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Sensors Fusion and Multidimensional Point Cloud Analysis for Electrical Power System Inspection
Vinicius F Vidal1, Leonardo M Honório1, Felipe M Dias1
1Electrical Engineering Department, Federal University of Juiz de Fora, Juiz de Fora 36036, Brazil.
This study introduces an autonomous system to identify infrared reflections during thermal inspections, improving accuracy. The system filters and fuses data from stereo and thermal cameras, reducing manual effort and costs.
Area of Science:
- Engineering
- Computer Science
- Materials Science
Background:
- Thermal inspection is vital for early component diagnosis.
- Infrared reflections from external sources can distort thermal readings.
- Manual camera positioning is time-consuming and costly.
Purpose of the Study:
- To develop an autonomous system for identifying and filtering infrared reflections.
- To enhance the accuracy of thermal inspection data.
- To reduce the operational costs and time associated with thermal inspections.
Main Methods:
- Acquiring data from multiple observation points (OPs) using stereo and thermal cameras.
- Fusing 3D point cloud and thermal image data at each OP.
- Generating a temperature profile for each spatial point by combining data from multiple poses.
- Filtering erroneous readings caused by reflections and other interference.
Main Results:
- A dense point cloud with accurate spatial position and temperature for each point.
- Successful identification and filtering of infrared reflections.
- Demonstrated improved performance in real-life conditions using a Directional Robotic System (DRS).
Conclusions:
- The proposed autonomous system effectively mitigates issues caused by infrared reflections in thermal inspections.
- Data fusion from stereo and thermal cameras enables robust temperature profiling.
- The Directional Robotic System (DRS) facilitates autonomous tracking and inspection, enhancing efficiency.
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