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Published on: October 14, 2017
Calibration of Visible Light Positioning Systems with a Mobile Robot.
Robin Amsters1, Eric Demeester1, Nobby Stevens2
1Department of Mechanical Engineering, KU Leuven, 3000 Leuven, Belgium.
This study presents an improved calibration method for visible light positioning systems using a mobile robot. The new approach significantly reduces positioning errors and does not require prior knowledge of the environment.
Area of Science:
- Robotics and Automation
- Indoor Positioning Systems
- Computer Vision
Background:
- Indoor positioning systems (IPS) often require extensive calibration.
- Visible light positioning (VLP) systems have limited calibration research compared to other IPS like Wi-Fi or UWB.
- Existing VLP calibration methods often rely on known receiver locations or channel models.
Purpose of the Study:
- To develop an automated and accurate calibration procedure for VLP systems.
- To reduce the calibration error in VLP systems.
- To eliminate the need for pre-existing knowledge of light source count or receiver position.
Main Methods:
- Utilized a mobile robot for autonomous data collection in the environment.
- Developed a procedure to map environment including light beacon locations and identities.
- Investigated the impact of robot trajectory, camera resolution, and field of view on calibration accuracy.
Main Results:
- Achieved a significant reduction in positioning error, nearly halving previous results.
- Demonstrated robust performance across various lighting conditions.
- Showcased comparable or superior accuracy to manual calibration methods.
Conclusions:
- The proposed mobile robot-based calibration method enhances VLP system accuracy and efficiency.
- This approach simplifies VLP system deployment by removing the need for manual setup and prior environmental knowledge.
- The findings pave the way for more practical and widespread adoption of VLP technology.
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