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Build your own closed loop: Graph-based proof of concept in closed loop for autonomous networks

Jaime Fúster de la Fuente,Álvaro Pendás Recondo,Paul Harvey, Tarek Mohamed, Chandan Singh, Vipul Sanap, Ayush Kumar, S. Venkateswaran, Sarvasuddi Balaganesh, R. K. Duggal, Sree Ganesh Lalitaditya Divakarla, Vaibhava Krishna Devulapali, Ebeledike Frank Chukwubuikem, Emmanuel Othniel Eggah, Alan C. Moses,Nafisa Bello,James Agajo, Wael Alron, Fathi Abdeldayem, Marta Hernández, Alvaro Retana, J. Alvarado, Nicolle Gamboa Mena, J. Alvarado, Ericka Pérez Chinchilla, Aline Alves Scarpellini Campos, Derek Rodríguez Villalobos, Oscar Castillo Brenes, K. Ranganath, Ayushi Khandal, R. Bhatt, Kunal Mahajan, Prikshit CS, Ashok Kamaraj, Satyajit Samaddar, Sivaramakrishnan Swaminathan, Malladihalli S. Bhuvan, S N Nagaswaroop,Blessed Guda,Ibrahim Aliyu, Jinsul Kim,Vishnu Ji Ram

ITU journal(2023)

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Abstract
Next Generation Networks (NGNs) are expected to handle heterogeneous technologies, services, verticals and devices of increasing complexity. It is essential to fathom an innovative approach to automatically and efficiently manage NGNs to deliver an adequate end-to-end Quality of Experience (QoE) while reducing operational expenses. An Autonomous Network (AN) using a closed loop can self-monitor, self-evaluate and self-heal, making it a potential solution for managing the NGN dynamically. This study describes the major results of building a closed-loop Proof of Concept (PoC) for various AN use cases organized by the International Telecommunication Union Focus Group on Autonomous Networks (ITU FG-AN). The scope of this PoC includes the representation of closed-loop use cases in a graph format, the development of evolution/exploration mechanisms to create new closed loops based on the graph representations, and the implementation of a reference orchestrator to demonstrate the parsing and validation of the closed loops. The main conclusions and future directions are summarized here, including observations and limitations of the PoC.
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Key words
own closed loop,closed loop,networks,graph-based
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