pyflyt

Definition PyFlyt is a flexible library for simulating UAVs in RL, supporting various drone, plane and rocket models and control modes with advanced wind physics and rendering capabilities.
No of environments 28

 

PyFlyt is a library designed for testing reinforcement learning algorithms on Unmanned Aerial Vehicles (UAVs). Built on the Bullet physics engine, it offers time-discrete steppable physics, flexible rendering options, allowing users to simulate a wide range of custom drones, including biplanes, quadcopters, and rockets. The library includes an aviary that handles essential aspects of simulation, such as physics stepping, setpoint management, and collision tracking, enabling users to easily control drones and define specific tasks.

The library supports multiple drone models, including fixed-wing UAVs and various configurations of multirotor drones like the QuadX, each with distinct characteristics and control capabilities. It is possible to select from different models tailored for specific performance requirements, such as aggressive flight dynamics or stability. Additionally, control modes can be modified to suit various operational scenarios, enhancing the flexibility of UAV simulations. For instance, the fixed-wing UAV features a lightweight design ideal for endurance tasks, while the QuadX model employs advanced PID controllers for precise maneuvering. PyFlyt provides an ideal platform for exploring complex flight dynamics and testing innovative reinforcement learning strategies in a controlled simulation environment.

 

Example observations
Example actions
Example reward