PhD Student -Reinforcement learning and Model-predictive control for robotized cloth manipulation (...

Updated: about 2 months ago
Job Type: FullTime
Deadline: 15 Apr 2021

The "Institut de Robòtica i Informàtica Industrial (IRI), CSIC-UPC", is seeking a PhD student to work under the framework of the European Project CLOTHILDE (ERC Advanced Grant), on the topic "Reinforcement learning and Model-predictive control for robotized cloth manipulation"

The PhD student will be supervised by Prof. Carme Torras.

ABOUT IRI:

IRI is a Joint University Research Institute participated by the Spanish National Research Council (CSIC) and the Technical University of Catalonia (UPC) that conducts research in human-centered robotics and automatic control. The institute, is a key player in the Spanish robotics and automatic control scenes, and a valued participant in a large number of international collaborations including more than ten ongoing H2020 projects and an ERC Advanced Grant. It has been recognized as a Maria de Maeztu Excellence Unit, the main accreditation given by the Spanish Government to research units that stand out for the impact and international relevance of their results.

ABOUT CLOTHILDE:

The European Project CLOTHILDE (Cloth manipulation learning from demonstration) is an ERC Advanced Grant, awarded to Dr. Carme Torras, that started in January 2018. The project aim is to establish the foundations of versatile cloth manipulation by robots. The theoretical ground will be to link machine learning and computational topology methods, so as to come up with a theory of cloth deformation under manipulation leading to a general framework for robots to learn to manipulate garments from human demonstrations. Such framework will encompass: non-expert teaching of a task, robot perception and skill learning, task-oriented cloth representation, probabilistic planning, robot task execution in varying initial conditions, failure diagnosis and informed requests for human help.


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