Llm-based edge intelligence: A comprehensive survey on architectures, applications, security and trustworthiness

O Friha, MA Ferrag, B Kantarci… - IEEE Open Journal …, 2024‏ - ieeexplore.ieee.org
The integration of Large Language Models (LLMs) and Edge Intelligence (EI) introduces a
groundbreaking paradigm for intelligent edge devices. With their capacity for human-like …

Dependency-aware task reconfiguration and offloading in multi-access edge cloud networks

C Feng, P Han, X Zhang, Q Zhang… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Multi-access Edge Cloud (MEC) networks are powerful for providing emerging computation-
intensive and latency-sensitive applications with low latency leveraging ubiquitous edge …

Policy network-based dual-agent deep reinforcement learning for multi-resource task offloading in multi-access edge cloud networks

F Chuan, Z Xu, H Pengchao, M Tianchun… - China …, 2024‏ - ieeexplore.ieee.org
The Multi-access Edge Cloud (MEC) networks extend cloud computing services and
capabilities to the edge of the networks. By bringing computation and storage capabilities …

[HTML][HTML] MEC Server Status Optimization Framework for Energy Efficient MEC Systems by Taking a Deep-Learning Approach

M Koo, J Park - Future Internet, 2024‏ - mdpi.com
Reducing energy consumption in a MEC (Multi-Access Edge Computing) system is a critical
goal, both for lowering operational expenses and promoting environmental sustainability. In …

Joint dynamic user pairing and resource allocation for RIS-aided multi-cluster NOMA networks

S Xu, S Wu, Y Zheng - Physical Communication, 2025‏ - Elsevier
The integration of reconfigurable intelligent surfaces (RIS) with non-orthogonal multiple
access (NOMA) has emerged as a transformative approach to enhance the performance of …

Energy-Efficient Intra-Domain Network Slicing for Multi-Layer Orchestration in Intelligent-Driven Distributed 6G Networks: Learning Generic Assignment Skills with …

N Ghafouri, JS Vardakas, K Ramantas… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Since the 6th Generation (6G) of wireless networks is expected to provide a new level of
network services and meet the emerging expectations of the future, it will be a complex and …

SRv6-INT Enabled Network Monitoring and Measurement: Toward High-Yield Network Observability for Digital Twin

X Zhang, C Feng, P Han, W Liu, X Gong… - … Conference on Machine …, 2024‏ - Springer
Network monitoring and measurement is an important part of realizing the network digital
twin. However, it introduces the problem of high cost when obtaining the status data of …

A Survivable Routing Algorithm with Hybrid Protection in Elastic Optical Networks

H Zeng, X Zhang, C Feng… - 2024 2nd International …, 2024‏ - ieeexplore.ieee.org
Spectral efficiency is a crucial factor in the survivability of multi-class traffic in elastic optical
networks (EONs). In this paper, we propose a spectrum-efficient hybrid protection scheme …

Location and Lightpath Selection in Multi-Domain Optical Data Center Networks

C Xu, X Zhang, C Feng, X Gong - 2024 2nd International …, 2024‏ - ieeexplore.ieee.org
In the era of booming fifth-generation fixed networks (F5G), the service demands for high
bandwidth continue to grow. Meanwhile, in multi-domain network scenarios, service …

Segment Routing based In-Band Network Telemetry in IPv6 over Optical Networks

W Liu, X Zhang, C Feng, X Gong - 2024 2nd International …, 2024‏ - ieeexplore.ieee.org
With the rise of automated network operations, network telemetry has become increasingly
important. Optical networks play a key role in modern communication systems because of …