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You can install ROS from source on many platforms; and it is generally possible to build ROS from source directly on the small ARM boards, although it can sometimes take 24 hours or more.

I'd recommend that you start with the ros_comm or robot variant of ROS, and don't attempt to build the vision, perception or visualization packages at first. This will help keep the dependencies to a minimum and decrease the build time.

If your board is running a very minimal or non-standard version of Linux, you may have difficulty satisfying the dependencies for ROS. Since your variant of linux isn't supported by rosdep, you'll have to resolve all of your dependencies by hand.

Overall, this is not a task that I'd recommend for your first experiment with ROS. If you are going to attempt it, go through the from-source install process on a standard Ubuntu machine first, to get a feel for how the process goes when it is working, before you attempt the installation on your ARM board.