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Deep learning offers a promising solution to improve spectrum access techniques by utilizing data-driven approaches to manage and share limited spectrum resources for emerging applications. For several of these applications, the sensitive…

Cryptography and Security · Computer Science 2024-12-03 Pranshav Gajjar , Azuka Chiejina , Vijay K. Shah

The advent of 5G virtualized Radio Access Networks (vRANs) brings a new challenge with regards to computer architectures. It requires to select or design computing technologies that provide a sufficient level of performance while maximizing…

Networking and Internet Architecture · Computer Science 2026-05-22 Romain Beurdouche , Raymond Knopp

Obtaining access to exclusive spectrum, cell sites, Radio Access Network (RAN) equipment, and edge infrastructure imposes major capital expenses to mobile network operators. A neutral host infrastructure, by which a third-party company…

Networking and Internet Architecture · Computer Science 2023-09-07 Leonardo Bonati , Michele Polese , Salvatore D'Oro , Stefano Basagni , Tommaso Melodia

This paper presents our methodology and toolbox that allows analyzing the radio access network security of laboratory and commercial 4G and future 5G cellular networks. We leverage a free open-source software suite that implements the LTE…

Cryptography and Security · Computer Science 2019-05-21 Thomas Byrd , Vuk Marojevic , Roger Piqueras Jover

The Open Radio Access Network (RAN) paradigm envisions a more flexible, interoperable, and intelligent RAN ecosystem via new open interfaces and elements like the RAN Intelligent Controller (RIC). However, the impact of these elements on…

Systems and Control · Electrical Eng. & Systems 2025-01-22 João Paulo S. H. Lima , George N. Katsaros , Konstantinos Nikitopoulos

The open radio access network (O-RAN) architecture supports intelligent network control algorithms as one of its core capabilities. Data-driven applications incorporate such algorithms to optimize radio access network (RAN) functions via…

Networking and Internet Architecture · Computer Science 2023-09-20 Ahmad M. Nagib , Hatem Abou-Zeid , Hossam S. Hassanein

Despite recommendations to deploy real-time Open Radio Access Network (O-RAN) applications (dApps) in containerized environments, existing approaches predominantly rely on bare-metal servers. Moreover, current dApp deployments offer limited…

Networking and Internet Architecture · Computer Science 2026-05-08 Conrado Boeira , Eduardo Baena , Andrea Lacava , Tommaso Melodia , Dimitrios Koutsonikolas , Israat Haque

Millimeter wave (mmWave) communications has been recently standardized for use in the fifth generation (5G) of cellular networks, fulfilling the promise of multi-gigabit mobile throughput of current and future mobile radio network…

Networking and Internet Architecture · Computer Science 2023-05-11 Eugenio Moro , Gabriele Gemmi , Michele Polese , Leonardo Maccari , Antonio Capone , Tommaso Melodia

Open Radio Access Network (O RAN) disaggregates conventional RAN into interoperable components, enabling flexible resource allocation, energy savings, and agile architectural design. In legacy deployments, the binding between logical…

Networking and Internet Architecture · Computer Science 2025-12-24 Sebastian Racedo , Brigitte Jaumard , Oscar Delgado , Meysam Masoudi

Inter-cell interference is a persistent issue in dense 5G deployments, especially in heterogeneous Open Radio Access Network (O-RAN) environments where coordination between base stations is limited. This paper presents AIIM, an adaptive…

Networking and Internet Architecture · Computer Science 2026-05-05 Samuel Reinders , Alireza Ebrahimi Dorcheh , Ryan Barker , Tolunay Seyfi , Fatemeh Afghah

The O-RAN architecture enables a more flexible and dynamic radio access network (RAN) control by separating hardware and software components. However, the distributed nature of the O-RAN architecture also presents several challenges for…

Networking and Internet Architecture · Computer Science 2023-11-30 Cezary Adamczyk

Reconfigurable Intelligent Surfaces (RISs) pose as a transformative technology to revolutionize the cellular architecture of Next Generation (NextG) Radio Access Networks (RANs). Previous studies have demonstrated the capabilities of RISs…

Networking and Internet Architecture · Computer Science 2025-02-27 Maria Tsampazi , Michele Polese , Falko Dressler , Tommaso Melodia

In this paper, we design a new smart softwaredefined radio access network (RAN) architecture with important properties like flexibility and traffic awareness for sixth generation (6G) wireless networks. In particular, we consider a…

Signal Processing · Electrical Eng. & Systems 2022-02-21 Ali Nouruzi , Atefeh Rezaei , Ata Khalili , Nader Mokari , Mohammad Reza Javan , Eduard A. Jorswieck , Halim Yanikomeroglu

Reinforcement-learning (RL) solutions for dynamic spectrum access and radio resource management in Open Radio Access Networks (O-RAN) depend critically on the fidelity of the throughput signal used for training. Analytical or physical-layer…

Networking and Internet Architecture · Computer Science 2026-05-05 Alireza Ebrahimi Dorcheh , Tolunay Seyfi , Ryan Barker , Fatemeh Afghah

In this paper, we investigate the uplink (UL) radio resource management for 5G aerial corridors with an open-radio access network (O-RAN)-enabled cell-free (CF) massive multiple-input multiple-output (mMIMO) system. Our objective is to…

Systems and Control · Electrical Eng. & Systems 2026-01-22 Manobendu Sarker , Md. Zoheb Hassan , Xianbin Wang

Radio dynamic zones (RDZs) are geographically bounded areas where novel advanced wireless technologies can be developed, tested, and improved, without the concern of interfering to other incumbent radio technologies nearby the RDZ. In order…

Signal Processing · Electrical Eng. & Systems 2021-11-19 Sung Joon Maeng , İsmail Güvenç , Mihail L. Sichitiu , Ozgur Ozdemir

The Open Radio Access Network (O-RAN) is a burgeoning market with projected growth in the upcoming years. RAN has the highest CAPEX impact on the network and, most importantly, consumes 73% of its total energy. That makes it an ideal target…

Machine Learning · Computer Science 2023-10-18 Ioannis Mavromatis , Stefano De Feo , Pietro Carnelli , Robert J. Piechocki , Aftab Khan

The Cloud radio access network (C-RAN) offers a revolutionary approach to cellular network deployment, management and evolution. Advances in software-defined radio (SDR) and networking technology, moreover, enable delivering…

Networking and Internet Architecture · Computer Science 2017-12-12 Marti Floriach-Pigem , Guillem Xercavins-Torregrosa , Vuk Marojevic , Antoni Gelonch-Bosch

The evolution toward 6G networks is being accelerated by the Open Radio Access Network (O-RAN) paradigm -- an open, interoperable architecture that enables intelligent, modular applications across public telecom and private enterprise…

Cryptography and Security · Computer Science 2025-10-06 Prakhar Sharma , Haohuang Wen , Vinod Yegneswaran , Ashish Gehani , Phillip Porras , Zhiqiang Lin

In this paper, we design a new smart software-defined radio access network architecture which is flexible and traffic and density aware for the fifth generation (5G) of cellular wireless networks and beyond. The proposed architecture, based…

Information Theory · Computer Science 2021-06-29 Mohammad Moltafet , Sepehr Rezvani , Nader Mokari , Mohammad R. Javan , Eduard A. Jorswieck