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Suitable localization algorithm for IMU + GPS + Wheel Odometry + PointCloud + Laser Scan

Hello

I am trying to find a suitable localization algorithm which below data can be fused;

I don't have pre-scanned static map so algorithm should run simultaneously. AMCL is not an option in this case I think.

I checked Hector, Rtabmap and some other packages but I couldn't find any package that I can feed all these data. I tried EKF/UKF before but wheel odometry is not working well (probably because of the wheel slip) I am trying to find a way to compansate this. I thought I can use point cloud or laser data to determine my yaw angle (like laserscanmatcher) but I couldn't figure out how can I use all these data together with laserscanmatcher. (Any schematic represantation would be perfect! )

Would you please suggest a suitable package for my scenario?

Thank you!

Asked by solkiran on 2019-01-20 14:34:17 UTC

Comments

You could try using an EKF filter to fuse this information. One implementation that is easily configurable is robot_localization

Asked by curi_ROS on 2019-01-21 04:50:21 UTC

Sorry for the misunderstanding, I put some more explanation to my question. I tried it but I think I need something like laser scan matcher. But I couldn't figure out how can I use all these data together with laser_scan_matcher

Asked by solkiran on 2019-01-21 12:17:00 UTC

Answers