适应性卷积稀疏过方法用于发动机定时变速箱故障诊断
Shigong Fan1, Yixi Cai1, Zongzhen Zhang2
1School of Automotive and Traffic Engineering, Jiangsu University, Zhenjiang 212013, China.
Sensors (Basel, Switzerland)
|January 11, 2024
概括
通过优化波器选择,自适应卷积短片过 (ACSF) 增强了变速箱故障诊断. 这种方法可以准确地识别故障特征,改善机械健康监测和诊断.
科学领域:
- 机械工程 机械工程
- 信号处理 信号处理
- 错误诊断 错误诊断 错误诊断 是一个
背景情况:
- 卷积稀疏过 (CSF) 提供了强大的异常信号检测,没有事先的知识.
- 目前的CSF方法受到非最佳过器数量和长度选择的限制.
- 有效的健康监测和故障诊断对于工业机械至关重要.
研究的目的:
- 为端到端的健康监测和故障诊断提出一个自适应卷积稀疏选 (ACSF) 方法.
- 引入一种新的时间函数 (He-T) 来评估过信号的准确性和效率.
- 为了优化过器选择,使用粒子群优化来提高诊断性能.
主要方法:
- 开发了自适应卷积稀疏选 (ACSF) 算法.
- 介绍了时间函数 (He-T) 作为性能指标.
- 采用粒子群集优化来找到最佳的热度.
- 使用信封频谱分析用于故障模式诊断.
主要成果:
- 在变速箱故障诊断方面,ACSF方法证明了有效性和效率.
- 拟议的He-T指标成功指导了最佳过器的选择.
- ACSF成功地从变速箱信号中提取了特征性故障信号.
- 实验验证证了ACSF在识别变速箱故障方面的能力.
结论:
- ACSF提供了一种改进的信号过方法,用于故障诊断.
- 该方法通过自适应地选择波器参数来克服传统的CSF的局限性.
- ACSF显示了提高机械健康监测系统的巨大潜力.
更多相关视频
09:04A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump
Published on: June 1, 2022
3.1K
09:01Gain-compensation Methodology for a Sinusoidal Scan of a Galvanometer Mirror in Proportional-Integral-Differential Control Using Pre-emphasis Techniques
Published on: April 4, 2017
8.7K
相关概念视频
Transmission Shafts: Problem Solving
240
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...
Next, use bending moment diagrams for the shaft to...
240
Time-Domain Interpretation of PD Control
115
Proportional-Derivative (PD) control is a widely used control method in various engineering systems to enhance stability and performance. In a system with only proportional control, common issues include high maximum overshoot and oscillation, observed in both the error signal and its rate of change. This behavior can be divided into three distinct phases: initial overshoot, subsequent undershoot, and gradual stabilization.
Consider the example of control of motor torque. Initially, a positive...
Consider the example of control of motor torque. Initially, a positive...
115
Bearings: Problem Solving
284
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...
284
Multi-input and Multi-variable systems
106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
106
Three-Phase Short Circuit—Unloaded Synchronous Machine
147
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...
147
Multimachine Stability
163
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
163
