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autonomous-navigation-vslam's Introduction

Visual SLAM

The Visual SLAM component focuses on mapping and navigation of the construction environment. Visual SLAM uses images (video) for sensing the environment, and, on a high level, works on feature matching between adjacent frames. We use the Intel RealSense 435D as our visual sensor, which generates an RGB-D iamge used by the SLAM algorithm. Along with the RGB-D, we use the visual odometry and the Husky's IMU sensors (fused with an Extended Kalman Filter algorithm), for SLAM using by RTAB-Map, an open source Visual SLAM package. The ROS navigation stack uses the map generated by RTAB-Map and does path planning, and this information, along with the odometry, is used for moving the Husky in the environment using move_base. We make use of tf and URDF files to link the coordinate systems of the base (Husky) and the camera (RealSense). This setup makes it easy for move_base to perform navigation.

Hardware

  • Clearpath Husky
  • Intel RealSense D435
  • Laptop with Clearpath Ubuntu 18.04

Software

Running the Visual SLAM and the navigation

roslaunch realsense2_camera liu_nav.launch
cd integration
python monitor_and_move.py
python control_k.py

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