Results 31 to 40 of about 1,117,093 (260)

Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning

2023 IEEE 20th International Conference on Mobile Ad Hoc and Smart Systems (MASS), 2023
rApps and xApps need to be controlled and orchestrated well in the open radio access network (O-RAN) so that they can deliver a guaranteed network performance in a complex multi-vendor environment. This paper proposes a novel intent-driven intelligent control and orchestration scheme based on hierarchical reinforcement learning (HRL).
Md Arafat Habib, Hao Zhou 0013, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci   +7 more
openaire   +2 more sources

Reinforcement Learning-Based Handover Algorithm for 5G/6G AI-RAN

Inventions
The increasing number of Base Stations (BSs) and connected devices, coupled with their mobility, poses significant challenges and makes mobility management even more pressing.
Ildar A. Safiullin, Ivan P. Ashaev, Alexey A. Korobkov, Artur K. Gaysin, Adel F. Nadeev   +4 more
doaj   +1 more source

Automated FRAP microscopy for high‐throughput analysis of protein dynamics in chromatin organization and transcription

FEBS Open Bio, EarlyView.
RoboMic is an automated confocal microscopy pipeline for high‐throughput functional imaging in living cells. Demonstrated with fluorescence recovery after photobleaching (FRAP), it integrates AI‐driven nuclear segmentation, ROI selection, bleaching, and analysis.
Selçuk Yavuz, Bart Geverts, Johan A. Slotman, Andrea Sacchetti, Stefan Prekovic, Martin E. van Royen, Adriaan B. Houtsmuller   +6 more
wiley   +1 more source

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks

IEEE Open Journal of the Communications Society
The vision of AI-RAN convergence, as advocated by the AI-RAN Alliance, aims to unlock a unified 6G platform capable of seamlessly supporting AI and RAN workloads over shared infrastructure.
Syed Danial Ali Shah, Maryam Hafeez, Abdelaziz Salama, Syed Ali Raza Zaidi   +3 more
doaj   +1 more source

A light‐triggered Time‐Resolved X‐ray Solution Scattering (TR‐XSS) workflow with application to protein conformational dynamics

FEBS Open Bio, EarlyView.
Time‐resolved X‐ray solution scattering captures how proteins change shape in real time under near‐native conditions. This article presents a practical workflow for light‐triggered TR‐XSS experiments, from data collection to structural refinement. Using a calcium‐transporting membrane protein as an example, the approach can be broadly applied to study ...
Fatemeh Sabzian‐Molaei, Fredrik Orädd, Konstantinos Magkakis, Magnus Andersson   +3 more
wiley   +1 more source

E2 Service Models in O-RAN: A Specification-Grounded Tutorial and Implementation Analysis

IEEE Access
The E2 interface and its associated E2 Service Models (E2SMs) are the primary mechanisms through which the Near-Real-Time RAN Intelligent Controller (Near-RT RIC) observes and controls Radio Access Network (RAN) behavior in O-RAN.
Pratheek Upadhyaya, Connor R. Mcpeak, Nishith Tripathi, Gustave Anderson, Daniel J. Jakubisin, Jeffrey H. Reed   +5 more
doaj   +1 more source

Guiding AlphaFold to predict how Munc13‐1 opens Syntaxin‐1

FEBS Open Bio, EarlyView.
The syntaxin‐1 Habc‐domain (orange), linker (pink) and SNARE motif (yellow) form a closed conformation that binds to Munc18‐1 (violet) and is opened by the Munc13‐1 MUN domain (cyan) to form the SNARE complex that triggers neurotransmitter release.
Madhurima Chattopadhyay, Junjie Xu, Josep Rizo   +2 more
wiley   +1 more source

Multi-Tier Hierarchical Intelligence for Joint RIS–NOMA Optimization in O-RAN-Enabled 6G Networks

IEEE Access
The evolution toward sixth-generation (6G) networks demands architectures that integrate intelligence, flexibility, and spectral efficiency beyond the limits of conventional fifth-generation (5G) systems.
Ahmed Abdelreheem, Aya Allah A. Elserwe, Ahmed H. Zahran, Mohamed Abdel-Nasser   +3 more
doaj   +1 more source

From patient advocacy to patient‐driven research: Building active partnerships beginning at the bench to reach the bedside

FEBS Open Bio, EarlyView.
Research is strongest when conducted alongside patients, not just about them. Patient research organizations help integrate patient perspectives into research priorities, study design, and scientific meetings, leading to meaningful patient outcomes and development of relevant therapies.
Jenica H. Kakadia, Rachel Heilmann, Maximiliano Barrientos, Laura MacNeill, Ingrid Vallee, Sarah K. Schultz, Patrick O'Donoghue, Angelica A. Moresco, Victoria M. Siu, Ilka U. Heinemann   +9 more
wiley   +1 more source

O-RAN-Enabled Adaptive Relaying for Robust V2X Communication in Urban NLOS Scenarios

IEEE Access
The Open Radio Access Network (O-RAN) introduces programmability and intelligence into wireless infrastructure, making it a promising enabler of reliable Vehicle-to-Everything (V2X) communication in complex urban environments.
Abdul Rehman, Husnain Shahid, Barbara M. Masini, Piergiuseppe Di Marco, Fakiha Munawar   +4 more
doaj   +1 more source