Search Results for author: Pietro Falco

Found 5 papers, 0 papers with code

Learning Behavior Trees with Genetic Programming in Unpredictable Environments

no code implementations6 Nov 2020 Matteo Iovino, Jonathan Styrud, Pietro Falco, Christian Smith

Modern industrial applications require robots to be able to operate in unpredictable environments, and programs to be created with a minimal effort, as there may be frequent changes to the task.

A Human Action Descriptor Based on Motion Coordination

no code implementations20 Nov 2019 Pietro Falco, Matteo Saveriano, Eka Gibran Hasany, Nicholas H. Kirk, Dongheui Lee

The second step enriches the descriptor considering minimum and maximum joint velocities and the correlations between the most informative joints.

On Policy Learning Robust to Irreversible Events: An Application to Robotic In-Hand Manipulation

no code implementations20 Nov 2019 Pietro Falco, Abdallah Attawia, Matteo Saveriano, Dongheui Lee

This way, the occurrence of object slipping during the learning procedure, which we consider an irreversible event, is significantly reduced.

reinforcement-learning Reinforcement Learning (RL)

Probabilistic Model Learning and Long-term Prediction for Contact-rich Manipulation Tasks

no code implementations11 Sep 2019 Shahbaz Abdul Khader, Hang Yin, Pietro Falco, Danica Kragic

Learning dynamics models is an essential component of model-based reinforcement learning.

Robotics

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