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Mechanical arm DH parameter identification method based on least square method

A least square method and parameter identification technology, applied in the field of robotics, can solve problems such as unsatisfactory absolute positioning accuracy

Active Publication Date: 2021-06-04
INST OF INTELLIGENT MFG TECH JITRI
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Problems solved by technology

[0003] Because the parameter calibration method is simple to operate, easy to implement, and can compensate positioning errors online, it has attracted extensive attention from domestic and foreign researchers, and has achieved a series of research results in the factors affecting absolute positioning accuracy errors, calibration measurement, and absolute positioning accuracy error compensation. results, but the absolute positioning accuracy is still not ideal

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  • Mechanical arm DH parameter identification method based on least square method
  • Mechanical arm DH parameter identification method based on least square method
  • Mechanical arm DH parameter identification method based on least square method

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Embodiment 1

[0036] refer to Figure 1 ~ Figure 4 , which is the first embodiment of the present invention, this embodiment provides a method for identifying DH parameters of a manipulator based on the least squares method, including:

[0037] S1: Determine the initial DH parameters of the manipulator according to the configuration and structural parameters of the manipulator, and construct the error model of the manipulator according to the principle of differential motion.

[0038] What needs to be explained is that the differential motion of the robot is to study the relationship between the small changes in the robot joint variables and the small changes in the robot's hand posture, which can be used to deduce the speed relationship between different components.

[0039] The constructed manipulator error model is as follows:

[0040]

[0041] Among them, d x 、d y 、d z are the differential translations of the manipulator coordinates along the x, y, and z axes (that is, the origin o...

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Abstract

The invention discloses a mechanical arm DH parameter identification method based on a least square method. The method comprises the steps: determining the initial DH parameters of a mechanical arm according to the configuration and structural parameters of the mechanical arm, and constructing a mechanical arm error model according to a differential motion principle; based on the initial DH parameters of the mechanical arm, conducting self-calibration on the mechanical arm through a calibration plate, and recording encoder values of all joints, corresponding to all sets of points, of the mechanical arm; parameterizing the mechanical arm error model through the least square method in combination with the encoder values; according to the parameters of the mechanical arm error model and the initial DH parameters of the mechanical arm, obtaining the tail end position of each set of points, and calculating the difference value between each tail end position and the absolute position of a fixed point; and identifying the parameters of the mechanical arm error model by comparing the difference values with a set threshold value. According to the method, parameter identification is carried out by constructing the error model and through self-calibration of the calibration plate, the absolute positioning precision of the mechanical arm is effectively improved, and the cost can be reduced.

Description

technical field [0001] The invention relates to the technical field of robots, in particular to a method for identifying DH parameters of a manipulator based on the least square method. Background technique [0002] Robot accuracy mainly includes repeat positioning accuracy and absolute positioning accuracy. It is one of the important indicators to evaluate the comprehensive performance of robots. There are two main methods to improve absolute positioning accuracy: error prevention method and parameter calibration method. The error prevention method mainly ensures the positioning accuracy of the robot by improving the machining accuracy (assembly accuracy and control system accuracy). It is rarely used in practice; the parameter calibration method mainly uses advanced measurement technology to identify the actual kinematic parameters of the robot, and corrects the parameters in the controller or adds some control algorithms to improve the absolute positioning accuracy. [0...

Claims

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Application Information

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IPC IPC(8): B25J9/16
CPCB25J9/1653B25J9/1602
Inventor 张佳丽骆敏舟任彤张华东
Owner INST OF INTELLIGENT MFG TECH JITRI
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