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How to do Localization and Navigation in 3D using octomap from RGBD-SLAM? [closed]

asked 2012-08-10 02:03:43 -0600

Sudhan gravatar image

updated 2014-01-28 17:13:18 -0600

ngrennan gravatar image

I am using ROS- electric. Now, I am able to built a octomap with the help of RGBDSLAM package. The map is in format '.bt'. Is there any packages available for doing localization and navigation in 3D using this octomap?

Note:localization should be done without using laser.

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Closed for the following reason the question is answered, right answer was accepted by Icehawk101
close date 2016-11-22 14:58:08.340777

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answered 2012-08-10 02:20:32 -0600

AHornung gravatar image

updated 2012-09-25 03:50:32 -0600

We have a 6D localization running in an OctoMap for our humanoid robots. You can find details in the publication "Humanoid Robot Localization in Complex Indoor Environments". It's runnning MCL (particle filtering) and uses ray casting for the sensor model.

The code is now published at http://ros.org/wiki/humanoid_localization

It's mostly designated for humanoid robots and still being polished right now, but I'm sure you can use much of the sensor model code as example.

If you want to implement your own localization, you can use the function castRay in OctoMap.

In terms of map building, planning, and collision checking in an OctoMap look at the 3d_navigation stack and the publication "Navigation in Three-Dimensional Cluttered Environments for Mobile Manipulation".

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yes, I am interested and you can publish the codes. Is it possible to ray casting with kinect or LASER is necessary?

Sudhan gravatar imageSudhan ( 2012-08-10 02:46:26 -0600 )edit

OctoMap doesn't care about your sensor. You can raycast with any distance sensor, all it needs is a direction and an origin. The sensor model may be a little harder to tweak though.

AHornung gravatar imageAHornung ( 2012-08-10 02:49:41 -0600 )edit

I have a kinect but it can't measure the objects lesser than 1.2m. Is there any solutions for that? Also, I saw one more package(3d_navigation) just now which is maintained by you. Both are same?

Sudhan gravatar imageSudhan ( 2012-08-10 02:57:01 -0600 )edit

The minimum range should be around 0.7m, but that is the general problem with such a sensor. I added 3d_navigation to my answer, they serve different purposes. You will have to read the papers for the details.

AHornung gravatar imageAHornung ( 2012-08-10 05:17:41 -0600 )edit
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The code is now public, I edited my answer. It's still being polished and finalized for point clouds, but it may give you some idea.

AHornung gravatar imageAHornung ( 2012-09-25 04:30:17 -0600 )edit

Thank you very much

Sudhan gravatar imageSudhan ( 2012-09-26 21:34:12 -0600 )edit

If your question is answered, please mark the answer as correct (checkmark).

AHornung gravatar imageAHornung ( 2012-09-28 01:25:21 -0600 )edit

I marked this as a correct answer long back, but for some reasons the checkmark is not working in my browser properly.

Sudhan gravatar imageSudhan ( 2012-10-10 23:41:39 -0600 )edit

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Asked: 2012-08-10 02:03:43 -0600

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Last updated: Sep 25 '12