Cartographer: map->odom tf is unstable when using both scans and pointcloud as input

asked 2020-05-11 05:35:23 -0500

ninamwa gravatar image

Hi. I am using Cartographer/Cartographer_ROS with ROS eloquent. I am struggling with the transform from map-> odom, which are computed by cartographer. I am using 2 lidar scans and 1 3D camera.

The tests performed are with the robot standing still in the map (no moving). When using only 2 lidar scans (num_laser_scans = 2, num_point_clouds = 0), the map->odom transform is stable, with just some very small noise which not affects the map. The transform do look like this: At time 1324.100000000 - Translation: [1.944, 0.436, -0.311] - Rotation: in Quaternion [0.000, 0.001, 0.003, 1.0] When using only the pointcloud as input ( num_point_clouds = 1, num_laser_scans = 0), the transform does still look good and stable, and pretty much similar to the previous one.

At time 1324.100000000 - Translation: [1.965, 0.480, -0.311] - Rotation: in Quaternion [0.000, 0.001, 0.003, 1.0]

But when I try to combine the lidars and the camera (num_point_clouds = 1, num_laser_scans = 2), the transform is jumping around, and the orientation is drifting, making the map look bad (looks like two maps on top of each other, with a rotation between).

Two following transforms look like this: At time 1306.50000000 - Translation: [2.062, 0.039, -0.336] - Rotation: in Quaternion [-0.017, 0.003, -0.125, 0.992] At time 1306.160000000 - Translation: [2.016, 0.630, -0.312] - Rotation: in Quaternion [-0.000, 0.001, 0.006, 1.000] Which ofcourse make the map rotate based. Especially the y-coordinates are changing much, and also the z in the quaternions.

Can someone please help me figure out why this is happening? Thankyou!!

Here is the rest of my lua file:

options  = {
map_builder = MAP_BUILDER,
trajectory_builder = TRAJECTORY_BUILDER,
map_frame = "map",
tracking_frame = "base_footprint",
published_frame = "doom",
odom_frame = "doom",
provide_odom_frame = false,
publish_frame_projected_to_2d = true,
use_odometry = true,
use_nav_sat = false,
use_landmarks = false,
num_laser_scans = 2,
num_multi_echo_laser_scans = 0,
num_subdivisions_per_laser_scan = 1,
num_point_clouds = 1,
lookup_transform_timeout_sec = 0.2,
submap_publish_period_sec = 0.3,
pose_publish_period_sec = 5e-3,
trajectory_publish_period_sec = 30e-3,
rangefinder_sampling_ratio = 1.,
odometry_sampling_ratio = 1.,
fixed_frame_pose_sampling_ratio = 1.,
imu_sampling_ratio = 1.,
landmarks_sampling_ratio = 1.,
}

MAP_BUILDER.use_trajectory_builder_2d = true
TRAJECTORY_BUILDER_2D.min_range = 0.1
TRAJECTORY_BUILDER_2D.max_range = 25
TRAJECTORY_BUILDER_2D.missing_data_ray_length = 25.
TRAJECTORY_BUILDER_2D.use_imu_data = false
TRAJECTORY_BUILDER_2D.use_online_correlative_scan_matching = true 
TRAJECTORY_BUILDER_2D.motion_filter.max_angle_radians = math.rad(0.1)

POSE_GRAPH.constraint_builder.min_score = 0.65
POSE_GRAPH.constraint_builder.global_localization_min_score = 0.7

return options
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