[ros-users] Extending Costmap_2d with Custom Values

Eitan Marder-Eppstein eitan at willowgarage.com
Wed Feb 22 00:46:03 UTC 2012


Hi David,

First off, supporting custom cost values would be a feature that I'd love
to see in the navigation stack. I'd be happy to incorporate a patch that
implements this in a clean way. I'll respond to your questions below, and
throw in my 2 cents for good measure.

On Tue, Feb 21, 2012 at 3:52 PM, David Lu!! <davidvlu at gmail.com> wrote:

> Hey all,
>
> I have a design question. Following the question and discussion had on ROS
> Answers (http://answers.ros.org/question/12569/custom-costmap-values) I
> am modifying costmap_2d to allow further types of input. I was originally
> passing in a custom message with the information I wanted, but I realized
> that this probably isn't the best solution. The question I open for
> discussion is what the best/most useful change would be.
>

> 1) Split move_base into several separate nodes such that the arrows in
> this diagram (http://ros.org/wiki/move_base#move_base-1) are messages, as
> opposed to the whole thing being one giant binary with the data only
> available within the C++ environment. I presume there's a good reason why
> it's not written this way. However, this would allow another node to
> subscribe to the costmap and publish a new one with modifications made.
>

The move_base node is a single binary because it was built long before ROS
had a good way to pass data efficiently between nodes. At the time, if you
wanted to avoid a TCP connection and data copies, throwing things into a
single node was the only way to go. In place of nodelets, move_base uses
pluginlib (http://ros.org/wiki/pluginlib) and ROS wrappers (
http://ros.org/wiki/navigation/ROS_Wrappers) to try to keep things
reasonably modular.

Re-factoring move_base to use nodelets would take a significant effort to
do well, but there's no technical reason that it cannot be done. However, I
don't think that it will actually make custom cost values any easier to
implement. You can already modify the costmap ROS wrapper to subscribe to
new topics. The real benefits of nodelets for the navigation stack would be
improved introspection along with the ability to run components of
move_base in separate processes when desired.


> 2) Leave move_base as one node and modify it to use the channels of the
> PointCloud to pass in a type variable. For instance if type==0 or type is
> not specified, the current inflation rules are used. However, if the
> type==1 say, then use gaussian inflation rules (with variance and amplitude
> specified by the parameter server).
>

Overloading the PointCloud message for custom cost values doesn't make much
sense to me. I think that it will only serve to confuse people and will
likely make for some difficult code to read. It would be far better to
modify the costmap to subscribe to a different message type for custom cost
values. That message would probably just be an OccupancyGrid.

>
> 3) Use the channel values to specify all parameters for the inflation
> rules (i.e. not static from the parameter server)
>

I don't like this for the same reason as 2.


>
> 4) Use a custom service to populate the cost map.
>

This option makes the most sense to me. I could see a service that allows
users to set cost values on cells that are guaranteed not to be overwritten
by any observation source. This service could consist of an OccupancyGrid
that encodes the desired custom cost values.

If you're planning on supporting "I'd rather not go there" costs in
addition to "never go there" costs, you should also consider implementing
an inflation policy of taking the highest cost seen for a cell rather than
just ignoring data from sensors in custom areas. Otherwise, the robot will
probably hit things.

Hope this helps, I'll be interested to see what you end up with,

Eitan


> There are a couple additional issues with computation time and whether to
> precompute and cache the inflation functions or not, but hopefully this is
> enough to start the conversation.
>
> -David!!
>
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