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5G is destined to be supporting large deployment of Industrial IoT (IIoT) with the characteristics of ultra-high densification and low latency. 5G utilizes a more intelligent architecture, with Radio Access Networks (RANs) no longer…

Cryptography and Security · Computer Science 2022-11-08 Sheng Sun , Morris Repeta , Mike Healy , Vish Nandall , Eddy Fung , Chris Thomas

The Radio Access Network (RAN) is evolving into a programmable and disaggregated infrastructure that increasingly relies on AI-native algorithms for optimization and closed-loop control. However, current RAN intelligence is still largely…

Networking and Internet Architecture · Computer Science 2026-04-07 Ioannis Panitsas , Leandros Tassiulas

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

The Open Radio Access Network (O-RAN) architecture is reshaping the telecommunications landscape by enhancing network flexibility, openness, and intelligence. This paper establishes the requirements, evaluates the design tradeoffs, and…

Networking and Internet Architecture · Computer Science 2024-11-07 Joshua Moore , Aly Sabri Abdalla , Charles Ueltschey , Vuk Marojevic

Next-generation wireless systems, already widely deployed, are expected to become even more prevalent in the future, representing challenges in both environmental and economic terms. This paper focuses on improving the energy efficiency of…

Networking and Internet Architecture · Computer Science 2024-10-21 Matteo Bordin , Andrea Lacava , Michele Polese , Sai Satish , Manoj AnanthaSwamy Nittoor , Rajarajan Sivaraj , Francesca Cuomo , Tommaso Melodia

Openness and intelligence are two enabling features to be introduced in next generation wireless networks, e.g. Beyond 5G and 6G, to support service heterogeneity, open hardware, optimal resource utilization, and on-demand service…

Systems and Control · Electrical Eng. & Systems 2022-11-09 Bo Tang , Vijay K. Shah , Vuk Marojevic , Jeffrey H. Reed

Open-radio access network (O-RAN) seeks to establish the principles of openness, programmability, automation, intelligence, and hardware-software disaggregation with interoperable and standard-compliant interfaces. It advocates for…

Handover optimization in O-RAN faces growing challenges due to heterogeneous user mobility patterns and rapidly varying radio conditions. Existing ML-based handover schemes typically operate at the near-RT layer, which lack awareness of the…

Networking and Internet Architecture · Computer Science 2026-03-19 Abdul Wadud , Fatemeh Golpayegani , Nima Afraz

This paper addresses how to handle slice resources for 6G networks at different time scales in an architecture based on an open radio access network (ORAN). The proposed solution includes artificial intelligence (AI) at the edge of the…

Signal Processing · Electrical Eng. & Systems 2025-01-20 Suvidha Mhatre , Ferran Adelantado , Kostas Ramantas , Christos Verikoukis

Satellite networks are rapidly evolving, yet most \glspl{ntn} remain isolated from terrestrial orchestration frameworks. Their control architectures are typically monolithic and static, limiting their adaptability to dynamic traffic,…

Networking and Internet Architecture · Computer Science 2026-03-05 Eduardo Baena , Paolo Testolina , Michele Polese , Dimitrios Koutsonikolas , Josep Jornet , Tommaso Melodia

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), an industry-driven initiative, utilizes intelligent Radio Access Network (RAN) controllers and open interfaces to facilitate efficient spectrum sharing between LTE and NR RANs. In this paper, we…

Networking and Internet Architecture · Computer Science 2024-04-16 Sneihil Gopal , David Griffith , Richard A. Rouil , Chunmei Liu

The Open RAN architecture is a promising and future-oriented architecture. It is intended to open up the radio access network (RAN) and enable more innovation and competition in the market. This will lead to RANs for current 5G networks,…

ISAC is an emerging paradigm in 6G networks that enables environmental sensing using wireless communication infrastructure. Current O-RAN specifications lack the architectural primitives for sensing integration: no service models expose…

Networking and Internet Architecture · Computer Science 2026-03-05 Eduardo Baena , Rajesh Krishnan , Mai Vu , Gil Zussman , Dimitrios Koutsonikolas

The radio access network (RAN) landscape is undergoing a transformative shift from traditional, communication-centric infrastructures towards converged compute-communication platforms. This article introduces AI-RAN which integrates both…

Artificial Intelligence · Computer Science 2025-01-16 Lopamudra Kundu , Xingqin Lin , Rajesh Gadiyar , Jean-Francois Lacasse , Shuvo Chowdhury

O-RAN establishes an advanced radio access network (RAN) architecture that supports inter-operable, multi-vendor, and artificial intelligence (AI) controlled wireless access networks. The unique components, interfaces, and technologies of…

Cryptography and Security · Computer Science 2023-04-13 Aly Sabri Abdalla , Vuk Marojevic

With over 3.5 million 5G base stations deployed globally, their collective energy consumption (projected to exceed 131 TWh annually) raises significant concerns over both operational costs and environmental impacts. In this paper, we…

Systems and Control · Electrical Eng. & Systems 2026-02-26 Jie Lu , Peihao Yan , Huacheng Zeng

Advances in the automotive industry and the ever-increasing demand for Connected and Autonomous Vehicles (CAVs) are pushing for a new epoch of networked wireless systems. Vehicular communications, or Vehicle-to-Everything (V2X), are…

Networking and Internet Architecture · Computer Science 2024-05-03 Francesco Linsalata , Eugenio Moro , Maurizio Magarini , Umberto Spagnolini , Antonio Capone

The integration of Artificial Intelligence (AI) and Machine Learning (ML) in next-generation wireless communication systems has become a cornerstone for advancing intelligent, adaptive, and scalable networks. This reading report examines…

Networking and Internet Architecture · Computer Science 2025-07-29 Ryan Barker

The Open-Radio Access Network (O-RAN) integrates numerous software components in a cloud-like deployment, opening the radio access network to previously unconsidered security threats. With the ever-evolving threat landscape, integrating…

Cryptography and Security · Computer Science 2026-01-21 Felix Klement , Alessandro Brighente , Michele Polese , Mauro Conti , Stefan Katzenbeisser
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