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The advent of 6G networks promises unprecedented advancements in wireless communication, offering wider bandwidth and lower latency compared to its predecessors. This article explores the evolving infrastructure of 6G networks, emphasizing…

密码学与安全 · 计算机科学 2024-09-17 Helena Rifa-Pous , Victor Garcia-Font , Carlos Nunez-Gomez , Julian Salas

Edge intelligence leverages computing resources on network edge to provide artificial intelligence (AI) services close to network users. As it enables fast inference and distributed learning, edge intelligence is envisioned to be an…

网络与互联网体系结构 · 计算机科学 2021-05-18 Mushu Li , Jie Gao , Conghao Zhou , Xuemin , Shen , Weihua Zhuang

Future sixth-generation (6G) networks are envisioned to support intelligent applications across various vertical scenarios, which have stringent requirements on high-precision sensing as well as ultra-low-latency data processing and…

信息论 · 计算机科学 2024-10-29 Yuanhao Cui , Xiaowen Cao , Guangxu Zhu , Jiali Nie , Jie Xu

The next generation of mobile networks, 6G, is expected to enable data-driven services at unprecedented scale and complexity, with stringent requirements for trust, interoperability, and automation. Central to this vision is the ability to…

网络与互联网体系结构 · 计算机科学 2026-02-19 Dimitrios Amaxilatis , Themistoklis Sarantakos , Nikolaos Tsironis , Vasileios Theodorou , Christos Verikoukis

The ongoing deployment of the fifth generation (5G) wireless networks constantly reveals limitations concerning its original concept as a key driver of Internet of Everything (IoE) applications. These 5G challenges are behind worldwide…

With the growing demand for network connectivity and diversity of network applications, one primary challenge that network service providers are facing is managing the commitments for Service Level Agreements~(SLAs). Service providers…

网络与互联网体系结构 · 计算机科学 2022-04-11 Tooba Faisal , Jose Antonio Ordonez Lucena , Diego R. Lopez , Chonggang Wang , Mischa Dohler

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

分布式、并行与集群计算 · 计算机科学 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

The advent of novel 5G services and applications with binding latency requirements and guaranteed Quality of Service (QoS) hastened the need to incorporate autonomous and proactive decision-making in network management procedures. The…

网络与互联网体系结构 · 计算机科学 2023-11-09 Marco Skocaj , Francesca Conserva , Nicol Sarcone Grande , Andrea Orsi , Davide Micheli , Giorgio Ghinamo , Simone Bizzarri , Roberto Verdone

Machine learning (ML) technologies are emerging in the Internet of Things (IoT) to provision intelligent services. This survey moves beyond existing ML algorithms and cloud-driven design to investigate the less-explored systems, scaling and…

计算机与社会 · 计算机科学 2020-12-02 Wiebke Toussaint , Aaron Yi Ding

Artificial intelligence (AI) is considered an efficient response to several challenges facing 6G technology. However, AI still suffers from a huge trust issue due to its ambiguous way of making predictions. Therefore, there is a need for a…

网络与互联网体系结构 · 计算机科学 2023-07-11 Anouar Nechi , Ahmed Mahmoudi , Christoph Herold , Daniel Widmer , Thomas Kürner , Mladen Berekovic , Saleh Mulhem

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 intricate networking system. 6Gs sophistication and…

网络与互联网体系结构 · 计算机科学 2024-10-31 Navideh Ghafouri , John S. Vardakas , Kostas Ramantas , Christos Verikoukis

Artificial Intelligence/Machine Learning (AI/ML) has become the most certain and prominent feature of 6G mobile networks. Unlike 5G, where AI/ML was not natively integrated but rather an add-on feature over existing architecture, 6G shall…

网络与互联网体系结构 · 计算机科学 2025-07-14 Nan Li , Qi Sun , Lehan Wang , Xiaofei Xu , Jinri Huang , Chunhui Liu , Jing Gao , Yuhong Huang , Chih-Lin I

Predicting future resource demand in Cloud Computing is essential for optimizing the trade-off between serving customers' requests efficiently and minimizing the provisioning cost. Modelling prediction uncertainty is also desirable to…

分布式、并行与集群计算 · 计算机科学 2023-11-14 Andrea Rossi , Andrea Visentin , Diego Carraro , Steven Prestwich , Kenneth N. Brown

In the evolution of 6th Generation (6G) technology, the emergence of cell-free networking presents a paradigm shift, revolutionizing user experiences within densely deployed networks where distributed access points collaborate. However, the…

信号处理 · 电气工程与系统科学 2024-08-15 Dieter Verbruggen , Hazem Sallouha , Sofie Pollin

With the rapid advancement of artificial intelligence, generative artificial intelligence (GAI) has taken a leading role in transforming data processing methods. However, the high computational demands of GAI present challenges for devices…

网络与互联网体系结构 · 计算机科学 2024-12-18 Chuan Zhang , Xixi Zheng , Xiaolong Tao , Chenfei Hu , Weiting Zhang , Liehuang Zhu

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

网络与互联网体系结构 · 计算机科学 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

The 5th generation (5G) of wireless systems is being deployed with the aim to provide many sets of wireless communication services, such as low data rates for a massive amount of devices, broadband, low latency, and industrial wireless…

While fifth-generation (5G) communications are being rolled out worldwide, sixth-generation (6G) communications have attracted much attention from both the industry and the academia. Compared with 5G, 6G will have a wider frequency band,…

信号处理 · 电气工程与系统科学 2021-02-17 Yang Zhao , Wenchao Zhai , Jun Zhao , Tinghao Zhang , Sumei Sun , Dusit Niyato , Kwok-Yan Lam

With the rapidly increasing number of bandwidth-intensive terminals capable of intelligent computing and communication, such as smart devices equipped with shallow neural network models, the complexity of multiple access for these…

网络与互联网体系结构 · 计算机科学 2024-06-21 Xuelin Cao , Bo Yang , Kaining Wang , Xinghua Li , Zhiwen Yu , Chau Yuen , Yan Zhang , Zhu Han

The fifth generation (5G) of wireless communication is in its infancy, and its evolving versions will be launched over the coming years. However, according to exposing the inherent constraints of 5G and the emerging applications and…

网络与互联网体系结构 · 计算机科学 2020-10-07 Md. Jalil Piran , Doug Young Suh