ML-assisted UE positioning: Performance analysis and 5G architecture enhancements

MM Butt, A Pantelidou, IZ Kovács - … of Vehicular Technology, 2021 - ieeexplore.ieee.org
… on our performance analysis, we discuss pros and cons of various architectures to implement
ML solutions for future networks and draw conclusions on the most suitable architecture. …

Positioning in 5G and 6G networks—A survey

F Mogyorósi, P Revisnyei, A Pašić, Z Papp, I Törös… - Sensors, 2022 - mdpi.com
… solutions without ML for positioning in 5G networks. The experiments … on whether 5G is
assisted by other technologies or not. … potential to benefit most from the positioning capabilities of …

Implementing deep learning techniques in 5G IoT networks for 3D indoor positioning: DELTA (DeEp Learning-Based Co-operaTive Architecture)

B El Boudani, L Kanaris, A Kokkinis, M Kyriacou… - Sensors, 2020 - mdpi.com
… Thus, our future work will be improving the model by including information fused from
other networks such as WiFi and Bluetooth Low Energy (BLE) and experimenting with more …

D2D-based cooperative positioning paradigm for future wireless systems: A survey

N Chukhno, S Trilles, J Torres-Sospedra… - IEEE sensors …, 2021 - ieeexplore.ieee.org
… over 5G systems and used technologies in Section II. Further, we provide a summary of
positioning … In Section IV, we review the state-of-the-art on D2D technologies and provide a brief …

Intelligent and ubiquitous positioning framework in 5G edge computing scenarios

C Guo, J Yu, WF Guo, Y Deng, JN Liu - IEEE Access, 2020 - ieeexplore.ieee.org
… ABSTRACT The prosperity of artificial intelligence and 5G … key technologies of 5G network
in the future, and the positioning … A series of new technologies introduced by 5G can not only …

Integration of visible light communication and positioning within 5G networks for internet of things

H Yang, WD Zhong, C Chen, A Alphones - IEEE Network, 2020 - ieeexplore.ieee.org
… a multi-layer network architecture by integrating VLC and VLP within 5G networks, in order
… Finally, the conclusion of this article and future research directions are presented in the final …

Customized 5G and beyond private networks with integrated URLLC, eMBB, mMTC, and positioning for industrial verticals

S Guo, B Lu, M Wen, S Dang… - IEEE Communications …, 2022 - ieeexplore.ieee.org
… To explicitly define the desirable features of C5GBPN, we summarize the potential
application areas, use cases, and relevant network requirements in industrial verticals based on …

A vision of IoV in 5G HetNets: Architecture, key technologies, applications, challenges, and trends

B Ji, Z Chen, S Mumtaz, C Han, C Li, H Wen… - … Network, 2022 - ieeexplore.ieee.org
future networks will lead to dynamic and complex IoV in 5G HetNets. Therefore, the traditional
wireless network optimization method is not suitable for IoV in 5Gpositioning technology

Design considerations of dedicated and aerial 5G networks for enhanced positioning services

JA Del Peral-Rosado, P Nolle… - … Technology  …, 2022 - ieeexplore.ieee.org
… Note that the unknown (and dynamically changing) UE orientation makes angle measurements
at the UE challenging from the 5G stand-alone positioning perspective. Nonetheless, this …

Positioning using wireless networks: Applications, recent progress and future challenges

Y Yang, M Chen, Y Blankenship, J Lee… - arXiv preprint arXiv …, 2024 - arxiv.org
… This study demonstrated the potential of indoor positioning technologies to improve the
autonomy and safety of vulnerable populations in complex indoor environments. …