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This study introduces and addresses the critical challenge of traffic load estimation in cell switching within vertical heterogeneous networks. The effectiveness of cell switching is significantly limited by the lack of accurate traffic…

Systems and Control · Electrical Eng. & Systems 2026-01-19 Maryam Salamatmoghadasi , Metin Ozturk , Halim Yanikomeroglu

Accurate predictions of base stations' traffic load are essential to mobile cellular operators and their users as they support the efficient use of network resources and allow delivery of services that sustain smart cities and roads.…

Networking and Internet Architecture · Computer Science 2025-07-08 Natalia Vesselinova , Matti Harjula , Pauliina Ilmonen

In this work, we present a novel traffic prediction and fast uplink framework for IoT networks controlled by binary Markovian events. First, we apply the forward algorithm with hidden Markov models (HMM) in order to schedule the available…

Networking and Internet Architecture · Computer Science 2022-09-14 Eslam Eldeeb , Mohammad Shehab , Anders E. Kalor , Petar Popovski , Hirley Alves

This paper explores the issue of enabling Ultra-Reliable Low-Latency Communications (URLLC) in view of the spatio-temporal correlations that characterize real 5th generation (5G) Industrial Internet of Things (IIoT) networks. In this…

Networking and Internet Architecture · Computer Science 2023-02-27 Sara Cavallero , Nicole Sarcone Grande , Francesco Pase , Marco Giordani , Joseph Eichinger , Roberto Verdone , Michele Zorzi

To enable an intelligent, programmable and multi-vendor radio access network (RAN) for 6G networks, considerable efforts have been made in standardization and development of open RAN (O-RAN). So far, however, the applicability of O-RAN in…

Although traffic prediction has been receiving considerable attention with a number of successes in the context of intelligent transportation systems, the prediction of traffic states over a complex transportation network that contains…

Artificial Intelligence · Computer Science 2024-06-21 Zilin Bian , Jingqin Gao , Kaan Ozbay , Zhenning Li

Existing wireless communication systems have been mainly designed to provide substantial gain in terms of data rates. However, 5G and Beyond will depart from this scheme, with the objective not only to provide services with higher data…

Information Theory · Computer Science 2024-03-26 Mostafa Mohammadkarimi , Octavia A. Dobre , Moe Z. Win

In this paper, a novel multi-modal intelligent channel model for sixth-generation (6G) multiple-unmanned aerial vehicle (multi-UAV)-to-multi-vehicle communications is proposed. To thoroughly explore the mapping relationship between the…

Signal Processing · Electrical Eng. & Systems 2025-01-16 Lu Bai , Mengyuan Lu , Ziwei Huang , Xiang Cheng

The explosive growth of bandwidth hungry Internet applications has led to the rapid development of new generation mobile network technologies that are expected to provide broadband access to the Internet in a pervasive manner. For example,…

Signal Processing · Electrical Eng. & Systems 2021-01-28 Xin Liu , Kwok-Yan Lam , Feng Li , Jun Zhao , Li Wang

The rapid expansion of cloud services and their unpredictable workload demands present significant challenges in resource management. Traditional resource management approaches, primarily based on static rules and thresholds, often fail to…

Networking and Internet Architecture · Computer Science 2024-07-30 Boyang Yan

This paper outlines how an aerial telecommunications network can optimally meet the stringent needs of emergency relief and recovery operations. We propose a novel architecture, made of an integrated and highly dynamic multi-purpose aerial…

Networking and Internet Architecture · Computer Science 2012-08-07 Laurent Reynaud , Tinku Rasheed , Sithamparanathan Kandeepan

5th Generation Mobile Communication Technology (5G) utilizes the Access Traffic Steering, Switching, and Splitting (ATSSS) rule to enable multi-path data transmission, which is currently being standardized. Recently, the 3rd Generation…

Networking and Internet Architecture · Computer Science 2023-10-24 Liu Cao , Abbas Kiani , Amanda Xiang , Kaippallimalil John , Tony Saboorian

Traffic pattern prediction has emerged as a promising approach for efficiently managing and mitigating the impacts of event-driven bursty traffic in massive machine-type communication (mMTC) networks. However, achieving accurate predictions…

Systems and Control · Electrical Eng. & Systems 2025-04-25 Hossein Mehri , Hao Chen , Hani Mehrpouyan

This study introduces a new framework for analyzing capacity dynamics and throughput performance in Low Earth Orbit satellite networks (LSNs). It focuses on addressing critical gaps in existing models, particularly those concerning…

Networking and Internet Architecture · Computer Science 2025-10-28 Xiangtong Wan , Menglong Yang , Wei Li , Songchen Han

Telecom networks scale with growing users and data-intensive applications, generating heavy traffic that causes congestion, reducing throughput, increasing delay, and raising computational costs. Traditional routing protocols act only after…

Networking and Internet Architecture · Computer Science 2026-05-26 Umer Iqbal , Ashiq Anjum , Anthony S Conway , Mathias Kern , Anasol Pena Rios

Traffic forecasting is the foundation for intelligent transportation systems. Spatiotemporal graph neural networks have demonstrated state-of-the-art performance in traffic forecasting. However, these methods do not explicitly model some of…

Machine Learning · Computer Science 2024-03-05 Qipeng Qian , Tanwi Mallick

As IoT-based wireless sensor networks (WSNs) become more prevalent, the issue of energy shortages becomes more pressing. One potential solution is the use of wireless power transfer (WPT) technology, which is the key to building a new shape…

Networking and Internet Architecture · Computer Science 2024-05-14 Muhammad Umar Farooq Qaisar , Weijie Yuan , Paolo Bellavista , Guangjie Han , Adeel Ahmed

Network slicing is a critical driver for guaranteeing the diverse service level agreements (SLA) in 5G and future networks. Inter-slice radio resource allocation (IS-RRA) in the radio access network (RAN) is very important. However, user…

Systems and Control · Electrical Eng. & Systems 2022-08-09 Heng Zhang , Guangjin Pan , Shugong Xu , Shunqing Zhang , Zhiyuan Jiang

Satellite computing has emerged as a promising technology for next-generation wireless networks. This innovative technology provides data processing capabilities, which facilitates the widespread implementation of artificial intelligence…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-24 Shifeng Peng , Xuefeng Hou , Zhishu Shen , Qiushi Zheng , Jiong Jin , Atsushi Tagami , Jingling Yuan

Notably, current intelligent transportation systems rely heavily on accurate traffic forecasting and swift inference provision to make timely decisions. While Graph Convolutional Networks (GCNs) have shown benefits in modeling complex…

Machine Learning · Computer Science 2025-08-12 Zhaoyan Wang , Xiangchi Song , In-Young Ko