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Sampling-based Planning Algorithms with Constraint for a 7-DoF Robot Arm. The algorithms include RRT, CBiRRT, PRM, and OBPRM.

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Sampling-based Planning for Robot Arm

This is the final project of the CMU-16782. It has the implementation of basic forward/inverse kinematics, and the sampling_based path planning with constraints for the Franka Robot Arm.

For Ubuntu 16.04:

  1. Install ROS Kinetic on your computer following instructions here: [http://wiki.ros.org/ kinetic/Installation/Ubuntu.](http://wiki.ros.org/ kinetic/Installation/Ubuntu. ) (Make sure to install the Desktop-Full Install version of ROS Kinetic.)

  2. Install libfranka and franka_ros using the following command:

    sudo apt install ros-kinetic-libfranka ros-kinetic-franka-ros

  3. Install all requirements.

    pip install -r requirements.txt

  4. Change the path argument in visualize.launch to the path to your working folder.

  5. Run the RRT planner:

    python3 plan.py --rrt or python3 plan.py --rrt --map2 for using the second map, or python3 plan.py --rrt --map3 for using the third map.

    Run the CBIRRT planner:

    python3 plan.py --rrtc or python3 plan.py --rrtc --map2 for using the second map, or python3 plan.py --rrtc --map3 for using the third map.

    Run the PRM planner:

    python3 plan.py --prm or python3 plan.py --prm --map2 for using the second map, or python3 plan.py --prm --map3 for using the third map.

    If reusing the graph created before:

    python3 plan.py --prm [--map2/map3]--reuse_graph

    Run the OBPRM planner:

    python3 plan.py --obprm or python3 plan.py --obprm --map2 for using the second map, or python3 plan.py --obprm --map3 for using the third map.

    If reusing the graph created before:

    python3 plan.py --obprm [--map2/map3]--reuse_graph

Environment

We designed three problems for the robot arm, in which it needs to move from a start position to agiven goal position while avoiding obstacles.

Scene 1: Scene 1

Scene 2: Scene 2

Scene 3: Scene 3

Video Demo

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Sampling-based Planning Algorithms with Constraint for a 7-DoF Robot Arm. The algorithms include RRT, CBiRRT, PRM, and OBPRM.

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