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Related papers: 5G Traffic Forecasting: If Verticals and Mobile Op…

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We argue for network slicing as an efficient solution that addresses the diverse requirements of 5G mobile networks, thus providing the necessary flexibility and scalability associated with future network implementations. We elaborate on…

Networking and Internet Architecture · Computer Science 2017-04-10 P. Rost , C. Mannweiler , D. S. Michalopoulos , C. Sartori , V. Sciancalepore , N. Sastry , O. Holland , S. Tayade , B. Han , D. Bega , D. Aziz , H. Bakker

Congestion control algorithms are crucial in achieving high utilization while preventing overloading the network. Over the years, many different congestion control algorithms have been developed, each trying to improve in specific…

Networking and Internet Architecture · Computer Science 2019-03-12 Belma Turkovic , Fernando A. Kuipers , Steve Uhlig

The recent and upcoming releases of the 3rd Generation Partnership Project's 5G New Radio specifications include features that are motivated by providing connectivity services to a broad set of verticals, including the automotive, rail, and…

Networking and Internet Architecture · Computer Science 2021-01-25 Gabor Fodor , Julia Vinogradova , Peter Hammarberg , Keerthi Kumar Nagalapur , Zhiqiang , Qi , Hieu Do , Ricardo Blasco , Mirza Uzair Baig

The fifth generation (5G) mobile communication technology integrates communication, positioning, and mapping functionalities as an in-built feature. This has drawn significant attention from industries owing to the capability of replacing…

Signal Processing · Electrical Eng. & Systems 2024-09-23 Karthik Muthineni , Alexander Artemenko , Josep Vidal , Montse Nájar

Cooperative driving using connectivity services has been a promising avenue for autonomous vehicles, with the low latency and further reliability support provided by 5th Generation Mobile Network (5G). In this paper, we present an…

Machine Learning · Computer Science 2020-10-21 Luis Sequeira , Adam Szefer , Jamie Slome , Toktam Mahmoodi

As discussions around 6G begin, it is important to carefully quantify the spectral efficiency gains actually realized by deployed 5G networks as compared to 4G through various enhancements such as higher modulation, beamforming, and MIMO.…

Networking and Internet Architecture · Computer Science 2024-03-19 Muhammad Iqbal Rochman , Wei Ye , Zhi-Li Zhang , Monisha Ghosh

The widespread adoption of smartphones in recent years has made it possible for us to collect large amounts of traffic data. Special software installed on the phones of drivers allow us to gather GPS trajectories of their vehicles on the…

Computer Vision and Pattern Recognition · Computer Science 2016-09-09 John Boaz Lee , Kardi Teknomo

Supported by the emerging technologies of Network Function Virtualization (NFV) and network slicing, 5G networks allow tenants to rent resources from mobile network operators (MNOs) in order to provide services without possessing an own…

Networking and Internet Architecture · Computer Science 2017-09-28 Bin Han , Di Feng , Lianghai Ji , Hans D. Schotten

The core innovation in future 5G cellular networksnetwork slicing, aims at providing a flexible and efficient framework of network organization and resource management. The revolutionary network architecture based on slices, makes most of…

Networking and Internet Architecture · Computer Science 2017-09-13 Bin Han , Shreya Tayade , Hans D. Schotten

Traffic prediction is one of the key elements to ensure the safety and convenience of citizens. Existing traffic prediction models primarily focus on deep learning architectures to capture spatial and temporal correlation. They often…

Machine Learning · Computer Science 2023-08-22 Sumin Han , Youngjun Park , Minji Lee , Jisun An , Dongman Lee

Fifth Generation (5G) technology is an emerging and fast adopting technology which is being utilized in most of the novel applications that require highly reliable low-latency communications. It has the capability to provide greater…

Networking and Internet Architecture · Computer Science 2022-07-22 Saqib Hakak , Thippa Reddy Gadekallu , Swarna Priya Ramu , Parimala M , Praveen Kumar Reddy Maddikunta , Chamitha de Alwis , Madhusanka Liyanage

Accurate spatial prediction of cellular traffic demand is essential for 5G NR capacity planning, network densification, and data-driven 6G planning. Although machine learning can fuse heterogeneous geospatial and socio-economic layers to…

Machine Learning · Computer Science 2026-03-12 Mohamad Alkadamani , Colin Brown , Halim Yanikomeroglu

Conventional urban traffic control systems have been based on historical traffic data. Later advancements made use of detectors, which enabled the gathering of real time traffic data, in order to reorganize and calibrate traffic…

Artificial Intelligence · Computer Science 2014-09-22 Kandarp Khandwala , Rudra Sharma , Snehal Rao

Traffic congestion has large economic and social costs. The introduction of autonomous vehicles can potentially reduce this congestion by increasing road capacity via vehicle platooning and by creating an avenue for influencing people's…

Multiagent Systems · Computer Science 2021-06-10 Erdem Bıyık , Daniel A. Lazar , Ramtin Pedarsani , Dorsa Sadigh

Wireless links are characterized by fluctuating quality leading to variable packet error rates which are orders of magnitude higher than the ones of wired links. Therefore, it is of paramount importance to investigate the limitations of…

Signal Processing · Electrical Eng. & Systems 2018-07-02 Mustafa Emara , Miltiades C. Filippou , Ingolf Karls

Forecasting the behavior of other agents is an integral part of the modern robotic autonomy stack, especially in safety-critical scenarios with human-robot interaction, such as autonomous driving. In turn, there has been a significant…

Robotics · Computer Science 2021-07-23 Boris Ivanovic , Marco Pavone

Industry 4.0 aims at shaking the current manufacturing landscape by leveraging the adoption of smart industrial equipment with increased connectivity, sensing, and actuation capabilities. By exploring access to real-time production…

Networking and Internet Architecture · Computer Science 2022-01-19 T. Taleb , I. Afolabi , M. Bagaa

This paper presents a comprehensive literature review on applications of economic and pricing theory for resource management in the evolving fifth generation (5G) wireless networks. The 5G wireless networks are envisioned to overcome…

Computer Science and Game Theory · Computer Science 2017-10-16 Nguyen Cong Luong , Ping Wang , Dusit Niyato , Ying-Chang Liang , Fen Hou , Zhu Han

With the advent of technologies such as Edge computing, the horizons of remote computational applications have broadened multidimensionally. Autonomous Unmanned Aerial Vehicle (UAV) mission is a vital application to utilize remote…

As mobile network users look forward to the connectivity speeds of 5G networks, service providers are facing challenges in complying with connectivity demands without substantial financial investments. Network Function Virtualization (NFV)…

Networking and Internet Architecture · Computer Science 2016-11-15 Hassan Hawilo , Abdallah Shami , Maysam Mirahmadi , Rasool Asal