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Booster recovery controller from last night. Sim design, training and deployment on hardware took < 1 day. With Qiayuan Liao

104,613 Aufrufe • vor 1 Jahr •via X (Twitter)

11 Kommentare

Profilbild von Boris Belousov
Boris Belousovvor 1 Jahr

@qiayuanliao the solution to the sim2real gap turns out to be not tuning the simulation to reality but rather building the hardware that behaves like the simulation :-)

Profilbild von Acellus Academy
Acellus Academyvor 1 Jahr

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Profilbild von sorina
sorinavor 1 Jahr

@qiayuanliao it's really impressive how quickly it stands up

Profilbild von Adit Kadepurkar
Adit Kadepurkarvor 1 Jahr

@qiayuanliao Wow I really thought the sim2real gap would cause major issues, but pleasantly surprised that the real robot is able to do the crazy movements it does in sim. Great work!

Profilbild von Alper Canberk
Alper Canberkvor 1 Jahr

@qiayuanliao *there’s no way the robot can do that in real* oh 😮

Profilbild von Chen Tessler
Chen Tesslervor 1 Jahr

@qiayuanliao Does this type of recovery have an negative impact on motors/casing? Wonder if there's any benefit to making it recover more naturally (humanly), or that's just our personal preference based on what we'd expect.

Profilbild von Kevin Zakka
Kevin Zakkavor 1 Jahr

@qiayuanliao I didn't do any regularization, the goal was to do a dry run with a very simple reward and minimal DR.

Profilbild von Siddharth Ancha
Siddharth Anchavor 1 Jahr

@qiayuanliao That recovery on the real robot looks unreal!! 🤯 Was this pure sim to real transfer? If so there hardly seems to be any gap between sim and real! Amazing job! ❤️

Profilbild von Kevin Zakka
Kevin Zakkavor 1 Jahr

@qiayuanliao Yes indeed! Actually, we *only* randomized foot friction during training and it transferred pretty flawlessly.

Profilbild von Adrian Thönig
Adrian Thönigvor 1 Jahr

@qiayuanliao It's pretty cool how it stands up usually when i see behaviours like this in training runs in simulation i think this wouldn't work in real life. But it actually does crazy.

Profilbild von Mateo Guaman Castro
Mateo Guaman Castrovor 1 Jahr

@qiayuanliao Woah that’s insane!

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