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Integral Sensor Fault Detection and Isolation for Railway Traction Drive
Fernando Garramiola1, Jon Del Olmo2, Javier Poza3
1Faculty of Engineering, Mondragon Unibertsitatea, 20500 Arrasate - Mondragón, Spain. fgarramiola@mondragon.edu.
Early fault detection in electric traction drives is crucial for railways. This study presents an integrated sensor fault diagnosis strategy, validated on a hardware-in-the-loop platform, enhancing reliability without hardware modifications.
Area of Science:
- Electrical Engineering
- Railway Systems Engineering
- Control Systems
Background:
- Reliability and availability of electric traction drives are critical in railway applications.
- Sensor faults are a significant cause of failures in these systems.
- Early fault detection is essential for railway traction drive manufacturers.
Purpose of the Study:
- To develop and present an integral diagnosis strategy for sensors in railway traction drives.
- To address the need for early detection and isolation of sensor faults.
- To propose a solution that does not require hardware modifications to existing traction drives.
Main Methods:
- An observer-based approach for direct current (DC)-link voltage and catenary current sensors.
- A frequency analysis approach for motor current phase sensors.
- A hardware redundancy solution for speed sensors.
- Validation using a Hardware-in-the-loop (HIL) platform with a Real Time Simulator and a commercial Traction Control Unit.
Main Results:
- The proposed integral strategy effectively detects and isolates faults in all traction drive sensors.
- The diagnostic approaches were successfully validated on a real-time HIL platform.
- The solution integrates multiple fault detection methods without requiring hardware changes.
Conclusions:
- An integral fault diagnosis solution for railway traction drive sensors has been successfully developed and validated.
- The strategy enhances the reliability and availability of electric traction drives.
- The proposed methods provide a reliable decision-making capability within a short time frame.
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