滚动轴承的智能故障诊断基于格拉米安角差场和改进的双重注意力残余网络
Anshi Tong1, Jun Zhang1, Liyang Xie2
1School of Mechanical Engineering, Shenyang University, Shenyang 110044, China.
Sensors (Basel, Switzerland)
|April 13, 2024
概括
本研究介绍了一种智能方法,用于使用格拉米安角差异场 (GADF) 和改进的双重注意力残余网络 (IDARN) 诊断滚动轴承故障. 这种新的方法实现了高精度,克服了智能制造不平衡数据集的挑战.
科学领域:
- 工程 工程师 工程师 工程师
- 人工智能的人工智能
- 数据科学数据科学数据科学
背景情况:
- 智能制造依赖于数据驱动的深度学习 (DL) 来进行轴承故障诊断.
- 传统方法在不平衡的数据和有效的特征提取方面扎.
研究的目的:
- 为滚动轴承提出一个智能故障诊断方法.
- 为了解决模型训练不稳定性与不平衡的数据和增强特征提取.
主要方法:
- 振动信号编码成二维格拉米安角度差距场 (GADF) 图像.
- 改进的双重注意力残留网络 (IDARN) 与组规范化 (GN) 进行特征集成和偏差减少.
主要成果:
- 与其他DL方法相比,拟议的方法实现了最佳性能.
- 在两个不同的数据集上,平均识别准确率为99.2%和97.9%.
结论:
- 基于GADF和IDARN的方法为智能轴承故障诊断提供了卓越的解决方案.
- 该方法有效处理不平衡的数据,并提高故障识别的准确性.
相关概念视频
Bearings: Problem Solving
282
Understanding the calculations and concepts related to double-collar bearings is essential for engineers and designers to optimize the performance of these components in various applications. By analyzing the bearing under different conditions, one can ensure that it can withstand the forces and moments experienced during operation. This knowledge enables better decision-making when designing and selecting bearings for specific purposes and configurations. Consider a double-collar bearing with...
282
Rolling Resistance: Problem Solving
324
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...
324
Improving Translational Accuracy
10.3K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
10.3K
Relative Motion Analysis using Rotating Axes-Problem Solving
402
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
402
Differential Leveling
175
Differential leveling is a precise method in surveying used to determine the elevation difference between two points. Its primary goal is to establish accurate vertical measurements to create level surfaces or grade lines critical for designing and constructing infrastructures such as roads, bridges, and buildings.The procedure for differential leveling begins with setting up and leveling the instrument at a point where the benchmark can be seen. The level rod is held on the benchmark (BM), and...
175
Sequence Networks of Rotating Machines
100
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
100


