Machine Learning (ML)-assisted Beam Management in millimeter (mm)Wave Distributed Multiple Input Multiple Output (D-MIMO) systems

no code implementations • 30 Dec 2023 • Karthik R M, Dhiraj Nagaraja Hegde, Muris Sarajlic, Abhishek Sarkar

Beam management (BM) protocols are critical for establishing and maintaining connectivity between network radio nodes and User Equipments (UEs).

Management

6G Radio Requirements to Support Integrated Communication, Localization, and Sensing

no code implementations • 22 May 2022 • Henk Wymeersch, Aarno Pärssinen, Traian E. Abrudan, Andreas Wolfgang, Katsuyuki Haneda, Muris Sarajlic, Marko E. Leinonen, Musa Furkan Keskin, Hui Chen, Simon Lindberg, Pekka Kyösti, Tommy Svensson, Xinxin Yang

6G will be characterized by extreme use cases, not only for communication, but also for localization, and sensing.

Deep Convolutional Neural Networks for Massive MIMO Fingerprint-Based Positioning

no code implementations • 21 Aug 2017 • Joao Vieira, Erik Leitinger, Muris Sarajlic, Xuhong Li, Fredrik Tufvesson

This paper provides an initial investigation on the application of convolutional neural networks (CNNs) for fingerprint-based positioning using measured massive MIMO channels.