How to solve inverse kinematic problem in real-time?

24 次查看(过去 30 天)
I want to make a real-time end-effector position control simulation of a 6 DOF robotic arm in simscape multi-body. In the simulation I want to make a matlab GUI like sliders to change the posiotion and the robotic arm starts to move in real-time. To do so, I should solve the inverse kinematic problem and the best way is to use matlab robotic toolbox. The problem is even with using this toolbox, robot cannot move in real-time and it should be done offline. Can anyone help me with that or suggest me a solution?
As I know, industrial robots like KUKA or ABB can solve the inverse kinematic problem in real-time or may be they use lookup table for moving in their workspace.

采纳的回答

Yiping Liu
Yiping Liu 2021-4-8
In 21a, RST introduced a new IK solver called analyticalInverseKinematics which allows you generate a closed-form IK function for a particular 6-DoF serial-link manipulator arm. Give it a try. AIK currently doesn't cover all the 6 DoF variations, but it covers a lot of them. the function will tell you if your robot is compatible.
It seems that your use case is for fast interaction with a manipulator end-effector in a GUI. So in this case, the "real time" feel depends on how fast you intend to move the manipulator end-effector. For a 6-DoF, even if you use the numeric iterative solver provided through inverseKinematics, you can still solve the IK reasonably fast with the LM solver with a small upper bound on number of iterations, assuming you are moving the end-effector smoothly (no sudden change in the desired EE pose) and you are passing the previously solved result to the IK as initial guess every time.
Also keep in mind that for grahpical interaction, the rendering of the robot in figure can actually take a lot of time if you don't use the correct way to draw. Check 'FastUpdate' — Fast updates to existing plot option on rigidBodyTree.show method.
  5 个评论
Yiping Liu
Yiping Liu 2021-4-10
For a 7-DOF robot arm with good initial guess, It's possible to get close to a couple of hundred Hz update rate with genreated code.

请先登录,再进行评论。

更多回答(0 个)

类别

Help CenterFile Exchange 中查找有关 Robotics 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by