Awesome
Trajectory Planning of Robot Manipulators with MATLAB and Simulink
Copyright 2019 The MathWorks, Inc.
Description
This submission consists of educational MATLAB and Simulink examples for trajectory generation and evaluation of robot manipulators.
All examples feature the 7-DOF Kinova Gen3 Ultra lightweight robotic manipulator: https://www.kinovarobotics.com/en/products/robotic-arms/gen3-ultra-lightweight-robot
There is a presaved MATLAB rigid body tree model of the Kinova Gen3; however, you can access the 3D model description from the Kinova Kortex GitHub repository: https://github.com/Kinovarobotics/ros_kortex
For more information on the Robotics System Toolbox functionality for manipulators, see the documentation: https://www.mathworks.com/help/robotics/manipulators.html
For more background information on trajectory planning, refer to this presentation: https://cw.fel.cvut.cz/old/_media/courses/a3m33iro/080manipulatortrajectoryplanning.pdf
If you have any questions, email us at roboticsarena@mathworks.com.
Files
To get started, run the startupExample.m
script. This will configure the MATLAB search path so all the examples run correctly.
matlab
Folder
Contains MATLAB examples for trajectory planning.
manipTrajCartesian.m
- Task space (translation only) trajectoriesmanipTrajJoint.m
- Joint space trajectories. Contains anincludeOrientation
variable to toggle waypoint orientations on or off.manipTrajLinearRotation.m
- Task space (translation only) trajectories with linearly interpolated orientationmanipTrajTransform.m
- Linearly interpolated transform trajectories (translation and orientation)manipTrajTransformTimeScaling.m
- Transform trajectories (translation and orientation) interpolated using nonlinear time scalingcompareTaskVsJointTraj.m
- Comparison script that illustrates the difference between task space and joint space trajectories
NOTE: All the scripts above are configurable:
createWaypointData.m
script - Generates sample waypoints, trajectory times, and other necessary planning variables.trajType
variable - Used to switch the trajectory typeplotMode
variable - Used to switch the waypoint/trajectory visualization type
simulink
Folder
Contains Simulink examples for trajectory planning.
manipCartesianTrajectory.slx
- Task space (translation only) trajectoriesmanipJointTrajectory.slx
- Joint space trajectories.manipRotationTrajectory.slx
- Task space (translation only) trajectories with linearly interpolated orientationmanipTransformTrajectory.slx
- Linearly interpolated transform trajectories (translation and orientation)manipTransformTrajectoryTimeScaling.slx
- Transform trajectories (translation and orientation) interpolated using nonlinear time scaling
NOTE: There are also models that work with Robot Operating System (ROS), which are identically named with the ros
prefix.
Instead of using variables in the MATLAB base workspace, waypoint information is communicated using ROS messages.
To test this, you can use the Waypoint Publisher App or the publishWaypoints
script (see the next section).
The ROS topics and message types are:
/waypoints
- List of waypoints, message typegeometry_msgs/PoseArray
/waypoint_times
- List of waypoint target times, message typestd_msgs/Float64MultiArray
utilities
Folder
Contains several utilities for the MATLAB and Simulink examples above.
createWaypointData.m
- Creates sample waypoints, waypoint times, and other necessary planning variables. If you want to change the waypoints or other trajectory reference values, modify this script (or we suggest creating a copy)cylinder.stl
- "Dummy" mesh file representing the end effector attached the armgen3.mat
- Presaved rigid body tree containing the 3D model of the robot armgen3positions.mat
- Presaved joint and end effector configurations for the "home" and "retract" positions of the robot armimportGen3Model.m
- Function to import the Kinova Gen3 manipulator model. Not needed by this example; you can use this if you want to import a new model yourself from the source URDF file.plotTrajectory.m
- Utility function to plot generated trajectory profiles (used with MATLAB examples)publishWaypoints.m
- Tests the publishing of waypoint information as ROS messagestrajExampleUtils.slx
- Block library containing common components for the Simulink examplesvisualizeRobot.m
- Utility function used by the library above to plot the manipulator from a Simulink modelwaypointPublisher.mlapp
- MATLAB app used to modify waypoints and publish them to the base workspace or as ROS messages