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Shoudl AMCL attempt to respect/get hints from walls?

asked 2011-03-22 07:37:31 -0500

Murph gravatar image

I'm trying to get localization with AMCL working well. It seems more than happy to allow it's pose estimates to drive right through the walls on my map - shouldn't it take their location as a hint?

Here's a random screenshot of my robot driving around: http://i.imgur.com/wWlyo.png

It's going down the hallway that has most of the red arrows in it. Notice that the arrows on the bottom have driven through a wall - I'd imagine they would bunch up against it, reducing the error of estimates?

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answered 2011-03-22 09:02:00 -0500

updated 2011-03-22 09:03:53 -0500

AMCL handles this sort of issue implicitly through weighting and resampling. The particles in seemingly ridiculous locations likely have very low probability, and should disappear through resampling. If this is consistently not happening, I would bet that something is wrong with your sensor or motion model (which can be controlled through a bunch of parameters).

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Honestly, I have no set any of those parameters beyond the initial pose. Could anyone suggest any important things to set for a standard irobot create / kinect setup?
Murph gravatar image Murph  ( 2011-03-22 09:10:57 -0500 )edit
You might take a look at turtlebot_apps stack -- there is an AMCL launch file configured for the create/kinect: https://kforge.ros.org/turtlebot/turtlebot_apps
fergs gravatar image fergs  ( 2011-03-22 17:21:12 -0500 )edit

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Asked: 2011-03-22 07:37:31 -0500

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Last updated: Mar 22 '11