubricating Fluid in a Shaft01:23

Design Example: Deciding Thickness of Lubricating Fluid in a Shaft

84
Effective lubrication between a rotating shaft and its bearing housing is essential in rotating machinery to minimize friction, wear, and energy loss. With carefully controlled thickness and viscosity, the lubricant layer prevents metal-to-metal contact, ensuring smooth operation.
To calculate the required thickness of the lubricant layer, the tangential velocity at the shaft's surface must first be determined. This velocity is calculated by converting the rotational speed to angular...
84
Screw: Problem Solving01:21

Screw: Problem Solving

383
In mechanical engineering, the interaction between a threaded screw shaft and a plate gear involves analyzing the resisting torque on the plate gear that can be overpowered when a specific torsional moment is applied to the shaft. To better comprehend this concept, consider a generic situation with a threaded screw shaft with a given mean radius and lead and a plate gear with a specified mean radius. The coefficient of static friction between the screw and gear is also provided.
To evaluate the...
383
Mechanical Efficiency of Real Machines01:14

Mechanical Efficiency of Real Machines

598
The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
598

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相关实验视频

Updated: May 20, 2025

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump
09:04

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump

Published on: June 1, 2022

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变速箱剩余寿命预测的时间加权核心密度.

Weizhen Zhang1, Jianchao Zeng1,2, Hui Shi3

  • 1School of Electronic and Information Engineering, Taiyuan University of Science and Technology, Taiyuan, 030024, China.

Scientific reports
|March 25, 2025
PubMed
概括

准确的变速箱剩余使用寿命预测对于工业自动化至关重要. 这项研究引入了一种新的时间变化的内核密度估计 (KDE) 方法,比现有模型提高了预测准确度.

关键词:
核密度估计核密度的估计.预测剩余寿命的预测时间变化的系统.时间变化的重量.

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Last Updated: May 20, 2025

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科学领域:

  • 机械工程 机械工程
  • 可靠性工程可靠性工程

背景情况:

  • 变速箱的可靠性对于工业自动化系统至关重要.
  • 由于复杂的环境和有限的故障数据,预测轮箱剩余的使用寿命具有挑战性.
  • 现有的方法经常受到不准确的模型和参数估计的影响.

研究的目的:

  • 分析时间变化的内核密度估计 (KDE) 对变速箱剩余使用寿命预测的影响.
  • 开发一种更准确,更强大的方法来预测变速箱退化.

主要方法:

  • 建立了一个具有时间变化的KDE模型,包含增量退化功能和样本时间.
  • 用指数加权移动平均值进行退化样本预测.
  • 利用递归更新来优化时间变化的重量和内核密度估计.

主要成果:

  • 提出的时间变化的KDE方法在剩余的使用寿命预测方面表现出卓越的性能.
  • 与DGN和Ensemble模型相比,实现了较低的根平均平方误差 (RMSE) 和平均绝对误差 (MAE).
  • 使用现实世界变速箱运行数据验证了适应性和有效性.

结论:

  • 开发的可变时间的KDE方法为变速箱剩余使用寿命预测提供了更高的准确性.
  • 该方法解决了现有模型的局限性,特别是数据稀缺性和动态条件.
  • 这些发现有助于提高工业自动化中的可靠性和维护策略.