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A Machine Vision-Based Pipe Leakage Detection System for Automated Power Plant Maintenance
Nengsheng Bao1,2, Yuchen Fan1,2, Zihao Ye1,2
1Department of Mechanical Engineering, Shantou University, 243 Daxue Road, Shantou 515063, China.
This study introduces an automated system for detecting colorless liquid leaks in industrial pipes using machine vision. The system achieves high accuracy by analyzing thermal and visual imaging, improving power plant pipework maintenance.
Area of Science:
- Industrial Automation
- Machine Vision
- Non-Destructive Testing
Background:
- Detecting colorless liquid effusions in industrial pipework is challenging due to poor visibility and illumination.
- Existing methods struggle with identifying subtle leaks like water in complex environments.
Purpose of the Study:
- To develop an automated inspection system for power plant pipework maintenance.
- To detect colorless fluid effusions by leveraging their reflective and thermal properties.
Main Methods:
- Utilized dual-source imaging (visible and infrared light) to capture effusion characteristics.
- Developed a contour features algorithm integrating infrared and visible light image processing.
- Implemented a decision-making tool based on image contour closure for classification.
Main Results:
- The system demonstrated high classification accuracy, reaching up to 99% in real industrial settings.
- Successfully detected colorless fluid effusions by analyzing reflective and thermal signatures.
- Validated the system's suitability for industrial pipework maintenance requirements.
Conclusions:
- The proposed machine vision system offers an effective solution for automated effusion monitoring in industrial environments.
- Leveraging dual-source imaging and contour analysis significantly enhances leak detection capabilities.
- The system provides a reliable and accurate method for power plant pipework inspection and maintenance.
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