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do not depend on velocity for approach scaling (ros-navigation#3047)
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* do not depend on velocity for approach scaling

* add approach_velocity_scaling_dist to README

* do not pass references to shared ptr

* fixup! do not pass references to shared ptr

* fix approach velocity scaling compile issues

* default approach_velocity_scaling_dist based on costmap size

* change default approach_velocity_scaling_dist to 0.6 to match previous behavior

* update tests for approach velocity scaling

* remove use_approach_linear_velocity_scaling from readme

* smooth approach velocity scaling
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Aposhian authored Jul 21, 2022
1 parent 5ea3ccb commit 9706878
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Showing 4 changed files with 96 additions and 35 deletions.
3 changes: 2 additions & 1 deletion nav2_regulated_pure_pursuit_controller/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -61,7 +61,7 @@ Note: The maximum allowed time to collision is thresholded by the lookahead poin
| `transform_tolerance` | The TF transform tolerance |
| `use_velocity_scaled_lookahead_dist` | Whether to use the velocity scaled lookahead distances or constant `lookahead_distance` |
| `min_approach_linear_velocity` | The minimum velocity threshold to apply when approaching the goal |
| `use_approach_linear_velocity_scaling` | Whether to scale the linear velocity down on approach to the goal for a smooth stop |
| `approach_velocity_scaling_dist` | Integrated distance from end of transformed path at which to start applying velocity scaling. This defaults to the forward extent of the costmap minus one costmap cell length. |
| `max_allowed_time_to_collision_up_to_carrot` | The time to project a velocity command to check for collisions, limited to maximum distance of lookahead distance selected |
| `use_regulated_linear_velocity_scaling` | Whether to use the regulated features for curvature |
| `use_cost_regulated_linear_velocity_scaling` | Whether to use the regulated features for proximity to obstacles |
Expand Down Expand Up @@ -111,6 +111,7 @@ controller_server:
use_velocity_scaled_lookahead_dist: false
min_approach_linear_velocity: 0.05
use_approach_linear_velocity_scaling: true
approach_velocity_scaling_dist: 1.0
max_allowed_time_to_collision_up_to_carrot: 1.0
use_regulated_linear_velocity_scaling: true
use_cost_regulated_linear_velocity_scaling: false
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -208,19 +208,27 @@ class RegulatedPurePursuitController : public nav2_core::Controller
*/
double costAtPose(const double & x, const double & y);

double approachVelocityScalingFactor(
const nav_msgs::msg::Path & path
) const;

void applyApproachVelocityScaling(
const nav_msgs::msg::Path & path,
double & linear_vel
) const;

/**
* @brief apply regulation constraints to the system
* @param linear_vel robot command linear velocity input
* @param dist_error error in the carrot distance and lookahead distance
* @param lookahead_dist optimal lookahead distance
* @param curvature curvature of path
* @param speed Speed of robot
* @param pose_cost cost at this pose
*/
void applyConstraints(
const double & dist_error, const double & lookahead_dist,
const double & curvature, const geometry_msgs::msg::Twist & speed,
const double & pose_cost, double & linear_vel, double & sign);
const double & pose_cost, const nav_msgs::msg::Path & path,
double & linear_vel, double & sign);

