Joint Communication and Sensing for 6G -- A Cross-Layer Perspective

no code implementations • 14 Feb 2024 • Henk Wymeersch, Sharief Saleh, Ahmad Nimr, Rreze Halili, Rafael Berkvens, Mohammad H. Moghaddam, José Miguel Mateos-Ramos, Athanasios Stavridis, Stefan Wänstedt, Sokratis Barmpounakis, Basuki Priyanto, Martin Beale, Jaap van de Beek, Zi Ye, Marvin Manalastas, Apostolos Kousaridas, Gerhard P. Fettweis

As 6G emerges, cellular systems are envisioned to integrate sensing with communication capabilities, leading to multi-faceted communication and sensing (JCAS).

Semi-Supervised End-to-End Learning for Integrated Sensing and Communications

1 code implementation • 15 Oct 2023 • José Miguel Mateos-Ramos, Baptiste Chatelier, Christian Häger, Musa Furkan Keskin, Luc Le Magoarou, Henk Wymeersch

Integrated sensing and communications (ISAC) is envisioned as one of the key enablers of next-generation wireless systems, offering improved hardware, spectral, and energy efficiencies.

Position

Model-Based End-to-End Learning for Multi-Target Integrated Sensing and Communication

no code implementations • 9 Jul 2023 • José Miguel Mateos-Ramos, Christian Häger, Musa Furkan Keskin, Luc Le Magoarou, Henk Wymeersch

We study model-based end-to-end learning in the context of integrated sensing and communication (ISAC) under hardware impairments.

Model-Driven End-to-End Learning for Integrated Sensing and Communication

no code implementations • 20 Dec 2022 • José Miguel Mateos-Ramos, Christian Häger, Musa Furkan Keskin, Luc Le Magoarou, Henk Wymeersch

Integrated sensing and communication (ISAC) is envisioned to be one of the pillars of 6G.

End-to-End Learning for Integrated Sensing and Communication

no code implementations • 3 Nov 2021 • José Miguel Mateos-Ramos, Jinxiang Song, Yibo Wu, Christian Häger, Musa Furkan Keskin, Vijaya Yajnanarayana, Henk Wymeersch

The approach includes the proposal of the AE architecture, a novel ISAC loss function, and the training procedure.