Autonomous Drone Exploration of indoor environments

Robotics
Topic description

The autonomous drone exploration is a relevant topic in the robotics community.

The goal of this MSc thesis is to improve our previous autonomous exploration solutions by developing a new, more efficient and generalizable exploration algorithm. For this task, deep reinforcement learning and imitation learning algorithms will be implemented. 

drone trajectory in a simulation environment

Topic objectives and methodology

The work will foresee the use of:

- Isaac Sim for the simulation environment

- development of a deep reinforcement learning algorithm, starting from our previous works