/**
* @brief Find the intersection a circle and a line segment.
Expand Down Expand Up @@ -281,6 +289,7 @@ class RegulatedPurePursuitController : public nav2_core::Controller
bool use_velocity_scaled_lookahead_dist_;
tf2::Duration transform_tolerance_;
double min_approach_linear_velocity_;
double approach_velocity_scaling_dist_;
double control_duration_;
double max_allowed_time_to_collision_up_to_carrot_;
bool use_regulated_linear_velocity_scaling_;
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -79,6 +79,9 @@ void RegulatedPurePursuitController::configure(
rclcpp::ParameterValue(false));
declare_parameter_if_not_declared(
node, plugin_name_ + ".min_approach_linear_velocity", rclcpp::ParameterValue(0.05));
declare_parameter_if_not_declared(
node, plugin_name_ + ".approach_velocity_scaling_dist",
rclcpp::ParameterValue(0.6));
declare_parameter_if_not_declared(
node, plugin_name_ + ".max_allowed_time_to_collision_up_to_carrot",
rclcpp::ParameterValue(1.0));
Expand Down Expand Up @@ -128,6 +131,14 @@ void RegulatedPurePursuitController::configure(
node->get_parameter(
plugin_name_ + ".min_approach_linear_velocity",
min_approach_linear_velocity_);
node->get_parameter(
plugin_name_ + ".approach_velocity_scaling_dist",
approach_velocity_scaling_dist_);
if (approach_velocity_scaling_dist_ > costmap_->getSizeInMetersX() / 2.0) {
RCLCPP_WARN(
logger_, "approach_velocity_scaling_dist is larger than forward costmap extent, "
"leading to permanent slowdown");
}
node->get_parameter(
plugin_name_ + ".max_allowed_time_to_collision_up_to_carrot",
max_allowed_time_to_collision_up_to_carrot_);
Expand Down Expand Up @@ -325,9 +336,9 @@ geometry_msgs::msg::TwistStamped RegulatedPurePursuitController::computeVelocity
rotateToHeading(linear_vel, angular_vel, angle_to_heading, speed);
} else {
applyConstraints(
fabs(lookahead_dist - sqrt(carrot_dist2)),
lookahead_dist, curvature, speed,
costAtPose(pose.pose.position.x, pose.pose.position.y), linear_vel, sign);
curvature, speed,
costAtPose(pose.pose.position.x, pose.pose.position.y), transformed_plan,
linear_vel, sign);

// Apply curvature to angular velocity after constraining linear velocity
angular_vel = sign * linear_vel * curvature;
Expand Down Expand Up @@ -571,14 +582,48 @@ double RegulatedPurePursuitController::costAtPose(const double & x, const double
return static_cast<double>(cost);
}

double RegulatedPurePursuitController::approachVelocityScalingFactor(
const nav_msgs::msg::Path & transformed_path
) const
{
// Waiting to apply the threshold based on integrated distance ensures we don't
// erroneously apply approach scaling on curvy paths that are contained in a large local costmap.
double remaining_distance = nav2_util::geometry_utils::calculate_path_length(transformed_path);
if (remaining_distance < approach_velocity_scaling_dist_) {
auto & last = transformed_path.poses.back();
// Here we will use a regular euclidean distance from the robot frame (origin)
// to get smooth scaling, regardless of path density.
double distance_to_last_pose = std::hypot(last.pose.position.x, last.pose.position.y);
return distance_to_last_pose / approach_velocity_scaling_dist_;
} else {
return 1.0;
}
}

void RegulatedPurePursuitController::applyApproachVelocityScaling(
const nav_msgs::msg::Path & path,
double & linear_vel
) const
{
double approach_vel = linear_vel;
double velocity_scaling = approachVelocityScalingFactor(path);
double unbounded_vel = approach_vel * velocity_scaling;
if (unbounded_vel < min_approach_linear_velocity_) {
approach_vel = min_approach_linear_velocity_;
} else {
approach_vel *= velocity_scaling;
}

// Use the lowest velocity between approach and other constraints, if all overlapping
linear_vel = std::min(linear_vel, approach_vel);
}

void RegulatedPurePursuitController::applyConstraints(
const double & dist_error, const double & lookahead_dist,
const double & curvature, const geometry_msgs::msg::Twist & /*curr_speed*/,
const double & pose_cost, double & linear_vel, double & sign)
const double & pose_cost, const nav_msgs::msg::Path & path, double & linear_vel, double & sign)
{
double curvature_vel = linear_vel;
double cost_vel = linear_vel;
double approach_vel = linear_vel;

// limit the linear velocity by curvature
const double radius = fabs(1.0 / curvature);
Expand All @@ -605,23 +650,7 @@ void RegulatedPurePursuitController::applyConstraints(
linear_vel = std::min(cost_vel, curvature_vel);
linear_vel = std::max(linear_vel, regulated_linear_scaling_min_speed_);

// if the actual lookahead distance is shorter than requested, that means we're at the
// end of the path. We'll scale linear velocity by error to slow to a smooth stop.
// This expression is eq. to (1) holding time to goal, t, constant using the theoretical
// lookahead distance and proposed velocity and (2) using t with the actual lookahead
// distance to scale the velocity (e.g. t = lookahead / velocity, v = carrot / t).
if (dist_error > 2.0 * costmap_->getResolution()) {
double velocity_scaling = 1.0 - (dist_error / lookahead_dist);
double unbounded_vel = approach_vel * velocity_scaling;
if (unbounded_vel < min_approach_linear_velocity_) {
approach_vel = min_approach_linear_velocity_;
} else {
approach_vel *= velocity_scaling;
}

