Method and apparatus for improved auto-calibration of a robotic cell
A robotic cell calibration method comprising a robotic cell system having elements comprising: one or more cameras, one or more sensors, components, and a robotic arm. The method comprises localizing positions of the one or more cameras and components relative to a position of the robotic arm using a common coordinate frame, moving the robotic arm in a movement pattern, and using the cameras and sensors to determine robotic arm position at multiple times during the movement. The method includes identifying a discrepancy in robotic arm position between a predicted position and the determined position in real time, and computing, by an auto-calibrator, a compensation for the identified discrepancy, the auto-calibrator solving for the elements in the robotic cell system as a system. The method includes modifying actions of the robotic arm in real time during the movement based on the compensation.
1. A robotic cell calibration method comprising:
providing a robotic cell system having elements comprising: one or more cameras, one or more sensors, components, and a robotic arm;
localizing positions of the one or more cameras and components relative to a position of the robotic arm within the robotic cell using a common coordinate frame;
moving the robotic arm in a movement pattern under a first load, and using the cameras and sensors to determine robotic arm position at multiple times during the movement;
moving the robotic arm in the movement pattern under a second load and using the cameras and sensors to determine the robotic arm position at multiple times during the movement;
identifying a discrepancy in robotic arm position between a predicted position in the movement pattern and the determined robotic arm position in real time, for the first load and the second load;
computing, by an auto-calibrator, a compensation for the identified discrepancy, the auto-calibrator solving for the elements in the robotic cell system as a system; and
modifying actions of the robotic arm in real time during the movement based on the compensation to reduce the identified discrepancy in the robotic arm position.
2. The robotic cell calibration method of claim 1 , further comprising:
forming a virtual representation of the robotic cell system that tracks at least some actions of the robotic cell using the localized position of the cameras, the sensors, and the robotic arm, the virtual representation used by the auto-calibrator.
3. The robotic cell calibration method of claim 1 , further comprising:
determining if robotic arm position is within a determined accuracy range; and
initiating a recalibration by the auto-calibrator when the robotic arm is outside the determined accuracy range.
4. The robotic cell calibration method of claim 1 , further comprising providing continuous calibration of robotic arm position as the robotic arm moves through movement patterns.
5. The robotic cell calibration method of claim 1 , further comprising performing a pre-use calibration comprising:
selecting robotic arm movement patterns to improve position localization of components visible in an observable volume of the robotic cell; and
performing the selected robotic arm movement patterns while an object including one or more fiducials is attached to the robotic arm.
6. The robotic cell calibration method of claim 1 , further comprising calibrating the one or more cameras, the calibrating accounting for camera lens distortion.
7. The robotic cell calibration method of claim 1 , further comprising performing a pre-calibration comprising:
building a position accuracy map with position metrics for the robotic arm; and
adjusting the movement patterns based on the position accuracy map.
8. The robotic cell calibration method of claim 1 , wherein the computing comprises modelling dynamic and static components in the robotic cell system.
9. The robotic cell calibration method of claim 1 , further comprising:
performing idle time calibration by performing calibration refinement steps on idle cycles of a processor while the robotic cell is in use, the idle time calibration determining whether the robotic cell remains calibrated.
10. The robotic cell calibration method of claim 1 , wherein the method comprises an initial calibration when the robotic cell is not in use.
11. The robotic cell calibration method of claim 10 , wherein the method comprises an in-use calibration, applied while the robotic cell is in use, to update calibration to address changes in the robotic cell during the use.
12. A robotic cell system comprising:
one or more cameras;
one or more sensors;
a robotic arm;
a processor configured to:
perform a pre-calibration comprising:
building a position accuracy map with position metrics for the robotic arm; and
adjusting a movement pattern based on the position accuracy map;
localize positions of cameras and components relative to a position of the robotic arm within the robotic cell using a common coordinate frame;
control movement of the robotic arm in the movement pattern under a first load and using the cameras and the sensors to determine robotic arm position at multiple times during the movement;
control movement of the robotic arm in the movement pattern under a second load and using the cameras and the sensors to determine robotic arm position at multiple times during the movement;
identify a discrepancy in robotic arm position between a predicted position in the movement pattern and the determined robotic arm position in real time, for the first load and the second load;
compute, by an auto-calibrator, a compensation for the identified discrepancy, the auto-calibrator solving for elements in the robotic cell system as a system; and
modify actions of the robotic arm in real time during the movement based on the compensation to reduce the identified discrepancy in the robotic arm position.
13. The robotic cell system of claim 12 , further comprising:
the processor further configured to form a virtual representation of the robotic cell system that tracks at least some actions of the robotic cell using the localized position of the cameras, the sensors, and the robotic arm, the virtual representation used by the auto-calibrator.
14. The robotic cell system of claim 12 , further comprising the processor configured to determine if robotic arm position is within a determined accuracy range, and initiate a recalibration by the auto-calibrator when the robotic arm is outside the determined accuracy range.
15. The robotic cell system of claim 12 , wherein the system provides a continuous calibration of robotic arm position as the robotic arm moves through movement patterns.
16. The robotic cell system of claim 12 , further comprising:
robotic controls configured to move the robotic arm under varying loads, at varying speeds, and moving along varying paths identify the discrepancy.
17. The robotic cell system of claim 12 , further comprising:
an auto-calibrator configured to perform a pre-use calibration including:
selecting robotic arm movement patterns to improve position localization of components visible in an observable volume of the robotic cell; and
performing the selected robotic arm movement patterns while an object including one or more fiducials is attached to the robotic arm.
18. The robotic cell system of claim 12 , wherein the processor is configured to perform idle time calibration by performing calibration refinement steps on idle cycles of a processor while the robotic cell is in use, the idle time calibration determining whether the robotic cell remains calibrated.
19. A method to calibrate a robotic cell system including a robotic arm and one or more cameras, the method comprising:
moving the robotic arm in a movement pattern under a first load and using the cameras to determine robotic arm positions at multiple times during the movement pattern;
moving the robotic arm in the movement pattern under a second load and using the cameras to determine robotic arm positions at multiple times during the movement pattern;
identifying a discrepancy in robotic arm position between a predicted position in the movement pattern and the determined robotic arm position in real time, for the first load and the second load;
computing, by an auto-calibrator, a compensation for the identified discrepancy, the auto-calibrator solving for elements in the robotic cell system as a system; and
modifying actions of the robotic arm during use based on the compensation to reduce the identified discrepancy in the robotic arm position.
20. The method of claim 19 , further comprising:
creating one or more movement patterns to such that a path traced by the movement pattern is visible to the one or more cameras; and
performing the movement patterns while an object including one or more fiducials is attached to the robotic arm.