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Localization of a UAV during its transition between an Outdoor Environment and a GPS Denied Environment

Aim:

  1. Stablize the motion of an Unmanned Aerial Vehicle during its transition through an Outdoor Environment and a GPS denied environment.
  2. Localization in an indoor environment to be achieved through the fusion of an IMU with a Monocular Camera
  3. Rely on a co-variance based switching algorithm. Odometry to be provied by IMU and Camera until GPS readings within a considerable co-variance range are received.

Simulation and Software Platform:

  1. ROS Melodic
  2. Gazebo 9
  3. Pixhawk Flight Controller

Progress

  1. Estimated the trajectory of the UAV using self-generated datasets from Gazebo using Monocular Visual Odometry upto a relative scale.
  2. Fused this odometry information with that of an IMU through an Extended Kalman Filter.
  3. Implemented teleoperation on the offboard mode of a Pixhawk.

Currently working on

  1. Integrating the fused odometry information with the offboard mode by disabling GPS information.
  2. Tightly coupled fusion of an IMU with that of a Camera using Pose Graphs.