English
Related papers

Related papers: Towards Zero Touch Networks: Cross-Layer Automated…

200 papers

The proliferation of IoT devices in smart cities challenges 6G networks with conflicting energy-latency requirements across heterogeneous slices. Existing approaches struggle with the energy-latency trade-off, particularly for massive scale…

Networking and Internet Architecture · Computer Science 2025-11-07 Amine Abouaomar , Badr Ben Elallid , Nabil Benamar

Vehicular communication networks are rapidly emerging as vehicles become smarter. However, these networks are increasingly susceptible to various attacks. The situation is exacerbated by the rise in automated vehicles complicates,…

Signal Processing · Electrical Eng. & Systems 2023-08-29 Hala Amin , Jawaher Kaldari , Nora Mohamed , Waqas Aman , Saif Al-Kuwari

The integration of Terrestrial Networks (TN) and Non-Terrestrial Networks (NTN) plays a crucial role in bridging the digital divide and enabling Sixth Generation (6G) and beyond to achieve truly ubiquitous connectivity. However, combining…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-02 Muhammad Ali Jamshed , Malik Muhammad Saad , Muhammad Ahmed Mohsin , Dongkyun Kim , Octavia A. Dobre , Halim Yanikomeroglu , Lina Mohjazi

Underlayer networks in the context of 6G for manufacturing are crucial. They address the evolving needs of highly interconnected and autonomous systems in industry. The digitalization of manufacturing processes, driven by the Internet of…

Networking and Internet Architecture · Computer Science 2023-09-20 Daniel Lindenschmitt , Jan Mertes , Christian Schellenberger , Marius Schmitz , Bin Han , Jan C. Aurich , Hans D. Schotten

This paper discusses new techniques to enhance Automated Transit Networks (ATN, previously called Personal Rapid Transit - PRT) based on Artificial Intelligence tools. The main direction is improvement of the cooperation of autonomous…

Multiagent Systems · Computer Science 2017-12-19 Bogdan Czejdo , Wiktor B. Daszczuk , Mikołaj Baszun

The integration of Machine Learning and Artificial Intelligence (ML/AI) into fifth-generation (5G) networks has made evident the limitations of network intelligence with ever-increasing, strenuous requirements for current and…

Networking and Internet Architecture · Computer Science 2024-05-24 Dimitrios Michael Manias , Ali Chouman , Abdallah Shami

Industry 4.0-enabled smart factory is expected to realize the next revolution for manufacturers. Although artificial intelligence (AI) technologies have improved productivity, current use cases belong to small-scale and single-task…

Machine Learning · Computer Science 2022-04-28 Shih-Chun Lin , Chia-Hung Lin , Wei-Chi Chen

The sixth generation mobile communication standard (6G) can promote the development of Industrial Internet and Internet of Things (IoT). To achieve comprehensive intelligent development of the network and provide customers with higher…

Networking and Internet Architecture · Computer Science 2025-01-23 Sifan Long , Fengxiao Tang , Yangfan Li , Tiao Tan , Zhengjie Jin , Ming Zhao , Nei Kato

Machine learning (ML) underpins foundation models in finance, healthcare, and critical infrastructure, making them targets for data poisoning, model extraction, prompt injection, automated jailbreaking, and preference-guided black-box…

Cryptography and Security · Computer Science 2025-12-30 Armstrong Foundjem , Lionel Nganyewou Tidjon , Leuson Da Silva , Foutse Khomh

Artificial intelligence (AI) and machine learning (ML) models are rapidly permeating the 5G Radio Access Network (RAN), powering beam management, channel state information (CSI) feedback, positioning, and mobility prediction. However,…

Information Theory · Computer Science 2025-07-29 Chu-Hsiang Huang , Chao-Kai Wen , Geoffrey Ye Li

The future 6G-enabled IoT will facilitate seamless global connectivity among ubiquitous wireless devices, but this advancement also introduces heightened security risks such as spoofing attacks. Physical-Layer Authentication (PLA) has…

Signal Processing · Electrical Eng. & Systems 2025-04-08 Rui Meng , Fangzhou Zhu , Xiqi Cheng , Xiaodong Xu , Bizhu Wang , Chen Dong , Bingxuan Xu , Xiaofeng Tao , Ping Zhang

In this article, we provide an overview of machine learning (ML) methods, both classical and deep variants, that are used to implement self-healing for cell outages in cellular networks. Self-healing is a promising approach to network…

Networking and Internet Architecture · Computer Science 2023-11-07 Jaleh Farmani , Amirreza Khalil Zadeh

The Zero-touch Network & Service Management (ZSM) paradigm, a direct response to the increasing complexity of communication networks, is a problem-solving approach. In this paper, taking advantage of recent advances in generative Artificial…

Networking and Internet Architecture · Computer Science 2024-08-27 Oscar G. Lira , Oscar M. Caicedo , Nelson L. S. da Fonseca

Future wireless communication networks are in a position to move beyond data-centric, device-oriented connectivity and offer intelligent, immersive experiences based on multi-agent collaboration, especially in the context of the thriving…

Information Theory · Computer Science 2025-04-15 Xiang Chen , Zhiheng Guo , Xijun Wang , Howard H. Yang , Chenyuan Feng , Shuangfeng Han , Xiaoyun Wang , Tony Q. S. Quek

Artificial Intelligence (AI) is expected to play an instrumental role in the next generation of wireless systems, such as sixth-generation (6G) mobile network. However, massive data, energy consumption, training complexity, and sensitive…

Machine Learning · Computer Science 2023-12-11 Maryam Ben Driss , Essaid Sabir , Halima Elbiaze , Walid Saad

As network complexity escalates, there is an increasing need for more sophisticated methods to manage and operate these networks, focusing on enhancing efficiency, reliability, and security. A wide range of Artificial Intelligence…

In the current era, the next-generation networks like 5th generation (5G) and 6th generation (6G) networks require high security, low latency with a high reliable standards and capacity. In these networks, reconfigurable wireless network…

Networking and Internet Architecture · Computer Science 2021-11-19 Sulaiman Khan , Suleman Khan , Yasir Ali , Muhammad Khalid , Zahid Ullah , Shahid Mumtaz

The emergence of beyond 5G (B5G) and 6G networks underscores the critical role of advanced computer-aided tools, such as network digital twins (DTs), in fostering autonomous networks and ubiquitous intelligence. Existing solutions in the DT…

Networking and Internet Architecture · Computer Science 2024-09-04 Caglar Tunc , Kubra Duran , Buse Bilgin , Gokhan Kalem , Berk Canberk

The deployment of AI agents within legacy Radio Access Network (RAN) infrastructure poses significant safety and reliability challenges for future 6G networks. This paper presents a novel Edge AI framework for autonomous network…

Signal Processing · Electrical Eng. & Systems 2025-08-28 Abdelaziz Salama , Zeinab Nezami , Mohammed M. H. Qazzaz , Maryam Hafeez , Syed Ali Raza Zaidi

The transition towards 6G presents unique challenges and opportunities in mobile networks design and standardization. Addressing these challenges requires a robust methodology for analyzing and selecting innovations that can be effectively…

Networking and Internet Architecture · Computer Science 2025-04-10 Francesca Conserva , Fabio Busacca , Corrado Puligheddu , Simone Bizzarri , Maurizio Fodrini , Giampaolo Cuozzo , Riccardo Marini