News and Announcements
- October 24, 2024
Our group member Osman Tugay Basaran presented our paper XAInomaly: Explainable, Interpretable, and Trustworthy AI for xURLLC in 6G Open-RAN at the 3rd International Conference on 6G Networking (6GNet 2024) at the Orange Gardens in Paris, France.
Our paper introduces the "XAInomaly Framework", which incorporates our novel technique called fastSHAP-C. This method significantly enhances the explainability of AI models in 6G networks Next-generation URLLC (xURLLC) use case, providing a 25% improvement in resource utilization over existing approaches.
- October 10, 2024
Our group member Sascha Rösler presented our paper Passive Device-Free Indoor Movement Detection Using WiFi Time-Of-Flight Information yesterday at the 49th IEEE Conference on Local Computer Networks (LCN 2024), Caen, Normandy, France.
In our paper we show that the easily accessible time of flight data of WiFi FTM can be used to detect movements within a room. Our approach is around 10 percentage points better than a state of the art RSSI approach. We propose an architecture where already installed WiFi APs can be used together with a central server running a one-class SVM
- October 08, 2024
Our article AI/ML-based Services and Applications for 6G-Connected and Autonomous Vehicles has been accepted for publication in Elsevier Computer Networks.
AI and ML emerge as pivotal in overcoming the limitations of traditional network optimization techniques and conventional control loop designs, particularly in addressing the challenges of high mobility and dynamic vehicular communications inherent in the domain of connected and autonomous vehicles (CAVs). The survey explores the contributions of novel AI/ML techniques in the field of CAVs, also in the context of innovative deployment of multilevel cloud systems and edge computing as strategic solutions to meet the requirements of high traffic density and mobility in CAV networks. These technologies are instrumental in curbing latency and alleviating network congestion by facilitating proximal computing resources to CAVs, thereby enhancing operational efficiency also when AI-based applications require computationally-heavy tasks. A significant focus of this survey is the anticipated impact of 6G technology, which promises to revolutionize the mobility industry. 6G is envisaged to foster intelligent, cooperative, and sustainable mobility environments, heralding a new era in vehicular communication and network management. This survey comprehensively reviews the latest advancements and potential applications of AI/ML for CAVs, including sensory perception enhancement, real-time traffic management, and personalised navigation.
(link to more information)
- October 07, 2024
Our article Survey on Coherent Multiband Splicing Techniques for Wideband Channel Characterization has been accepted for publication in IET Communications.
Coherent multi-band splicing is an optimal solution for extending existing band-limited communication systems to support high-precision sensing applications. Conceptually, the communication system performs narrow-band measurements at different center frequencies, which are then concatenated to increase the effective bandwidth without altering the sampling rate. This can be done in parallel for multiple non-contiguous subbands or by hopping across the different bands. However, multi-band splicing poses significant challenges, particularly in compensating for phase offsets and hardware distortions before stitching the acquired samples, which can be distributed in contiguous or non-contiguous manners. In this survey paper, we study the state of the art in coherent multi-band splicing and identify open research questions. For beginners in the field, this review serves as a guide to the most relevant literature, enabling them to quickly catch up with the current achievements. For experts, we highlight open research questions that require further investigation.
(link to more information)
- September 23, 2024
Our joint proposal with R3 Solutions, OWTSN: Open Wireless Time-Sesnsitive Networks for 5G-integrated Industrial Systems, has been accepted for funding by the EU-(co)funded TARGET-X program. In this project, we will enable time-sensitivite communication over wireless technologies, by combining IEEE 802.1 TSN protocols with Wi-Fi and 5G, to address the emerging requirements of industrial systems.
(link to more information)
- September 22, 2024
Our article LiFi for Industry 4.0: Main Features, Implementation and Initial Testing of IEEE Std 802.15.13 has been accepted for publication in IEEE Open Journal of Vehicular Technology.
As industrial communication is developed further to increase flexibility through wireless communication, networked optical wireless communications (OWC), also known as LiFi, emerges as a promising candidate technology due to its unlicensed spectrum and relatively deterministic propagation. This paper outlines the features of the new IEEE Std 802.15.13-2013 for OWC and presents details of our prototype implementation thereof as well as first experiments. Our prototype includes a central coordinator, realized purely in software, running on commodity server hardware. It connects to distributed ceiling-mounted optical wireless frontends via a packet-switched network (Ethernet) and is able of forming them into adaptive virtual cells on a per-user basis. This approach enables improved reliability through multiple-input multiple-output (MIMO) transmission and smooth mobility. We implemented the Pulsed Modulation PHY (PM-PHY) on a commercially available field programmable gate array (FPGA) evaluation board. Initial test results indicate that the PM-PHY covers typical distances of up to 6 m between the ceiling and the mobile device. The MAC can realize zero packet loss besides deterministic latency values below 4 ms.
(link to more information)
- September 12, 2024
Our group members Sunasheer Bhattacharjee, Saswati Pal, Lisa Debus, and the research student Laurenz Ebner presented three research topics at Si-Mposium 2024. The event is organized by Der Simulierte Mensch research group in TU Berlin. The topics were related to molecular communication techniques for decoding the human breath, the development of intra-body communication links in the nanoscale, and semantic communication strategies in the multi-scale for in-body applications.
- September 12, 2024
Falko Dressler gave a keynote titled 6G Edge Computing: Improving Coverage and Resilience at IEEE ANDESCON 2024, which was held in Cusco, Peru.
(link to more information)
- September 11, 2024
Joana Angjo presented our paper titled "Improving Multi-Operator Coexistence in Distributed-IRS Assisted Networks"
and
Rathinamala Vijay presented our paper titled "Resilient New Space Communication using Cognitive Radio for LEO Satellites"
at European Wireless (EW 2024), which took place in Brno, Czechia.
- September 11, 2024
Jorge Torres Gómez presented our paper titled Assessing the Interplay between Localization Accuracy and Interference in IRS-assisted Links
at IEEE ANDESCON 2024, which took place in Cusco, Peru.