Cellular kpi anomaly detection with gan and time series decomposition
Detecting anomalies in key performance indicator (KPI) is crucial for cellular network
management. With the 5G deployment, the network is becoming much more complicated …
management. With the 5G deployment, the network is becoming much more complicated …
Intelligent and qoe-aware open radio access networks
G Kougioumtzidis, V Poulkov… - 2022 3rd URSI …, 2022 - ieeexplore.ieee.org
The open radio access network (O-RAN) concept refers to the architectural design of next
generation RAN that is built on the principles of openness and intelligence. This paper …
generation RAN that is built on the principles of openness and intelligence. This paper …
Experimental study of adversarial attacks on ML-based xApps in O-RAN
Open Radio Access Network (O-RAN) is considered as a major step in the evolution of next-
generation cellular networks given its support for open interfaces and utilization of artificial …
generation cellular networks given its support for open interfaces and utilization of artificial …
Advances in fronthauling of communication technologies: A review
A detailed review of cellular generations is done with respect to fronthauling (FH) with the
existing and upcoming key communication technologies. The journey of FH from migration …
existing and upcoming key communication technologies. The journey of FH from migration …
Characterizing the computational and memory requirements of virtual RANs
S Pramanik, A Ksentini… - 2022 17th Wireless On …, 2022 - ieeexplore.ieee.org
The virtualization of radio access networks (RANs) is emerging as a key component of future
wireless systems, as it brings agility to the RAN architecture and offers degrees of design …
wireless systems, as it brings agility to the RAN architecture and offers degrees of design …
[HTML][HTML] Minimizing energy consumption of IoT devices for O-RAN based IoT systems
L Wang, J Zhou, M Ma, X Niu - Energy Reports, 2023 - Elsevier
Abstract The implementation of Open Radio Access Network (O-RAN) architecture in
Internet of Things (IoT) systems has garnered significant attention as a means to fulfill the …
Internet of Things (IoT) systems has garnered significant attention as a means to fulfill the …
OSWireless: Enhancing automation for optimizing intent-driven software-defined wireless networks
To control wireless networks with optimized configurations, engineers usually need to
grapple simultaneously with network modeling, algorithm and protocol design as well as …
grapple simultaneously with network modeling, algorithm and protocol design as well as …
Service-based Analytics for 5G open experimentation platforms
A scalable, flexible and reliable Analytics service has become a requirement toward building
efficient Fifth Generation (5G) experimental platforms that can support a suite of end-user …
efficient Fifth Generation (5G) experimental platforms that can support a suite of end-user …
ML approach for power consumption prediction in virtualized base stations
M Dzaferagic, JA Ayala-Romero… - 2022 IEEE Globecom …, 2022 - ieeexplore.ieee.org
The flexibility introduced with the Open Radio Access Network (O-RAN) architecture allows
us to think beyond static configurations in all parts of the network. This paper addresses the …
us to think beyond static configurations in all parts of the network. This paper addresses the …
On Deep Reinforcement Learning for Traffic Steering Intelligent ORAN
This paper aims to develop the intelligent traffic steering (TS) framework, which has recently
been considered as one of the key developments of 3GPP for advanced 5G. Since …
been considered as one of the key developments of 3GPP for advanced 5G. Since …