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 …
Open RAN: Evolution of architecture, deployment aspects, and future directions
PK Thiruvasagam, V Venkataram, VR Ilangovan… - arXiv preprint arXiv …, 2023 - arxiv.org
The Open Radio Access Network (Open RAN) aims to enable disaggregated, virtualized,
programmable, and data-driven intelligent network with open interfaces to support various …
programmable, and data-driven intelligent network with open interfaces to support various …
Hydra-RAN Perceptual Networks Architecture: Dual-Functional Communications and Sensing Networks for 6G and Beyond
RI Abd, KS Kim, DJ Findley - IEEE Access, 2023 - ieeexplore.ieee.org
After researchers devoted considerable efforts to developing 5G standards, their passion
began to focus on establishing the basics for the standardization of 6G and beyond. The …
began to focus on establishing the basics for the standardization of 6G and beyond. The …
Spotting deep neural network vulnerabilities in mobile traffic forecasting with an explainable AI lens
The ability to forecast mobile traffic patterns is key to resource management for mobile
network operators and planning for local authorities. Several Deep Neural Networks (DNN) …
network operators and planning for local authorities. Several Deep Neural Networks (DNN) …
Explainable AI: to reveal the logic of black-box models
Chinu, U Bansal - New Generation Computing, 2024 - Springer
Artificial intelligence (AI) is continuously evolving; however, in the last 10 years, it has gotten
considerably more difficult to explain AI models. With the help of explanations, end users …
considerably more difficult to explain AI models. With the help of explanations, end users …
Characterizing and modeling mobile networks user traffic at millisecond level
PF Pérez, C Fiandrino, J Widmer - … of the 17th ACM Workshop on …, 2023 - dl.acm.org
The availability of datasets has been instrumental to drive advances in several disciplines
like computer vision, image processing, and natural language processing. However, in the …
like computer vision, image processing, and natural language processing. However, in the …
EXPLORA: AI/ML EXPLainability for the Open RAN
The Open Radio Access Network (RAN) paradigm is transforming cellular networks into a
system of disaggregated, virtualized, and software-based components. These self-optimize …
system of disaggregated, virtualized, and software-based components. These self-optimize …
Xcaret: Xai based green security architecture for resilient open radio access networks in 6g
P Porambage, J Pinola, Y Rumesh… - 2023 Joint European …, 2023 - ieeexplore.ieee.org
The fixed security solutions and related security configurations may no longer meet the
diverse requirements of 6G networks. Open Radio Access Network (O-RAN) architecture is …
diverse requirements of 6G networks. Open Radio Access Network (O-RAN) architecture is …
ATHENA: Machine Learning and Reasoning for Radio Resources Scheduling in vRAN systems
N Apostolakis, M Gramaglia… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Next-generation mobile networks will rely on their autonomous operation. Virtual Network
Functions empowered by Artificial Intelligence (AI) and Machine Learning (ML) can adapt to …
Functions empowered by Artificial Intelligence (AI) and Machine Learning (ML) can adapt to …
Hydra Radio Access Network (H-RAN): Multi-Functional Communications and Sensing Networks, Initial Access Implementation, Task-1 Approach
RI Abd, DJ Findley, KS Kim - IEEE Access, 2024 - ieeexplore.ieee.org
Next-generation sensor and radio access networks (NG-SRANs) namely, Hydra radio
access networks (H-RANs) represent a significant evolution in the telecommunications and …
access networks (H-RANs) represent a significant evolution in the telecommunications and …