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Redundant mechanical arm kinematics solving method based on analytical solution and improved genetic algorithm

A technology for improving genetic algorithms and manipulators, applied in the field of robot kinematics, which can solve problems such as slow speed, low precision, and difficulty in solving redundant manipulators.

Pending Publication Date: 2020-11-10
CENT SOUTH UNIV
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Problems solved by technology

[0005] For this reason, the present invention provides a redundant manipulator kinematics solution method based on an analytical solution and an improved genetic algorithm to solve the problems of difficult solution, slow speed and low precision of redundant manipulators in the prior art

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  • Redundant mechanical arm kinematics solving method based on analytical solution and improved genetic algorithm
  • Redundant mechanical arm kinematics solving method based on analytical solution and improved genetic algorithm
  • Redundant mechanical arm kinematics solving method based on analytical solution and improved genetic algorithm

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Embodiment Construction

[0076] The implementation mode of the present invention is illustrated by specific specific examples below, and those who are familiar with this technology can easily understand other advantages and effects of the present invention from the contents disclosed in this description. Obviously, the described embodiments are a part of the present invention. , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0077] A method for calculating the kinematics of a redundant manipulator based on an analytical solution and an improved genetic algorithm, comprising the following steps:

[0078] S1. Establish the coordinate system of each joint of the manipulator, and set the global coordinate system, establish the D-H parameter table through the traditional D-H modeling method, and introduce virtual joints a...

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Abstract

The invention discloses a redundant mechanical arm kinematics resolving method based on an analytical solution and an improved genetic algorithm, which comprises the following steps: A, improving a traditional DH method, and introducing a virtual joint to establish a joint coordinate system; B, constructing a mechanical arm forward kinematics model based on the improved DH parameter table; C, dividing the M joints into N redundant joints and MN non-redundant joints; D, solving an analytical solution of the non-redundant joint; E, generating an initial population of the genetic algorithm by taking the N redundant joints as variables; F, making inverse kinematics calculation with the track as a unit, and using variable interval search in the process of solving one track through the genetic algorithm; and G, repeating the steps E and F until all tracks are solved. Solving is carried out by taking the trajectory as a unit, the use of the evolutionary population is continued, the search speed and solution quality of the genetic algorithm are effectively improved, and the solution continuity is ensured; and meanwhile, a strategy of variable interval search and reference points is introduced to improve the understanding search speed and the self-adaptive degree.

Description

technical field [0001] The invention relates to robot kinematics technology, in particular to a redundant manipulator kinematics solution method combining an analytical solution and an improved genetic algorithm. Background technique [0002] The kinematics problem of the manipulator is the basis of the application of industrial robots and the premise of trajectory planning and real-time control of the manipulator. Only by determining the mapping relationship between the spatial pose of the end effector of the manipulator and the joint variables of the manipulator can programming be carried out control. [0003] A manipulator can be considered redundant if its number of degrees of freedom is greater than the number of degrees of freedom necessary to perform the target task. Redundancy provides the manipulator with the flexibility and functionality of its actions to avoid obstacles, joint limits, and singularities. [0004] Currently, the forward kinematics modeling methods...

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Application Information

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IPC IPC(8): G06N3/00G06N3/12G06F30/20G06F17/16B25J9/16
CPCG06N3/006G06N3/126G06F17/16G06F30/20B25J9/1664
Inventor 谢斌吴迪丘文杰
Owner CENT SOUTH UNIV
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