Thermal Images of Induction Motor
Thermal Images of Induction Motor
Datasets
Thermal Images of Induction Motor
File
Thermal Images of Induction Motor
Use Case
Thermal Images of Induction Motor
Description
Discover the Infrared Thermal Image Dataset featuring 11 fault scenarios in 3-phase induction motors.
Description:
The Infrared Thermal Image Dataset is a high-quality collection of thermal images designed for fault diagnosis and condition monitoring of 3-phase induction motors. Captured using the advanced Dali-tech T4/T8 infrared thermal camera at a controlled temperature of 23°C, this dataset includes 11 operational scenarios, such as short circuit failures in stator windings, stuck rotor faults, and cooling fan failures. All faults are artificially generated to ensure precise and controlled testing conditions.
Dataset Overview
Collected at the Electrical Machines Laboratory at Babol Noshirvani University of Technology, this dataset encompasses 11 operational conditions of induction motors, including:
- 8 short circuit failures in stator windings
- Stuck rotor fault
- Cooling fan failure
Key Features
- High-Quality Thermal Imaging: Data captured with the advanced Dali-tech T4/T8 infrared camera ensures precision.
- Wide Range of Faults: Includes diverse internal faults to facilitate comprehensive fault diagnosis research.
- Artificially Generated Faults: Focuses on internal faults, excluding external components or setup failures, ensuring controlled testing conditions.
- Publicly Available for Researchers: This dataset is accessible for use in AI model development and fault detection studies, with proper citation of the source.
Applications
This dataset is ideal for:
- AI-Powered Fault Diagnosis: Train machine learning and deep learning models to detect and classify faults in induction motors.
- Predictive Maintenance: Develop systems to predict and mitigate motor failures in industrial applications.
- Thermal Image Analysis: Explore patterns in thermographic data for condition monitoring of electrical equipment.
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