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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 просмотров • 1 год назад •via X (Twitter)

Комментарии: 11

Фото профиля Boris Belousov
Boris Belousov1 год назад

@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 :-)

Фото профиля Acellus Academy
Acellus Academy1 год назад

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Фото профиля sorina
sorina1 год назад

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

Фото профиля Adit Kadepurkar
Adit Kadepurkar1 год назад

@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!

Фото профиля Alper Canberk
Alper Canberk1 год назад

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

Фото профиля Chen Tessler
Chen Tessler1 год назад

@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.

Фото профиля Kevin Zakka
Kevin Zakka1 год назад

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

Фото профиля Siddharth Ancha
Siddharth Ancha1 год назад

@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! ❤️

Фото профиля Kevin Zakka
Kevin Zakka1 год назад

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

Фото профиля Adrian Thönig
Adrian Thönig1 год назад

@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.

Фото профиля Mateo Guaman Castro
Mateo Guaman Castro1 год назад

@qiayuanliao Woah that’s insane!

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