Search Results for author: Adrià Colomé

Found 5 papers, 2 papers with code

Linear quadratic control of nonlinear systems with Koopman operator learning and the Nyström method

1 code implementation5 Mar 2024 Edoardo Caldarelli, Antoine Chatalic, Adrià Colomé, Cesare Molinari, Carlos Ocampo-Martinez, Carme Torras, Lorenzo Rosasco

In this paper, we study how the Koopman operator framework can be combined with kernel methods to effectively control nonlinear dynamical systems.

Operator learning

Benchmarking the Sim-to-Real Gap in Cloth Manipulation

no code implementations14 Oct 2023 David Blanco-Mulero, Oriol Barbany, Gokhan Alcan, Adrià Colomé, Carme Torras, Ville Kyrki

The dataset is collected by performing a dynamic as well as a quasi-static cloth manipulation task involving contact with a rigid table.

Benchmarking Object

Deformable Surface Reconstruction via Riemannian Metric Preservation

no code implementations22 Dec 2022 Oriol Barbany, Adrià Colomé, Carme Torras

Estimating the pose of an object from a monocular image is an inverse problem fundamental in computer vision.

Surface Reconstruction

Controlled Gaussian Process Dynamical Models with Application to Robotic Cloth Manipulation

1 code implementation11 Mar 2021 Fabio Amadio, Juan Antonio Delgado-Guerrero, Adrià Colomé, Carme Torras

A CGPDM is constituted by a low-dimensional latent space, with an associated dynamics where external control variables can act and a mapping to the observation space.

Gaussian-Process-based Robot Learning from Demonstration

no code implementations23 Feb 2020 Miguel Arduengo, Adrià Colomé, Joan Lobo-Prat, Luis Sentis, Carme Torras

Endowed with higher levels of autonomy, robots are required to perform increasingly complex manipulation tasks.

Robotics

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