邱斌, 冯科, 王云霄. An Improved Beetle Antennae Search Algorithm of Solving Inverse Kinematics of Quadruped Robot[J]. Mechanical Science and Technology for Aerospace Engineering, 2025, 44(4): 601-608.
DOI:
邱斌, 冯科, 王云霄. An Improved Beetle Antennae Search Algorithm of Solving Inverse Kinematics of Quadruped Robot[J]. Mechanical Science and Technology for Aerospace Engineering, 2025, 44(4): 601-608. DOI: 10.13433/j.cnki.1003-8728.20230114.
An Improved Beetle Antennae Search Algorithm of Solving Inverse Kinematics of Quadruped Robot
摘要
针对求解四足机器人逆运动学时传统方法运算量大、稳定性差且收敛耗时长等问题
提出一种适用于12自由度四足机器人的改进天牛须算法。该算法首先在每次迭代时约束天牛朝向转角范围
提高算法的空间搜索能力; 其次
引入适应度的历史信息进行步长自适应更新
设置与目标精度关联的基本步长进行局部搜索
提升算法的后期收敛性能; 最后
构造适应度函数描述机器人足端位姿误差
通过最小化适应度求解逆运动学问题。仿真结果表明
所提算法在求解12自由度四足机器人的逆运动学时具有较好的收敛性
求解精度高。
Abstract
In order to solve the drawbacks of large computation
poor stability and slow convergence of traditional method used in the inverse kinematics of 12-DOF (twelve-degree-of-freedom) quadruped robot
an improved beetle antennae search algorithm is proposed. Firstly
the algorithm constrains the rotation angle of beetle's orientation for each iteration to improve the searching ability of the algorithm in multi-dimensional space. Secondly
the historical information of fitness is introduced for adaptive update step size
and the minimum step size associated with the target accuracy is set for fine search for enhancing the anaphase convergence performance. Finally
a fitness function is constructed to describe the pose error of the quadruped robot
and the inverse kinematics of the quadruped robot is solved by minimizing the fitness. Numerical results show that the present method has better convergence
higher accuracy when solving the inverse kinematics problem of 12-DOF quadruped robot.
Research on Inverse Kinematics Algorithm of Two-sides Following Method on Hyper-redundant Snake Arm Robot
Design and Analysis of Leg Structure of Novel Wheeled-legged Robot
Inverse Kinematic Analysis of Redundant Manipulator Under Spinor Theory and Vector Constraints
一种用于冗余机械臂解析逆运动学的多目标优化方法 附视频
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Related Institution
Key Laboratory of Advanced Design and Simulation Techniques for Special Equipments, Ministry of Education, College of Mechanical and Vehicle Engineering, Hunan University
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