A Combined Inverse Kinematics Algorithm Using FABRIK with Optimization

09/06/2022
by   Zichun Xu, et al.
0

Forward and backward reaching inverse kinematics (FABRIK) is a heuristic inverse kinematics solver that is gradually applied to manipulators with the advantages of fast convergence and generating more realistic configurations. However, under the high error constraint, FABRIK exhibits unstable convergence behavior, which is unsatisfactory for the real-time motion planning of manipulators. In this paper, a novel inverse kinematics algorithm that combines FABRIK and the sequential quadratic programming (SQP) algorithm is presented, in which the joint angles deduced by FABRIK will be taken as the initial seed of the SQP algorithm to avoid getting stuck in local minima. The combined algorithm is evaluated with experiments, in which our algorithm can achieve higher success rates and faster solution times than FABRIK under the high error constraint. Furthermore, the combined algorithm can generate continuous trajectories for the UR5 and KUKA LBR IIWA 14 R820 manipulators in path tracking with no pose error and permitted position error of the end-effector.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/11/2019

Motion Planning Explorer: Visualizing Local Minima using a Local-Minima Tree

We present an algorithm to visualize local minima in a motion planning p...
research
08/29/2023

Collision-Free Inverse Kinematics Through QP Optimization (iKinQP)

Robotic manipulators are often designed with more actuated degrees-of-fr...
research
08/31/2021

Riemannian Optimization for Distance Geometric Inverse Kinematics

Solving the inverse kinematics problem is a fundamental challenge in mot...
research
08/17/2019

Inverse Kinematics with Forward Dynamics Solvers for Sampled Motion Tracking

Tracking Cartesian trajectories with end-effectors is a fundamental task...
research
09/17/2019

Model-Based Real-Time Motion Tracking using Dynamical Inverse Kinematics

This paper contributes towards the development of motion tracking algori...
research
02/21/2023

A comparative study of human inverse kinematics techniques for lower limbs

Inverse Kinematics (IK) has been an active research topic and many metho...

Please sign up or login with your details

Forgot password? Click here to reset