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Intent-driven networks are an essential stepping stone in the evolution of network and service management towards a truly autonomous paradigm. User centric intents provide an abstracted means of impacting the design, provisioning,…

Networking and Internet Architecture · Computer Science 2023-05-10 Kashif Mehmood , Katina Kralevska , David Palma

Intent-Based Networking (IBN) aims to simplify operating heterogeneous infrastructures by translating high-level intents into enforceable policies and assuring compliance. However, dependable automation remains difficult because (i)…

Networking and Internet Architecture · Computer Science 2026-03-26 Md. Kamrul Hossain , Walid Aljoby

Zero-Touch Networks (ZTNs) represent a state-of-the-art paradigm shift towards fully automated and intelligent network management, enabling the automation and intelligence required to manage the complexity, scale, and dynamic nature of…

Cryptography and Security · Computer Science 2025-03-03 Li Yang , Mirna El Rajab , Abdallah Shami , Sami Muhaidat

The transition from 5G to 6G mobile networks necessitates network automation to meet the escalating demands for high data rates, ultra-low latency, and integrated technology. Recently, Zero-Touch Networks (ZTNs), driven by Artificial…

Cryptography and Security · Computer Science 2025-03-04 Li Yang , Shimaa Naser , Abdallah Shami , Sami Muhaidat , Lyndon Ong , Mérouane Debbah

Recent advances in artificial intelligence (AI) offer an opportunity for the adoption of self-driving networks. However, network operators or home-network users still do not have the right tools to exploit these new advancements in AI,…

Networking and Internet Architecture · Computer Science 2020-08-14 Arthur Selle Jacobs , Ricardo José Pfitscher , Ronaldo Alves Ferreira , Lisandro Zambenedetti Granville

The transition towards sixth-generation (6G) wireless networks necessitates autonomous orchestration mechanisms capable of translating high-level operational intents into executable network configurations. Existing approaches to…

Artificial Intelligence · Computer Science 2026-01-13 Genze Jiang , Kezhi Wang , Xiaomin Chen , Yizhou Huang

Intent-based network (IBN) is a promising solution to automate network operation and management. IBN aims to offer human-tailored network interaction, allowing the network to communicate in a way that aligns with the network users'…

Networking and Internet Architecture · Computer Science 2026-04-06 Salwa Mostafa , Mohamed K. Abdel-Aziz , Mohammed S. Elbamby , Mehdi Bennis

Intent-Based Networking (IBN) often leverages the programmability of Software-Defined Networking (SDN) to simplify network management. However, significant challenges remain in automating the entire pipeline, from user-specified high-level…

Networking and Internet Architecture · Computer Science 2026-02-27 Md. Kamrul Hossain , Walid Aljoby

Intent-based networking (IBN) facilitates the representation of consumer expectations in a declarative and domain-independent form. However, mapping intents to service and resource models remains an open challenge. IBN requires handling…

Networking and Internet Architecture · Computer Science 2023-07-25 Kashif Mehmood , Katina Kralevska , David Palma

The evolution towards Industry 4.0 is driving the need for innovative solutions in the area of network management, considering the complex, dynamic and heterogeneous nature of ICT supply chains. To this end, Intent-Based networking (IBN)…

Networking and Internet Architecture · Computer Science 2021-05-12 Mounir Bensalem , Jasenka Dizdarević , Francisco Carpio , Admela Jukan

As networks advance toward the Sixth Generation (6G), management of high-speed and ubiquitous connectivity poses major challenges in meeting diverse Service Level Agreements (SLAs). The Zero Touch Network (ZTN) framework has been proposed…

Networking and Internet Architecture · Computer Science 2025-04-01 Tamizhelakkiya K , Dibakar Das , Jyotsna Bapat , Debabrata Das , Komal Sharma

Intent-Based Networking (IBN) aims to simplify network management by enabling users to specify high-level goals that drive automated network design and configuration. However, translating informal natural-language intents into formally…

Networking and Internet Architecture · Computer Science 2025-09-30 Anis Bekri , Amar Abane , Abdella Battou , Saddek Bensalem

The rapid expansion of cellular networks and rising demand for high-quality services require efficient and autonomous network management solutions. Zero Touch Network (ZTN) management has emerged as a key approach to automating network…

Networking and Internet Architecture · Computer Science 2025-08-26 Tamizhelakkiya K , Dibakar Das , Komal Sharma , Jyotsna Bapat , Debabrata Das

The Zero-touch network and Service Management (ZSM) framework represents an emerging paradigm in the management of the fifth-generation (5G) and Beyond (5G+) networks, offering automated self-management and self-healing capabilities to…

Networking and Internet Architecture · Computer Science 2023-12-08 Mirna El Rajab , Li Yang , Abdallah Shami

As the dawn of sixth-generation (6G) networking approaches, it promises unprecedented advancements in communication and automation. Among the leading innovations of 6G is the concept of Zero Touch Networks (ZTNs), aiming to achieve fully…

Computation and Language · Computer Science 2023-08-21 Abubakar S. Ali , Dimitrios Michael Manias , Abdallah Shami , Sami Muhaidat

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

Advanced intelligent automation becomes an important feature to deal with the increased complexity in managing wireless networks. This paper proposes a novel automation approach of intent-based network for Radio Access Networks (RANs)…

Networking and Internet Architecture · Computer Science 2025-08-05 Fransiscus Asisi Bimo , Maria Amparo Canaveras Galdon , Chun-Kai Lai , Ray-Guang Cheng , Edwin K. P. Chong

5G technology complements the enabling of communication services for different vertical industries such as smart distribution grids. Automation is an integral and necessary part of the power distribution grid operation and management. This…

Networking and Internet Architecture · Computer Science 2021-05-13 Kashif Mehmood , H. V. Kalpanie Mendis , Katina Kralevska , Poul E. Heegaard

Intent-driven network management is critical for managing the complexity of 5G and 6G networks. It enables adaptive, on-demand management of the network based on the objectives of the network operators. In this paper, we propose an…

Networking and Internet Architecture · Computer Science 2025-05-06 Md Arafat Habib , Pedro Enrique Iturria Rivera , Yigit Ozcan , Medhat Elsayed , Majid Bavand , Raimundas Gaigalas , Melike Erol-Kantarci

The growing complexity of networks and the variety of future scenarios with diverse and often stringent performance requirements call for a higher level of automation. Intent-based management emerges as a solution to attain high level of…

Networking and Internet Architecture · Computer Science 2024-07-26 Erciyes Karakaya , Ozgur Ercetin , Huseyin Ozkan , Mehmet Karaca , Elham Dehghan Biyar , Alexandros Palaios
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