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Evaluation of hand-eye and robot-world calibration algorithms for TMS application
The stochastic global optimization (SGO) method offers the best performance for robot calibration in Transcranial Magnetic Stimulation (TMS) systems, achieving high accuracy and stability.
Area of Science:
- Robotics
- Medical Engineering
- Computer Vision
Background:
- Accurate robot calibration is crucial for precision in medical applications like Transcranial Magnetic Stimulation (TMS).
- Hand-eye and robot-world calibration are essential for integrating robotic systems with medical devices.
Purpose of the Study:
- To compare three calibration methods (QR24, SGO, QUAT) for a TMS system.
- To evaluate the performance of each method based on accuracy and computational time.
Main Methods:
- Implemented and tested non-orthogonal (QR24), stochastic global optimization (SGO), and quaternion-based (QUAT) calibration approaches.
- Utilized a 7 degrees of freedom Panda robot, Polaris Vicra camera, and SofTaxic Optic software for experimental setup.
- Evaluated performance using translation and rotation errors across various datasets and calibration points.
Main Results:
- The SGO method demonstrated superior performance with the lowest translation and rotation errors.
- SGO achieved high stability across different datasets and numbers of calibration points.
- Optimal performance with SGO was observed in a small workspace (0.05m radius) using approximately 150 calibration points, yielding errors of 0.83 ± 0.35mm and 0.22 ± 0.12 degrees.
Conclusions:
- The SGO method is the most effective for hand-eye and robot-world calibration in TMS applications due to its accuracy and stability.
- While SGO has a higher computational time, this is not a limiting factor for TMS systems.
- Achieving optimal results with SGO requires careful consideration of workspace size and the number of calibration points.
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