2020
DOI: 10.3390/s20164354
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Absolute Positioning Accuracy Improvement in an Industrial Robot

Abstract: The absolute positioning accuracy of a robot is an important specification that determines its performance, but it is affected by several error sources. Typical calibration methods only consider kinematic errors and neglect complex non-kinematic errors, thus limiting the absolute positioning accuracy. To further improve the absolute positioning accuracy, we propose an artificial neural network optimized by the differential evolution algorithm. Specifically, the structure and parameters of the network are itera… Show more

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Cited by 44 publications
(18 citation statements)
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References 27 publications
(36 reference statements)
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“…Supplementary Table S2 lists the Denavit-Hartenberg (D-H) parameters for the kinematic modeling of diving beetles 21 , 35 , 36 , in which i represents either joint 1, joint 2, joint 3, or joint 4 in Supplementary Fig. S3 .…”
Section: Resultsmentioning
confidence: 99%
“…Supplementary Table S2 lists the Denavit-Hartenberg (D-H) parameters for the kinematic modeling of diving beetles 21 , 35 , 36 , in which i represents either joint 1, joint 2, joint 3, or joint 4 in Supplementary Fig. S3 .…”
Section: Resultsmentioning
confidence: 99%
“…Most calibration methods compare the taught point positions of a robot with measurements relating the end-effector to an external 3D measuring device such as a laser tracker [ 21 , 22 , 23 , 24 , 25 , 26 ], theodolite measurement devices [ 27 ] or coordinate measuring machines (CMM) [ 28 , 29 ]. These are known as open-loop calibration techniques [ 30 ].…”
Section: Existing Methodologies For Kinematic Calibrationmentioning
confidence: 99%
“…However, this order of absolute positioning accuracy limits industrial robots in relatively high-precision applications, such as measurement, milling, grinding, etc. The absolute positioning accuracy for an industrial robot is determined not only by its quality of components, manufacture, and assembly but by its mechanical degradation, which is mainly affected by the deformation of linkages, collision, temperature change, and other factors in practice [ 7 , 8 , 9 , 10 ]. Kinematic calibration is the major method to improve the absolute positioning accuracy of industrial robots, which includes four steps: establishing a kinematic model, measuring the end position of the robot, identifying the parameters of the kinematic model using the measured data, and compensating in the motion controller with the identified parameters to improve the absolute positioning accuracy of the robot [ 11 ].…”
Section: Introductionmentioning
confidence: 99%