Graceful Controller

Source code on Github.

The graceful controller implements a controller based on the works of Jong Jin Park and Benjamin Kuipers in “A Smooth Control Law for Graceful Motion of Differential Wheeled Mobile Robots in 2D Environment” (ICRA 2011). In this implementation, a motion_target is set at a distance away from the robot that is exponentially stable to generate a smooth trajectory for the robot to follow.

See the package’s README for more complete information.

Graceful Controller Parameters

transform_tolerance

Type

Default

double

0.1

Description

The TF transform tolerance (s).

max_lookahead

Type

Default

double

1.0

Description

The maximum lookahead distance (m) to use when selecting a target pose for the underlying control law. Using poses that are further away will generally result in smoother operations, but simulating poses that are very far away can result in reduced performance, especially in tight or cluttered environments. If the controller cannot forward simulate to a pose this far away without colliding, it will iteratively select a target pose that is closer to the robot.

min_lookahead

Type

Default

double

0.25

Description

The minimum lookahead distance (m) to use when selecting a target pose for the underlying control law. This parameter avoids instability when an unexpected obstacle appears in the path of the robot by returning failure, which typically triggers replanning.

max_robot_pose_search_dist

Type

Default

double

Local costmap max extent (max(width, height) / 2)

Description

Upper bound on integrated distance along the global plan to search for the closest pose to the robot pose. This should be left as the default unless there are paths with loops and intersections that do not leave the local costmap, in which case making this value smaller is necessary to prevent shortcutting. If set to -1, it will use the maximum distance possible to search every point on the path for the nearest path point.

k_phi

Type

Default

double

2.0

Description

Ratio of the rate of change in phi to the rate of change in r. Controls the convergence of the slow subsystem. If this value is equal to zero, the controller will behave as a pure waypoint follower. A high value offers extreme scenario of pose-following where theta is reduced much faster than r. The referenced paper calls this k1.

k_delta

Type

Default

double

1.0

Description

Constant factor applied to the heading error feedback. Controls the convergence of the fast subsystem. The bigger the value, the robot converge faster to the reference heading. The referenced paper calls this k2.

beta

Type

Default

double

0.4

Description

Constant factor applied to the path curvature. This value must be positive. Determines how fast the velocity drops when the curvature increases.

lambda

Type

Default

double

2.0

Description

Constant factor applied to the path curvature. This value must be greater or equal to 1. Determines the sharpness of the curve: higher lambda implies sharper curves.

v_linear_min

Type

Default

double

0.1

Description

Minimum linear velocity (m/s).

v_linear_max

Type

Default

double

0.5

Description

Maximum linear velocity (m/s).

v_angular_max

Type

Default

double

1.0

Description

Maximum angular velocity (rad/s) produced by the control law.

v_angular_min_in_place

Type

Default

double

0.25

Description

Minimum angular velocity (rad/s) produced by the control law when rotating in place. This value should be based on the minimum rotation speed controllable by the robot.

slowdown_radius

Type

Default

double

1.5

Description

Radius (m) around the goal pose in which the robot will start to slow down.

initial_rotation

Type

Default

bool

true

Description

Enable a rotation in place to the goal before starting the path. The control law may generate large sweeping arcs to the goal pose, depending on the initial robot orientation and k_phi, k_delta.

initial_rotation_tolerance

Type

Default

double

0.75

Description

The difference in the path orientation and the starting robot orientation to trigger a rotate in place, if initial_rotation is enabled. This value is generally acceptable if continuous replanning is enabled. If not using continuous replanning, a lower value may perform better.

prefer_final_rotation

Type

Default

bool

true

Description

The control law can generate large arcs when the goal orientation is not aligned with the path. If this is enabled, the orientation of the final pose will be ignored and the robot will follow the orientation of the path and will make a final rotation in place to the goal orientation.

rotation_scaling_factor

Type

Default

double

0.5

Description

The scaling factor applied to the rotation in place velocity.

allow_backward

Type

Default

bool

false

Description

Whether to allow the robot to move backward.

in_place_collision_tolerance

Type

Default

double

0.1

Description

When performing an in-place rotation after the XY goal tolerance has been met, this is the angle (in radians) between poses to check for collision.

Example

controller_server:
  ros__parameters:
    use_sim_time: True
    controller_frequency: 20.0
    min_x_velocity_threshold: 0.001
    min_y_velocity_threshold: 0.5
    min_theta_velocity_threshold: 0.001
    progress_checker_plugins: ["progress_checker"] # progress_checker_plugin: "progress_checker" For Humble and older
    goal_checker_plugins: ["goal_checker"]
    controller_plugins: ["FollowPath"]

    progress_checker:
      plugin: "nav2_controller::SimpleProgressChecker"
      required_movement_radius: 0.5
      movement_time_allowance: 10.0
    goal_checker:
      plugin: "nav2_controller::SimpleGoalChecker"
      xy_goal_tolerance: 0.25
      yaw_goal_tolerance: 0.25
      stateful: True
    FollowPath:
      plugin: nav2_graceful_controller::GracefulController
      transform_tolerance: 0.1
      min_lookahead: 0.25
      max_lookahead: 1.0
      initial_rotation: true
      initial_rotation_threshold: 0.75
      prefer_final_rotation: true
      allow_backward: false
      k_phi: 3.0
      k_delta: 2.0
      beta: 0.4
      lambda: 2.0
      v_linear_min: 0.1
      v_linear_max: 1.0
      v_angular_max: 5.0
      v_angular_min_in_place: 0.25
      slowdown_radius: 1.5