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Achieving a holistic and long-term understanding through accurate network modeling is essential for orchestrating future networks with increasing service diversity and infrastructure complexities. However, due to unselective data collection…

Networking and Internet Architecture · Computer Science 2024-05-13 Pengyi Jia , Xianbin Wang , Xuemin Shen

In 5G and beyond, the newly emerging services, such as edge computing/intelligence services, may demand the provision of heterogeneous communications, computing, and storage (CCS) resources on and across network entities multihop apart. In…

Networking and Internet Architecture · Computer Science 2022-09-13 Xianhao Chen , Yiqin Deng , Guangyu Zhu , Danxin Wang , Yuguang Fang

Terahertz (THz) wireless networks are expected to catalyze the beyond fifth generation (B5G) era. However, due to the directional nature and the line-of-sight demand of THz links, as well as the ultra-dense deployment of THz networks, a…

Network slicing achieves cost-efficient slice customization to support heterogeneous applications and services. Configuring cross-domain resources to end-to-end slices based on service-level agreements, however, is challenging, due to the…

Machine Learning · Computer Science 2022-11-01 Qiang Liu , Nakjung Choi , Tao Han

6th Generation (6G) mobile networks are envisioned to support several new capabilities and data-centric applications for unprecedented number of users, potentially raising significant energy efficiency and sustainability concerns. This…

Networking and Internet Architecture · Computer Science 2025-09-16 Rashmi Kamran , Mahesh Ganesh Bhat , Pranav Jha , Shana Moothedath , Manjesh Hanawal , Prasanna Chaporkar

To support multiple on-demand services over fixed communication networks, network operators must allow flexible customization and fast provision of their network resources. One effective approach to this end is network virtualization,…

Networking and Internet Architecture · Computer Science 2017-08-25 Nan Zhang , Ya-Feng Liu , Hamid Farmanbar , Tsung-Hui Chang , Mingyi Hong , Zhi-Quan Luo

Pushing artificial intelligence (AI) from central cloud to network edge has reached board consensus in both industry and academia for materializing the vision of artificial intelligence of things (AIoT) in the sixth-generation (6G) era.…

Information Theory · Computer Science 2022-11-07 Guangxu Zhu , Zhonghao Lyu , Xiang Jiao , Peixi Liu , Mingzhe Chen , Jie Xu , Shuguang Cui , Ping Zhang

Radio Resource Management is a challenging topic in future 6G networks where novel applications create strong competition among the users for the available resources. In this work we consider the frequency scheduling problem in a multi-user…

Networking and Internet Architecture · Computer Science 2024-12-18 Anastasios Giovanidis , Mathieu Leconte , Sabrine Aroua , Tor Kvernvik , David Sandberg

Edge computing has emerged as a popular paradigm for supporting mobile and IoT applications with low latency or high bandwidth needs. The attractiveness of edge computing has been further enhanced due to the recent availability of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-30 Qianlin Liang , Prashant Shenoy , David Irwin

Network slicing is a critical driver for guaranteeing the diverse service level agreements (SLA) in 5G and future networks. Recently, deep reinforcement learning (DRL) has been widely utilized for resource allocation in network slicing.…

Networking and Internet Architecture · Computer Science 2022-04-08 Heng Zhang , Guangjin Pan , Shugong Xu , Shunqing Zhang , Zhiyuan Jiang

To address the evolving landscape of next-generation mobile networks, characterized by an increasing number of connected users, surging traffic demands, and the continuous emergence of new services, a novel communication paradigm is…

Networking and Internet Architecture · Computer Science 2024-01-15 Zeinab Sasan , Masoud Shokrnezhad , Siavash Khorsandi , Tarik Taleb

Network slicing is considered to be one of the key enablers to Fifth Generation (5G) communication system. Legacy telecommunication networks have been providing various services to all kinds of customers through a single network…

Networking and Internet Architecture · Computer Science 2026-03-16 Mohammad Asif Habibi , Bin Han , Meysam Nasimi , Hans D. Schotten

This paper presents an approach to joint wireless and computing resource management in slice-enabled metaverse networks, addressing the challenges of inter-slice and intra-slice resource allocation in the presence of in-network computing.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-22 Sulaiman Muhammad Rashid , Ibrahim Aliyu , Abubakar Isah , Jihoon Lee , Sangwon Oh , Minsoo Hahn , Jinsul Kim

It's possible to distribute the Internet to users via drones. However it is then necessary to place the drones according to the positions of the users. Moreover, the 5th Generation (5G) New Radio (NR) technology is designed to accommodate a…

Networking and Internet Architecture · Computer Science 2024-09-19 Nathan Boyer

Network slicing is a key technology in 5G communications system. Its purpose is to dynamically and efficiently allocate resources for diversified services with distinct requirements over a common underlying physical infrastructure. Therein,…

Machine Learning · Computer Science 2019-11-21 Yuxiu Hua , Rongpeng Li , Zhifeng Zhao , Xianfu Chen , Honggang Zhang

Multi-access edge computing provides localized resources within mobile networks to address the requirements of emerging latency-sensitive and computing-intensive applications. At the edge, dynamic requests necessitate sophisticated resource…

Systems and Control · Electrical Eng. & Systems 2025-11-19 Haiyuan Li , Yuelin Liu , Hari Madhukumar , Amin Emami , Xueqing Zhou , Yulei Wu , Xenofon Vasilakos , Shuangyi Yan , Dimitra Simeonidou

Mobile devices increasingly rely on deep neural networks (DNNs) for complex inference tasks, but running entire models locally drains the device battery quickly. Offloading computation entirely to cloud or edge servers reduces processing…

Networking and Internet Architecture · Computer Science 2025-09-03 Tam Thanh Nguyen , Tuan Van Ngo , Long Thanh Le , Yong Hao Pua , Mao Van Ngo , Binbin Chen , Tony Q. S. Quek

Edge intelligence, also called edge-native artificial intelligence (AI), is an emerging technological framework focusing on seamless integration of AI, communication networks, and mobile edge computing. It has been considered to be one of…

Networking and Internet Architecture · Computer Science 2020-10-02 Yong Xiao , Guangming Shi , Yingyu Li , Walid Saad , H. Vincent Poor

Future wireless networks are convinced to provide flexible and cost-efficient services via exploiting network slicing techniques. However, it is challenging to configure network slicing systems for bursty ultra-reliable and low latency…

Networking and Internet Architecture · Computer Science 2020-11-10 Peng Yang , Xing Xi , Tony Q. S. Quek , Jingxuan Chen , Xianbin Cao , Dapeng Wu

Network Slicing (NS) is an essential technique extensively used in 5G networks computing strategies, mobile edge computing, mobile cloud computing, and verticals like the Internet of Vehicles and industrial IoT, among others. NS is foreseen…

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