机械设备故障诊断方法基于改进的深度残留收缩网络
Shaoming Qiu1, Liangyu Liu1, Yan Wang1
1School of Information Engineering, Dalian University, Dalian, Liaoning, China.
PloS one
|October 28, 2024
概括
这项研究引入了一种新的故障诊断方法 (CCSDRSN),可以增强机械设备的深度残留收缩网络. 该方法有效地识别轴承故障,即使在杂的环境中,提高诊断准确度.
科学领域:
- 机械工程 机械工程
- 信号处理 信号处理
- 人工智能的人工智能
背景情况:
- 轴承故障在机械设备中至关重要,其诊断对于安全和效率至关重要.
- 环境噪音往往会破坏轴承的振动信号,阻碍准确的故障诊断.
- 传统方法与噪音作斗争,导致诊断准确性和可靠性降低.
研究的目的:
- 为机械设备开发具有强大的抗噪力,强大的故障诊断方法.
- 为了提高深度残留收缩网络的性能,用于轴承故障检测.
- 提高故障诊断系统的准确性和概括能力.
主要方法:
- 提出了一种新的故障诊断方法,CCSDRSN,增强传统的深度残留收缩网络.
- 整合了改进的软值功能,以最大限度地提取有用的故障信号.
- 开发了一个新的激活函数,用于时间频率图的多维非线性转换.
- 使用深度可分离的卷积来优化网络和减少参数.
主要成果:
- 在高噪音环境中,CCSDRSN方法表现出强大的抗噪能力.
- 在轴承故障方面实现了高诊断准确度.
- 使用Case Western Reserve大学数据集验证的有效性.
- 在不同的负载条件下展示了良好的概括性能.
结论:
- 拟议的CCSDRSN方法在机械设备故障诊断方面取得了重大进展.
- 该方法的耐噪性和准确性使其适用于具有噪音振动数据的现实应用.
- 建筑创新有助于高效和有效的诊断工具.
相关概念视频
Shrinkage in Concrete
Shrinkage in concrete is primarily due to water loss from evaporation, hydration of cement, or carbonation, leading to a reduction in volume. The volumetric contraction results in volumetric strain in concrete. However, in practice, shrinkage is measured as linear strain, which is one-third of the volumetric strain.
When concrete is still in its plastic state, it can undergo a decrease in volume by about 1% of its absolute volume. This decrease is known as plastic shrinkage. It arises either...
When concrete is still in its plastic state, it can undergo a decrease in volume by about 1% of its absolute volume. This decrease is known as plastic shrinkage. It arises either...
Drying Shrinkage
When hardened concrete is exposed to air with a relative humidity of less than 100 percent, it begins to lose the free water within its capillaries. As this water evaporates, the water initially adsorbed onto the calcium silicate hydrates migrates towards these now empty spaces and eventually evaporates as well. Over time, as more water leaves, the volume of the concrete decreases, a phenomenon known as drying shrinkage.
A portion of this drying shrinkage can be reversed; if the concrete is...
A portion of this drying shrinkage can be reversed; if the concrete is...


