A novel threshold segmentation instantaneous frequency calculation approach for fault diagnosis
Zhi Bo Liu1, Yu Yuan2,3, Ling Yu4
1School of Mechanical Engineering, Dalian Jiaotong University, Dalian 116028, China.
This study introduces a novel threshold segmentation method for calculating instantaneous frequency in non-stationary signals. The technique effectively segments signals by analyzing amplitude mutations, improving fault diagnosis accuracy for rolling bearings.
Area of Science:
- Signal Processing
- Mechanical Engineering
- Vibration Analysis
Background:
- Instantaneous frequency is crucial for analyzing non-stationary signals.
- Existing methods can be influenced by amplitude mutations.
- Accurate analysis is vital for applications like fault diagnosis.
Purpose of the Study:
- To propose a new method for calculating instantaneous frequency.
- To address the challenges posed by amplitude mutations in non-stationary signals.
- To enhance the accuracy of fault diagnosis in rolling bearings.
Main Methods:
- A threshold segmentation instantaneous frequency calculation method is proposed.
- The method compares single component signals with Second Order Differential Equations in polar coordinates.
- Segmentation is achieved by detecting amplitude mutation points based on signal area changes.
Main Results:
- The proposed method effectively segments non-stationary signals.
- It reduces the influence of amplitude mutations on instantaneous frequency calculations.
- Simulations, derivations, and experiments validate the method's performance.
Conclusions:
- The developed method is computationally simple and robust.
- It accurately captures transient signal information.
- The method demonstrates effectiveness in rolling bearing fault diagnosis.
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