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Integrating wireless communication engineering and machine learning

Deliverables

Report on dissemination/outreach of the project and plan for final two years

Report on dissemination/outreach of the project and plan for final two years

Dissemination plan

Dissemination plan

Supervisory Board of the network

Supervisory Board of the network – due date month 2

Initial report on training activities

Initial report on training activities

Identify challenges of conventional ML in wireless networks

Identify challenges of conventional ML in wireless networks

Initial report on MLfor radio resource management and initial datasets

Initial report on MLfor radio resource management and initial datasets

State of the art on context acquisition & anticipatory optimisation techniques for network optimisation

State of the art on context acquisition & anticipatory optimisation techniques for network optimisation

Massive-MIMO mmWave channel model and system simulator description

Massive-MIMO mmWave channel model and system simulator description

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Publications

Wireless Control of Autonomous Guided Vehicle Using Reinforcement Learning

Author(s): Pedro M. de Sant Ana, Nikolaj Marchenko, Petar Popovski, Beatriz Soret
Published in: GLOBECOM 2020 - 2020 IEEE Global Communications Conference, 2020, Page(s) 1-7, ISBN 978-1-7281-8298-8
Publisher: IEEE
DOI: 10.1109/globecom42002.2020.9322156

Motion Pattern Recognition in 4D Point Clouds

Author(s): Dariush Salami, Sameera Palipana, Manila Kodali, Stephan Sigg
Published in: 2020 IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP), 2020, Page(s) 1-6, ISBN 978-1-7281-6662-9
Publisher: IEEE
DOI: 10.1109/mlsp49062.2020.9231569

Coordinated Uplink Precoding for Spatially Consistent mmWave Channel Covariance Measurements

Author(s): Hanan Al-Tous, Parham Kazemi, Olav Tirkkonen
Published in: 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2020, Page(s) 1-5, ISBN 978-1-7281-5478-7
Publisher: IEEE
DOI: 10.1109/spawc48557.2020.9154333

The challenges of Scheduling and Resource Allocation in IEEE 802.11ad/ay

Author(s): Salman Mohebi, Mattia Lecci, Andrea Zanella, Michele Zorzi
Published in: 2020 Mediterranean Communication and Computer Networking Conference (MedComNet), 2020, Page(s) 1-4, ISBN 978-1-7281-6248-5
Publisher: IEEE
DOI: 10.1109/medcomnet49392.2020.9191491

Team Deep Mixture of Experts for Distributed Power Control

Author(s): Matteo Zecchin, David Gesbert, Marios Kountouris
Published in: 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2020, Page(s) 1-5, ISBN 978-1-7281-5478-7
Publisher: IEEE
DOI: 10.1109/spawc48557.2020.9154235

Extending the ns-3 QUIC Module

Author(s): Umberto Paro, Federico Chiariotti, Anay Ajit Deshpande, Michele Polese, Andrea Zanella, Michele Zorzi
Published in: Proceedings of the 23rd International ACM Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems, 2020, Page(s) 19-26, ISBN 9781450381178
Publisher: ACM
DOI: 10.1145/3416010.3423224

SMURF: Reliable Multipath Routing in Flying Ad-Hoc Networks

Author(s): Anay Ajit Deshpande, Federico Chiariotti, Andrea Zanella
Published in: 2020 Mediterranean Communication and Computer Networking Conference (MedComNet), 2020, Page(s) 1-8, ISBN 978-1-7281-6248-5
Publisher: IEEE
DOI: 10.1109/medcomnet49392.2020.9191526

A Primer on Large Intelligent Surface (LIS) for Wireless Sensing in an Industrial Setting

Author(s): Vaca Rubio, Cristian Jesús; Espinosa, Pablo Ramirez; Williams, Robin Jess; Kansanen, Kimmo; Tan, Zheng-Hua; De Carvalho, Elisabeth; Popovski, Petar
Published in: Vaca Rubio , C J , Espinosa , P R , Williams , R J , Kansanen , K , Tan , Z-H , De Carvalho , E & Popovski , P 2021 , A Primer on Large Intelligent Surface (LIS) for Wireless Sensing in an Industrial Setting . in EAI CROWNCOM 2020 - 15th EAI International Conference on Cognitive Radio Oriented Wireless Networks ., 2020
Publisher: Springer