多自由度机械臂的避障运动规划方法和装置

By combining the multi-strategy enhanced Fick's law algorithm and B-spline curves, the problems of local optima and poor trajectory smoothness of multi-degree-of-freedom robotic arms in complex and confined spaces are solved, achieving high-precision obstacle boundary approximation and dynamic smoothness, thus ensuring the safe and efficient operation of the robotic arm.

CN122210649BActive Publication Date: 2026-07-17LANZHOU UNIVERSITY OF TECHNOLOGY

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
LANZHOU UNIVERSITY OF TECHNOLOGY
Filing Date
2026-05-15
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing multi-degree-of-freedom robotic arm motion planning algorithms are prone to getting stuck in local optima in complex and constrained spaces, have low accuracy in approaching obstacle limit boundaries, and suffer from poor trajectory smoothness due to discrete waypoint planning.

Method used

The multi-strategy enhanced Fick's law algorithm (FNMFLA) is adopted, which combines the golden sine operator, Grünwald-Letnikov fractional calculus and Nedler-Mead simplex strategy. By constructing a multi-objective coupled fitness function of full-link obstacle avoidance potential energy, target guidance potential energy and joint limit constraint potential energy, and combining B-spline curves for trajectory smoothing, high-precision manifold boundary approximation and dynamic smoothness are achieved.

Benefits of technology

It effectively escapes local optima, achieving high-precision obstacle boundary approximation and trajectory smoothness, ensuring the safety and efficiency of the robotic arm in complex equipment manufacturing and special operations.

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Abstract

本发明提供了一种多自由度机械臂的避障运动规划方法和装置。其中,该方法包括:初始化系统与环境模型,设定目标点与约束条件;构建机械臂运动学模型和碰撞检测模型;构建包含全连杆避障势能、目标引导势能及关节极限约束势能的多目标耦合的机械臂避障总适应度函数;基于机械臂避障总适应度函数确定传递函数;基于传递函数确定多策略增强型菲克定律算法的优化阶段,执行算子;在边界约束检查与修正之后,确定多策略增强型菲克定律算法优化的最优避障路径;采用B样条曲线对最优避障路径进行轨迹平滑处理,控制机械臂基于轨迹平滑处理之后的最优避障路径进行运动。本发明提出了一种具备安全性和动力学平滑性的多自由度机械臂避障运动规划方案。
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