Underwater Soft Robot Modeling and Control With Differentiable Simulation
نویسندگان
چکیده
Underwater soft robots are challenging to model and control because of their high degrees freedom intricate coupling with water. In this letter, we present a method that leverages the recent development in differentiable simulation coupled differentiable, analytical hydrodynamic assist modeling an underwater robot. We apply Starfish, customized robot design is easy fabricate intuitive manipulate. Our starts data obtained from real alternates between experiments. Specifically, step uses gradients simulator run system identification trajectory optimization, experiment executes optimized on collect new be fed into simulation. demonstration Starfish shows proper usage not only narrows down its simulation-to-reality gap but also improves performance open-loop controller
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ژورنال
عنوان ژورنال: IEEE robotics and automation letters
سال: 2021
ISSN: ['2377-3766']
DOI: https://doi.org/10.1109/lra.2021.3070305