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相关论文: Towards AI-Driven RANs for 6G and Beyond: Architec…

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Data-intensive Artificial Intelligence (AI) applications at the network edge demand a fundamental shift in Radio Access Network (RAN) design, from merely consuming AI for network optimization, to actively enabling distributed AI workloads.…

网络与互联网体系结构 · 计算机科学 2025-12-03 Michele Polese , Niloofar Mohamadi , Salvatore D'Oro , Leonardo Bonati , Tommaso Melodia

Artificial intelligence (AI) will play an increasing role in cellular network deployment, configuration and management. This paper examines the security implications of AI-driven 6G radio access networks (RANs). While the expected timeline…

密码学与安全 · 计算机科学 2022-09-07 Talha F. Rahman , Aly Sabri Abdalla , Keith Powell , Walaa AlQwider , Vuk Marojevic

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…

人工智能 · 计算机科学 2025-01-16 Lopamudra Kundu , Xingqin Lin , Rajesh Gadiyar , Jean-Francois Lacasse , Shuvo Chowdhury

Cellular Radio Access Networks (RANs) are rapidly evolving towards 6G, driven by the need to reduce costs and introduce new revenue streams for operators and enterprises. In this context, AI emerges as a key enabler in solving complex RAN…

网络与互联网体系结构 · 计算机科学 2025-09-30 Ganesh Ananthanarayanan , Matthew Balkwill , Xenofon Foukas , Zhihua Lai , Bozidar Radunovic , Connor Settle , Yongguang Zhang

The open radio access network (O-RAN) describes an industry-driven open architecture and interfaces for building next generation RANs with artificial intelligence (AI) controllers. We circulated a survey among researchers, developers, and…

网络与互联网体系结构 · 计算机科学 2022-03-29 Aly S. Abdalla , Pratheek S. Upadhyaya , Vijay K. Shah , Vuk Marojevic

Innovation and standardization in 5G have brought advancements to every facet of the cellular architecture. This ranges from the introduction of new frequency bands and signaling technologies for the radio access network (RAN), to a core…

网络与互联网体系结构 · 计算机科学 2023-12-06 Michele Polese , Mischa Dohler , Falko Dressler , Melike Erol-Kantarci , Rittwik Jana , Raymond Knopp , Tommaso Melodia

Future mobile networks in the sixth generation (6G) are poised for a paradigm shift from conventional communication services toward comprehensive information services, driving the evolution of radio access network (RAN) architectures toward…

信号处理 · 电气工程与系统科学 2025-11-06 Xiaoyun Wang , Yutong Zhang , Sen Wang , Sun Qi , Hanning Wang , Qixing Wang , Jing Jin , Jiwei He , Nan Li

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

Building on the principles of openness and intelligence, there has been a concerted global effort from the operators towards enhancing the radio access network (RAN) architecture. The objective is to build an operator-defined RAN…

信号处理 · 电气工程与系统科学 2020-05-19 Solmaz Niknam , Abhishek Roy , Harpreet S. Dhillon , Sukhdeep Singh , Rahul Banerji , Jeffery H. Reed , Navrati Saxena , Seungil Yoon

Driven by the emerging use cases in massive access future networks, there is a need for technological advancements and evolutions for wireless communications beyond the fifth-generation (5G) networks. In particular, we envisage the upcoming…

网络与互联网体系结构 · 计算机科学 2024-10-30 Ying Loong Lee , Donghong Qin , Li-Chun Wang , Gek Hong , Sim

The concept of AI-RAN as specified by the AI-RAN alliance is geared to explore a converged 6G platform that can support management, orchestration, and deployment of both AI and RAN workloads. This concept is central to the development of a…

网络与互联网体系结构 · 计算机科学 2025-09-22 Syed Danial Ali Shah , Zeinab Nezami , Maryam Hafeez , Syed Ali Raza Zaidi

The transition to 6G is expected to bring significant advancements, including much higher data rates, enhanced reliability and ultra-low latency compared to previous generations. Although 6G is anticipated to be 100 times more energy…

网络与互联网体系结构 · 计算机科学 2025-03-12 Hamed Ahmadi , Mostafa Rahmani , Swarna Bindu Chetty , Eirini Eleni Tsiropoulou , Huseyin Arslan , Merouane Debbah , Tony Quek

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…

系统与控制 · 电气工程与系统科学 2022-11-09 Bo Tang , Vijay K. Shah , Vuk Marojevic , Jeffrey H. Reed

Sixth-generation (6G) networks are evolving towards new features and order-of-magnitude enhancement of systematic performance metrics compared to the current 5G. In particular, the 6G networks are expected to achieve extreme connectivity…

Artificial intelligence (AI) has emerged as a powerful technology that improves system performance and enables new features in 5G and beyond. Standardization, defining functionality and interfaces, is essential for driving the industry…

网络与互联网体系结构 · 计算机科学 2022-09-13 Xingqin Lin , Lopamudra Kundu , Chris Dick , Soma Velayutham

As wireless communication evolves, each generation of networks brings new technologies that change how we connect and interact. Artificial Intelligence (AI) is becoming crucial in shaping the future of sixth-generation (6G) networks. By…

网络与互联网体系结构 · 计算机科学 2026-04-06 Constantina Chatzieleftheriou , Eirini Liotou

The recent upsurge of diversified mobile applications, especially those supported by Artificial Intelligence (AI), is spurring heated discussions on the future evolution of wireless communications. While 5G is being deployed around the…

网络与互联网体系结构 · 计算机科学 2024-10-30 Khaled B. Letaief , Wei Chen , Yuanming Shi , Jun Zhang , Ying-Jun Angela Zhang

With the rapid development of smart terminals and infrastructures, as well as diversified applications (e.g., virtual and augmented reality, remote surgery and holographic projection) with colorful requirements, current networks (e.g., 4G…

网络与互联网体系结构 · 计算机科学 2020-12-08 Helin Yang , Arokiaswami Alphones , Zehui Xiong , Dusit Niyato , Jun Zhao , Kaishun Wu

In future wireless systems of beyond 5G and 6G, addressing diverse applications with varying quality requirements is essential. Open Radio Access Network (O-RAN) architectures offer the potential for dynamic resource adaptation based on…

网络与互联网体系结构 · 计算机科学 2024-10-07 Huan X. Nguyen , Kexuan Sun , Duc To , Quoc-Tuan Vien , Tuan Anh Le

The emergence of 6G technology represents a significant advancement in wireless communications, providing unprecedented speed, extremely low latency, and pioneering applications. In light of this development, an important question arises:…

网络与互联网体系结构 · 计算机科学 2024-11-18 Sneihil Gopal , Aziz Kord , Richard A. Rouil
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