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Efficiently Recording the Eye-Hand Coordination to Incoordination Spectrum
Published on: March 21, 2019
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A High-Precision Hand-Eye Coordination Localization Method under Convex Relaxation Optimization
Jin Hua1, Yuhang Su1, Daxin Xin1
1School of Electronic Information Engineering, Xi'an Technological University, Xi'an 710021, China.
Sensors (Basel, Switzerland)
|June 27, 2024
Summary
This study introduces a novel robot-assisted system for safer electrical switching operations. The new convex relaxation global optimization algorithm enhances hand-eye calibration accuracy and robustness, improving operator safety.
Area of Science:
- Robotics
- Electrical Engineering
- Computer Vision
Background:
- Traditional switching operations pose risks due to on-site work and high-voltage arc discharges.
- Existing hand-eye calibration methods struggle with coupled rotation and translation solutions, impacting precision.
Purpose of the Study:
- To develop a robust and accurate hand-eye calibration algorithm for robot-assisted electrical switching.
- To improve the safety and precision of remote switching operations.
Main Methods:
- Utilized dual quaternions to simplify the hand-eye calibration model.
- Applied convex relaxation and linear matrix inequality convex optimization for accurate rotation matrix determination.
- Developed a new objective function to address coupling issues between rotation and translation vectors.
Main Results:
- Achieved a positioning precision of approximately 2.9 mm.
- Demonstrated superior calibration accuracy, noise robustness, and stability compared to existing algorithms.
- Validated performance through experiments with added Gaussian noise.
Conclusions:
- The proposed dual quaternion-based convex relaxation algorithm significantly enhances hand-eye calibration for robotic switching.
- The algorithm meets the stringent accuracy requirements for electrical switching operations, improving safety and efficiency.
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