Obstacle avoidance and joint limit avoidance motion planning method for humanoid upper limb robot
CN120347732BActive Publication Date: 2026-08-28HARBIN INST OF TECH
Patent Information
- Application Number
- CN202510409327.2
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-04-02
- Publication Date
- 2026-08-28
- Estimated Expiration
- 2045-04-02
AI Technical Summary
Technical Problem
[0003]早期常用伪逆法进行逆运动学求解,但该方法存在无法有效规避关节极限、未考虑障碍物位置,以及雅可比矩阵伪逆计算复杂等不足
Benefits of technology
[0028]本发明方法在应用于仿人上肢体机器人的逆运动学解算中时,不需要依赖传统的雅可比矩阵数值求逆方法,利用递归神经网络降低矩阵求逆过程的时间复杂度,使求解过程具有更快的收敛速度和更强的鲁棒性;
✦ Generated by Eureka AI based on patent content.
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Figure CN120347732B_ABST
Abstract
The application discloses a planning method for obstacle avoidance and joint limit avoidance of a humanoid upper limb robot, and belongs to the technical field of robots, and comprises the following steps: a mapping relationship between the end position and posture of the humanoid upper limb robot and the angle of each joint is established to obtain a velocity layer forward kinematics model; an estimation error of a pseudo-inverse matrix corresponding to a Jacobian matrix and an estimation error of a null space basis matrix are introduced; a hybrid error model is established based on the estimation errors; a recurrent neural network is constructed based on the hybrid error model; and the joint angle trajectory of the humanoid upper limb robot is calculated through a control law according to the matrix value obtained by the recurrent neural network. The application simultaneously considers the joint limit and obstacle constraints, and can improve the tracking accuracy and convergence speed of the robot.
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Citation Information
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