Hover

A basic control task. The goal for the agent is to maintain a stable position and heading in mid-air without drifting. This task is designed to serve as a sanity check.

Observation

The observation space consists of the following part:

• rpos (3): The position relative to the target hovering position.

• drone_state (16 + num_rotors): The basic information of the drone (except its position), containing its rotation (in quaternion), velocities (linear and angular), heading and up vectors, and the current throttle.

• rheading (3): The difference between the reference heading and the current heading.

• time_encoding (optional): The time encoding, which is a 4-dimensional vector encoding the current progress of the episode.

Reward

• pos: Reward computed from the position error to the target position.

• heading_alignment: Reward computed from the alignment of the heading to the target heading.

• up: Reward computed from the uprightness of the drone to discourage large tilting.

• spin: Reward computed from the spin of the drone to discourage spinning.

• effort: Reward computed from the effort of the drone to optimize the energy consumption.

• action_smoothness: Reward that encourages smoother drone actions, computed based on the throttle difference of the drone.

The total reward is computed as follows:

\[r = r_\text{pos} + r_\text{pos} * (r_\text{up} + r_\text{spin}) + r_\text{effort} + r_\text{action_smoothness}\]

Episode End

The episode ends when the drone misbehaves, i.e., it crashes into the ground or flies too far away:

\[d_\text{pos} > 4 \text{ or } x^w_z < 0.2\]

or when the episode reaches the maximum length.

Config

Parameter	Type	Default	Description
drone_model	str	“firefly”	Specifies the model of the drone being used in the environment.
reward_distance_scale	float	1.2	Scales the reward based on the distance between the drone and its target.
time_encoding	bool	True	Indicates whether to include time encoding in the observation space. If set to True, a 4-dimensional vector encoding the current progress of the episode is included in the observation. If set to False, this feature is not included.
has_payload	bool	False	Indicates whether the drone has a payload attached. If set to True, it means that a payload is attached; otherwise, if set to False, no payload is attached.