基于少数镜头学习的轻量级WDCNN模型用于在语网络中进行轴承故障诊断
1Department of Smart Factory Convergence, Sungkyunkwan University, 2066 Seobu-ro, Jangan-gu, Suwon 16419, Republic of Korea.
Sensors (Basel, Switzerland)
|July 29, 2023
概括
本研究引入了用于轴承故障诊断的几次射击学习模型,使得从最小的数据中进行有效的学习. 拟议的方法比现有模型更少的参数实现更高的准确性,解决制造环境中的局限性.
科学领域:
- 机械工程 机械工程
- 人工智能的人工智能
背景情况:
- 传统的深度学习故障诊断需要广泛的培训数据,这在动态制造环境中通常是不可用的.
- 现有的模型可能是复杂和计算昂贵的,限制了它们在快速变化的工业环境中的效率.
研究的目的:
- 利用有限的数据,开发一款用于有效的轴承故障诊断的几次学习模型.
- 创建一个计算效率高的故障诊断模型,适合制造工厂.
主要方法:
- 实施了为数次拍摄的学习方法,用于数据效率高的故障诊断.
- 集成深度可分离的卷积层,以减少模型参数.
- 通过系统调整优化了超参数和模型架构.
主要成果:
- 与现有模型相比,在轴承故障诊断方面取得了更高的准确性.
- 显示了模型参数的显著减少,提高了计算效率.
- 用有限的培训数据验证了模型的有效性.
结论:
- 拟议的几次射击学习模型提供了一个可行的解决方案,以最小的数据进行轴承故障诊断.
- 深度可分离的卷积层的集成有助于更高效,更准确的诊断工具.
- 这种方法解决了工业故障诊断中数据稀缺和计算成本的实际挑战.
相关概念视频
Distributed Loads: Problem Solving
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
Cable Subjected to a Distributed Load
The analysis of suspension bridges is a complex and critical process that involves multiple factors, including the shape and tension of the main cables. The main cables of suspension bridges are subjected to distributed loads, which result in changes in tensile forces and deformation of the cable. These loads must be carefully considered to ensure that the bridge is safe and capable of supporting the weight of different loads.
Beams with Symmetric Loadings
The moment-area method is an analytical tool used in structural engineering to determine the slope and deflection of beams under various loads. Consider a cantilever with a concentrated load and moment at the free end. The first step is constructing a free-body diagram to calculate the reactions at the fixed end. Next, the bending moment diagram is plotted to visualize how the bending moment varies along the beam's length, focusing on points where the bending moment equals zero.
The M/EI...
The M/EI...
Beams with Unsymmetric Loadings
Analyzing a supported beam under unsymmetrical loadings is essential in structural engineering to understand how beams respond to varied force distributions. This analysis involves calculating the deflection and identifying points where the slope of the beam is zero, which are crucial for ensuring structural stability and functionality.
The first moment-area theorem determines the slope at any point on the beam. This theorem indicates that the change in slope between two points on a beam...
The first moment-area theorem determines the slope at any point on the beam. This theorem indicates that the change in slope between two points on a beam...
Three-Phase Short Circuit—Unloaded Synchronous Machine
Conducting a three-phase short circuit test on an unloaded synchronous machine helps understand its impact on the system. The AC fault current's oscillogram, with the DC offset removed, reveals that the waveform amplitude decreases from an initially high value to a steady-state level for one phase of the machine.
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
Simplified Synchronous Machine Model
The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
In this model, each generator is connected to a...
In this model, each generator is connected to a...


