全面域调整,具有导航器引导的强对齐和旋转机械故障诊断的动态值
Yannan Yu1, J C Ji2, Zhuyun Chen3
1School of Transportation and Logistics Engineering, Wuhan University of Technology, Hubei 430063, China; Department of Mechanical and Mechatronics Engineering, The University of Auckland, Auckland 1010, New Zealand.
这项研究引入了NSADT,这是一种用于旋转机械故障诊断的全方位域适应 (UniDA) 方法. 它通过减少负转移和通过适应性拒绝未知的故障类别来提高准确性.
科学领域:
- 机械工程 机械工程
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 全面域适应 (UniDA) 对于不确定目标故障类的旋转机械故障诊断至关重要.
- 现有的UniDA方法由于强的对齐和低效的手动值来拒绝未知类而遭受负转移.
- 局限性阻碍了当前故障诊断系统的适应性和准确性.
研究的目的:
- 提出NSADT,一种新的UniDA方法来解决负转移和适应性未知类排斥.
- 为了提高在不确定的目标领域下旋转机械故障诊断的准确性.
- 为机械故障检测提供一种可适应和高效的解决方案.
主要方法:
- NSADT采用导航器引导的强对齐模块,专注于已知的共享类并减轻负转移.
- 引入了一个动态值机制,用于适应性拒绝未知的私有类.
- 该方法使用自主监督的重建任务来量化特征嵌入转移,并通过集群确定最佳拒绝值.
主要成果:
- 在故障诊断实验中,NSADT显著优于现有的UniDA方法.
- 导航器引导的对齐通过专注于相关类而有效地减少负转移.
- 动态值机制提供适应性和高效的拒绝未知的故障类别.
结论:
- NSADT为旋转机械故障诊断提供了一种优越的通用域调整方法.
- 拟议的方法通过克服现有技术的局限性,提高了诊断准确性和适应性.
- 在各种数据集上,NSADT表现出强的性能,包括变速箱和轴承故障诊断.
更多相关视频
08:27Three-Dimensional Finger Motion Tracking during Needling: A Solution for the Kinematic Analysis of Acupuncture Manipulation
Published on: October 28, 2021
07:46Author Spotlight: Revolutionizing Remote Surgery with Augmented Reality and Robotics for Enhanced Precision and Accessibility
Published on: August 9, 2024
相关概念视频
Relative Motion Analysis using Rotating Axes-Problem Solving
Here, in order to determine the magnitude of velocity and acceleration for point...
Relative Motion Analysis using Rotating Axes
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
Transmission Shafts: Problem Solving
Next, use bending moment diagrams for the shaft to...
Sequence Networks of Rotating Machines
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Relative Motion Analysis using Rotating Axes - Acceleration
Time differentiation is...
Deformation in a Circular Shaft