// Use the lowest velocity between approach and other constraints, if all overlapping
linear_vel = std::min(linear_vel, approach_vel);
}
applyApproachVelocityScaling(path, linear_vel);

// Limit linear velocities to be valid
linear_vel = std::clamp(fabs(linear_vel), 0.0, desired_linear_vel_);
Expand Down
38 changes: 30 additions & 8 deletions nav2_regulated_pure_pursuit_controller/test/test_regulated_pp.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -93,12 +93,11 @@ class BasicAPIRPP : public nav2_regulated_pure_pursuit_controller::RegulatedPure
}

void applyConstraintsWrapper(
const double & dist_error, const double & lookahead_dist,
const double & curvature, const geometry_msgs::msg::Twist & curr_speed,
const double & pose_cost, double & linear_vel, double & sign)
const double & pose_cost, const nav_msgs::msg::Path & path, double & linear_vel, double & sign)
{
return applyConstraints(
dist_error, lookahead_dist, curvature, curr_speed, pose_cost,
curvature, curr_speed, pose_cost, path,
linear_vel, sign);
}

Expand Down Expand Up @@ -478,10 +477,20 @@ TEST(RegulatedPurePursuitTest, applyConstraints)
auto costmap = std::make_shared<nav2_costmap_2d::Costmap2DROS>("fake_costmap");
rclcpp_lifecycle::State state;
costmap->on_configure(state);

constexpr double approach_velocity_scaling_dist = 0.6;
nav2_util::declare_parameter_if_not_declared(
node,
name + ".approach_velocity_scaling_dist",
rclcpp::ParameterValue(approach_velocity_scaling_dist));

ctrl->configure(node, name, tf, costmap);

double dist_error = 0.0;
double lookahead_dist = 0.6;
auto no_approach_path = path_utils::generate_path(
geometry_msgs::msg::PoseStamped(), 0.1, {
std::make_unique<path_utils::Straight>(approach_velocity_scaling_dist + 1.0)
});

double curvature = 0.5;
geometry_msgs::msg::Twist curr_speed;
double pose_cost = 0.0;
Expand All @@ -491,26 +500,39 @@ TEST(RegulatedPurePursuitTest, applyConstraints)
// test curvature regulation (default)
curr_speed.linear.x = 0.25;
ctrl->applyConstraintsWrapper(
dist_error, lookahead_dist, curvature, curr_speed, pose_cost,
curvature, curr_speed, pose_cost, no_approach_path,
linear_vel, sign);
EXPECT_EQ(linear_vel, 0.25); // min set speed

linear_vel = 1.0;
curvature = 0.7407;
curr_speed.linear.x = 0.5;
ctrl->applyConstraintsWrapper(
dist_error, lookahead_dist, curvature, curr_speed, pose_cost,
curvature, curr_speed, pose_cost, no_approach_path,
linear_vel, sign);
EXPECT_NEAR(linear_vel, 0.5, 0.01); // lower by curvature

linear_vel = 1.0;
curvature = 1000.0;
curr_speed.linear.x = 0.25;
ctrl->applyConstraintsWrapper(
dist_error, lookahead_dist, curvature, curr_speed, pose_cost,
curvature, curr_speed, pose_cost, no_approach_path,
linear_vel, sign);
EXPECT_NEAR(linear_vel, 0.25, 0.01); // min out by curvature

// Approach velocity scaling on a path with no distance left
auto approach_path = path_utils::generate_path(
geometry_msgs::msg::PoseStamped(), 0.1, {
std::make_unique<path_utils::Straight>(0.0)
});

linear_vel = 1.0;
curvature = 0.0;
curr_speed.linear.x = 0.25;
ctrl->applyConstraintsWrapper(
curvature, curr_speed, pose_cost, approach_path,
linear_vel, sign);
EXPECT_NEAR(linear_vel, 0.05, 0.01); // min out on min approach velocity

// now try with cost regulation (turn off velocity and only cost)
// ctrl->setCostRegulationScaling();
Expand Down

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