5 papers
Exposing AI Inference as a Telco Network API over the 5G User Plane
Rodrigo Moreira, Larissa Ferreira Rodrigues Moreira, Joberto S. B. Martins +2
Supporting edge Artificial Intelligence (AI) inference as a network service is challenging because current mobile systems can transport tensors but do not expose or understand the…
Conflict-Aware Autonomous Resource Orchestration for 5G Edge Slicing Using Multi-Agent Systems and LLMs
Nathan R. Prediger, Rodrigo Moreira, Juliano Araujo Wickboldt +4
5G edge network slicing must reconcile two coupled requirements: understanding high-level operator intent and reallocating scarce computing and bandwidth resources under dynamic co…
Energy-Aware Agentic Orchestration for Multi-Site Service Deployment
Rodrigo Moreira, Alisson Chaves, Larissa F. Rodrigues Moreira +6
Energy-aware orchestration across geographically distributed infrastructures is increasingly important as data centers absorb growing Artificial Intelligence (AI) workloads. Howeve…
TRACE: Traceroute-based Internet Route change Analysis with Ensemble Learning
Raul Suzuki, Rodrigo Moreira, Pedro Henrique A. Damaso de Melo +2
Detecting Internet routing instability is a critical yet challenging task, particularly when relying solely on endpoint active measurements. This study introduces TRACE, a MachineL…
Intelligent Data-Driven Architectural Features Orchestration for Network Slicing
Rodrigo Moreira, Flavio de Oliveira Silva, Tereza Cristina Melo de Brito Carvalho +1
Network slicing is a crucial enabler and a trend for the Next Generation Mobile Network (NGMN) and various other new systems like the Internet of Vehicles (IoV) and Industrial IoT…