Imbalance Fault Detection Based on the Integrated Analysis Strategy for Marine Current Turbines under Variable
Tao Xie1, Tianzhen Wang1, Demba Diallo1,2
1Logistics Engineering College, Shanghai Maritime University, Shanghai 201306, China.
Entropy (Basel, Switzerland)
|December 8, 2020
Summary
Marine current turbines (MCTs) face reliability issues from biofouling. A new method using three-phase current analysis effectively detects blade faults, improving marine renewable energy systems.
Area of Science:
- Renewable Energy Engineering
- Marine Renewable Energy
- Electrical Engineering
Background:
- Marine current turbines (MCTs) offer a renewable energy source but suffer from biofouling on blades, degrading reliability and power quality.
- Existing fault detection methods often rely on single-phase electrical data, which may not capture the full complexity of MCT operational issues.
Purpose of the Study:
- To develop an advanced fault detection method for marine current turbines that utilizes comprehensive three-phase electrical data.
- To enhance the reliability and power quality monitoring of marine current energy conversion systems.
Main Methods:
- A novel fault feature was created using the derivative of the current vector modulus in a Concordia reference frame.
- Adaptive proportional sampling frequency (APSF) transformation was employed to address non-stationary fault features caused by varying current speeds.
- A fault indicator was derived from the amplitude of the shaft rotating frequency's power spectrum.
Main Results:
- The proposed method successfully detected introduced imbalance faults (80-220g mass on blades) in a testbed marine current turbine.
- The three-current-based fault indicator was, on average, 2.2 times larger than indicators derived from single-phase data.
- The fault indicator showed a monotonic increase with fault severity (1.8 times higher variation rate) and robustness across flow speeds of 0.95-1.3 m/s.
Conclusions:
- The developed fault detection technique effectively identifies blade imbalance faults in marine current turbines.
- Utilizing three-phase current information significantly enhances fault detection sensitivity and reliability compared to single-phase methods.
- The method's robustness to varying current speeds makes it suitable for real-world marine energy applications.
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