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Quantum Information Learning

Description du projet

Premiers pas vers des communications spatiales à grande vitesse

La technologie de communication optique en espace libre se sert de la lumière qui se propage dans l’espace libre pour une transmission sans fil des données, destinée aux télécommunications ou aux réseaux informatiques. Le projet QuaIL, financé par l’UE, étudiera comment construire un décodeur complexe pour les communications longue distance en espace libre en combinant des portes logiques optiques, des photodétecteurs et des réseaux de neurones quantiques. Il explorera également de quelle façon l’apprentissage automatique peut profiter aux technologies quantiques. Il s’agit d’un domaine de recherche interdisciplinaire émergent qui n’a pas encore donné lieu à des applications commerciales généralisées. L’objectif ultime consiste à mettre au point des systèmes qui offriront des débits de données élevés entre la Terre et l’espace.

Objectif

This project aims at developing efficient, scalable and near-term-implementable decoders for long-distance communication on free-space or optical-fiber quantum channels. It is a timely proposal for the establishment of high-data-rate space communication and secure fiber communication. Its importance is recognized in the strategic quantum communication pillar of the EU Flagship on Quantum Technologies. In this setting, the main obstacle towards implementations is a joint quantum measurement, impossible with current technology. This project will investigate how to build a complex decoder by combining simple optical gates and photodetectors, augmented by a classical neural network that controls the quantum parameters and post-processes the measurement data. Moreover, it investigates the power of machine learning for quantum technologies, a very recent interdisciplinary field that still lacks killer applications. The applicant has a PhD and several excellent publications on the subject, while the host group comprises world-leading experts in quantum information theory and pioneers in the application of statistical-inference methods to it. Hence he is in the best position to carry out the project and become an established researcher, who will be acknowledged for his inter-disciplinary expertise and his contribution to an outstanding technological problem. The scientific part of the project is complemented with a well-balanced training program: advanced training-through-research, participation to a machine-learning school, transferable-skills for career development. The researcher will engage in teaching to undergraduate students, the organization of seminars and of a machine-learning reading club. Potential exploitation of the results will take place at a quantum industry day and hackathon. Moreover, outreach events will include an original proposal for the realization of a tape-art exhibition explaining quantum-mechanics by representing quantum-technological protocols.

Régime de financement

MSCA-IF-EF-ST - Standard EF

Coordinateur

UNIVERSITAT AUTONOMA DE BARCELONA
Contribution nette de l'UE
€ 160 932,48
Adresse
EDIF A CAMPUS DE LA UAB BELLATERRA CERDANYOLA V
08193 Cerdanyola Del Valles
Espagne

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Région
Este Cataluña Barcelona
Type d’activité
Higher or Secondary Education Establishments
Liens
Coût total
€ 160 932,48