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Can 3D Lidar localize when placed vertically ?

asked 2018-07-10 13:25:19 -0600

jelly_legs gravatar image

Currently the Velodyne puck being used on our UAV can localize in an obstacle course room when it is mounted with the base parallel to the ground. But there are more obstacles above and below the robot, so the UAV will be able to see them better if we mounted it such that the base was at 90 degrees to the ground. But when this is done, there is no localization using ethz-asl ICP mapper. As a result no maps are built.

I guess that it is because when mounted vertically the robot is not able to see many of the (older) features it already passed by in the current frame. Is it not possible for scan matching to identify the current position based on the last two frames? Because there is definitely an overlap of features between the current frame and the last 3-5 frames.

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answered 2018-07-11 01:49:50 -0600

ashwath1993 gravatar image

In general, for ICP to work well you will need to have planar regions that can be detected. If you have irregular surfaces , even though they are features, the ICP will fail as it will not converge to the correct transformation.

ethasl_icp_mapping uses the libpointmatcher as the ICP algorithm. You can probably tune the ICP parameters using the documentation to see if it helps your case as they have numerous filters and algorithms to test out.

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Asked: 2018-07-10 13:25:19 -0600

Seen: 46 times

Last updated: Jul 11 '18