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Computer Engineering Commons

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University of South Florida

2023

Deep Learning

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Full-Text Articles in Computer Engineering

Robot Learning To Pour Solid Objects Accurately, Juan Wilches, Yu Sun May 2023

Robot Learning To Pour Solid Objects Accurately, Juan Wilches, Yu Sun

36th Florida Conference on Recent Advances in Robotics

Pouring is an efficient way to transfer objects from
one container to another. This abstract summarizes a method
to accurately pour solid objects, such as ice cubes. It leverages
visual and proprioceptive feedback together with contextual
information to control the forward and backward rotation of the
pouring container. These feedback signals are fed to a recurrent
neural network that produces the control signal. The proposed
approach can achieve a human-like pouring accuracy in both a
simulation and a real setup.