A survey on explainable ai for 6g o-ran: Architecture, use cases, challenges and research directions
The recent O-RAN specifications promote the evolution of RAN architecture by function
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
dApps: Distributed applications for real-time inference and control in O-RAN
The Open Radio Access Network (Open RAN)-being standardized, among others, by the O-
RAN Alliance-brings a radical transformation to the cellular ecosystem through …
RAN Alliance-brings a radical transformation to the cellular ecosystem through …
[HTML][HTML] Misconfiguration in O-RAN: Analysis of the impact of AI/ML
User demand on network communication infrastructure has never been greater with
applications such as extended reality, holographic telepresence, and wireless brain …
applications such as extended reality, holographic telepresence, and wireless brain …
Federated deep reinforcement learning for resource allocation in O-RAN slicing
Recently, open radio access network (O-RAN) has become a promising technology to
provide an open environment for network vendors and operators. Coordinating the x …
provide an open environment for network vendors and operators. Coordinating the x …
Rlops: Development life-cycle of reinforcement learning aided open ran
Radio access network (RAN) technologies continue to evolve, with Open RAN gaining the
most recent momentum. In the O-RAN specifications, the RAN intelligent controllers (RICs) …
most recent momentum. In the O-RAN specifications, the RAN intelligent controllers (RICs) …
Conflict mitigation framework and conflict detection in O-RAN near-RT RIC
C Adamczyk, A Kliks - IEEE Communications Magazine, 2023 - ieeexplore.ieee.org
The steady evolution of the Open RAN concept sheds light on xApps and their potential use
cases in O-RAN-compliant deployments. There are several areas where xApps can be used …
cases in O-RAN-compliant deployments. There are several areas where xApps can be used …
Heuristic algorithms for RIS-assisted wireless networks: Exploring heuristic-aided machine learning
Reconfigurable intelligent surfaces (RISs) are a promising technology to enable smart radio
environments. However, integrating RISs into wireless networks also leads to substantial …
environments. However, integrating RISs into wireless networks also leads to substantial …
The evolution of mobile network operations: A comprehensive analysis of open RAN adoption
LMP Larsen, HL Christiansen, S Ruepp, MS Berger - Computer Networks, 2024 - Elsevier
Abstract As Mobile Network Operators (MNOs) seek to revolutionise their infrastructures and
meet the growing demands of a data-centric world, the adoption of open RAN (Radio Access …
meet the growing demands of a data-centric world, the adoption of open RAN (Radio Access …
Distillate a sparse-meta time series classifier for open radio access network-based cellular vehicle-to-everything
L Sun, J Liang, G Muhammad - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Deep learning-based univariate time series classification can improve the user experience
of Open Radio Access Network (RAN)-based Cellular Vehicle-to-Everything (CV2x) …
of Open Radio Access Network (RAN)-based Cellular Vehicle-to-Everything (CV2x) …
Machine learning-based xApp for dynamic resource allocation in O-RAN networks
The disaggregated, distributed and virtualised implementation of radio access networks
allows for dynamic resource allocation. These attributes can be realised by virtue of the …
allows for dynamic resource allocation. These attributes can be realised by virtue of the …