6 G – connected intelligence COST Action 2022 WG3 – Network Architectures and Protocols HA3 – Training Václav Oujezský oujezsky@fi.muni.cz https://www.fi.muni.cz/~oujezsky/ Faculty of Informatics, Masaryk Univerzity (SITOLA 2022) September 14, 2022 Introduction Full Members Full Members Materials and figures adapted from the COST meeting, for internal use only. V. Oujezský ·6 G – connected intelligence ·September 14, 2022 2 / 11 Introduction 6 G – Connected Intelligence 6 G – Connected Intelligence Huawei – white paper https://www-file.huawei.com/-/media/corp2020/pdf/tech-insights/1/6g-white-paper-en.pdf?la=en V. Oujezský ·6 G – connected intelligence ·September 14, 2022 3 / 11 Introduction 6 G – Connected Intelligence 6 G – Connected Intelligence The 6 G Pillars Pillar 1: New Communication Paradigm – reliable, low latency, high efficient connectivity based on machine learning Pillar 2: Integrated Sensing and Communications – networks as sensors (NLOS1 joint sensing with gNB2 and UE) Pillar 3: Ultimate Connectivity Supremacy – peak data rate 1 Tbps, battery life 20 years, sensing resolution 1-3mm, latency 0.1 ms (new eMBB, mMTC, URLLC, new sensing, all being controlled by Intelligence) Pillar 4: NTN3 integration – inter-satellite 600 km, satellite-to-terrestrial 300 km Pillar 5: Native Trustworthiness – Quantum resisted security, block-chain, QKD and quantum switching key distribution compatible Pillar 6: Sustainability and Humanity Good – need to establish and industry consensus on the methodology for the evaluation of sustainability 1Non-line of sight 23GPP 5G Next Generation base station 3NTN – Non-Terrestrial Networks V. Oujezský ·6 G – connected intelligence ·September 14, 2022 4 / 11 Introduction 6 G – Connected Intelligence V. Oujezský ·6 G – connected intelligence ·September 14, 2022 5 / 11 Introduction 6 G – Connected Intelligence New Communication Model DNN Model as a Communication Object – as Compressor, Data Operator, Data Memory, Data ID For 6 G ISP – the AI model more important than data, the model can be exchanged over networks while data can be kept at local Distributed Learning Model for 6 G – federated learning, distilled learning V. Oujezský ·6 G – connected intelligence ·September 14, 2022 6 / 11 Introduction 6 G – Connected Intelligence 6 G and Timeline V. Oujezský ·6 G – connected intelligence ·September 14, 2022 7 / 11 Introduction 6 G – Connected Intelligence Current research overview – examples CNIT / WiLab AI-Enabled Massive URLLC4 for Inter-Machine IIoT5 Applications – distributed machine learning Non-orthogonal Resource Allocation Techniques for Sidelink Cellular – Vehicle to Everything (V2X) Radio signal analysis – to gain information about target objects or environment Ottawa Wireless Advanced System Competency Center 3D Networks – UAVs flying over cities acting as BSs JLab Proactive link selection in high frequencies IoVs6 network – sensor sharing And many more – over 100 papers published and available as TDs 4Ultra-Reliable Low-Latency Communication 5Industrial Internet of Things 6Internet of Vehicles V. Oujezský ·6 G – connected intelligence ·September 14, 2022 8 / 11 Introduction 6 G – Connected Intelligence The trends in networking and ML NETWORK ARCHITECTURES NETWORK PLANNING AND ORCHESTRATION ML approaches for planning and orchestration NETWORKING FOR ML In cooperation with Connected Experience Lab (ConExLab) – Institute of Information Systems (IIG), University of Applied Sciences of Western Switzerland – HES SO Valais V. Oujezský ·6 G – connected intelligence ·September 14, 2022 9 / 11 Introduction 6 G – Connected Intelligence The personal inside view of possible research WG3 – Network Architectures and Protocols Protocols enabling cooperation of 6 G IIoT and cloud systems for high adaptability, low latency employing Machine Learning Network Architectures for 6 G enabled transit core network ... A tip: https://www.comsoc.org/publications/magazines/ieee-network/cfp/federated- optimizations-and-networked-edge-intelligence V. Oujezský ·6 G – connected intelligence ·September 14, 2022 10 / 11 Introduction Leaflet Leaflet https://bit.ly/3DQgzHb V. Oujezský ·6 G – connected intelligence ·September 14, 2022 11 / 11