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YuMi or Sawyer (or something else) for RL research?

asked 2019-09-20 15:08:01 -0600

artifact gravatar image

We are planning to purchase a cobot for our research lab to run experiments in human-robot interactions. Our research would need cobot reinforcement learning in various modes of interaction with humans (and occasionally with other robots). We have so far narrowed down the options to Sawyer and ABB YuMi. YuMi has a relatively small payload limit, but that should be okay for us. We don't see that many robot RL papers that use ABB YuMi and that makes us wonder whether there are limitations/challenges/etc. when it comes to using YuMi for research. Also, in addition to Sawyer and Yumi, other suggestions are also appreciated.

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answered 2019-09-21 05:16:38 -0600

gvdhoorn gravatar image

updated 2019-09-21 06:20:35 -0600

We don't see that many robot RL papers that use ABB YuMi and that makes us wonder whether there are limitations/challenges/etc. when it comes to using YuMi for research.

There was no support for EGM on YuMi officially. That has changed recently, with the introduction of RobotWare 6.09. While it is possible to achieve somewhat decent on-line performance using just RAPID (with fi something like kth-ros-pkg/yumi), EGM is really the future and in my opinion the only control interface that would make something like RL on actual hw interesting (in the case of ABB robots).

It's most likely not the only reason you don't see many papers, but for researchers interested in running experiments on actual hw (which is a requirement for quite some venues now) and/or looking to run RL training phases not in simulation but on real hw, not having a decent, real-time external control interface will make them look at other robots. And there are quite a few (just not humanoid style upper torsos with two arms).

ABB has released two packages that help with integrating EGM (into any application, not just ROS): ros-industrial/abb_libegm and its companion ros-industrial/abb_librws. These are officially supported by ABB and under active development.

Sawyer has a very nice ROS interface, which YuMi does not (yet) have. That is certainly a negative on the side of YuMi: it will take you somewhat longer to get started with YuMi. However, as @stevemacenski already wrote: Rethink is no more, and it's somewhat unclear (to me at least) what the future of the research side of Baxter and Sawyer is.

Community-wise I would expect there to be a bit more people using Sawyer with ROS than YuMi (Sawyer was released not that long before Rethink stopped operations), but EGM is used with ABB's other robots, so there is a decent number of people using that.

And just to avoid a false dilemma: there are quite a few other robot brands that have decent, real-time capable external motion control interfaces. You may have already evaluated those, and crossed them off your list, but just in case you may want to look at other options as well.

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PS: I will reach out to ABB to ascertain the status of EGM on YuMi and update this answer.

Edit: I've updated the answer. EGM is officially supported on YuMi with the release of RobotWare 6.09.

gvdhoorn gravatar image gvdhoorn  ( 2019-09-21 05:34:32 -0600 )edit

Ah, I had assumed if they had narrowed down to the 2 robot models that meant the asker had already validated they both meet the specifications required to do RL work. If the YuMi doesn't give you the interfaces you need then I'd look at other options than those 2, but I think choosing a Rethink robot is a poor long-term choice unless its the only option

stevemacenski gravatar image stevemacenski  ( 2019-09-21 19:50:15 -0600 )edit

Well as I wrote, there is now support for the kind of interface I'd like to use with YuMis: EGM.

gvdhoorn gravatar image gvdhoorn  ( 2019-09-22 05:02:56 -0600 )edit

answered 2019-09-20 17:49:11 -0600

If those are the two you're looking at, YuMi, hands down.

Rethink robotics shut down, so you'd be buying hardware with little if any support. There supposed to be revived in some fashion down the line but if you're making a lab purchase, going with who you know will support you is important if something breaks or you have questions.

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Asked: 2019-09-20 15:08:01 -0600

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Last updated: Sep 21 '19