5G network slices resource orchestration using Machine Learning techniques (original) (raw)

Machine Learning Based Resource Orchestration for 5G Network Slices

Rana Rahim, Nazih Salhab

2019 IEEE Global Communications Conference (GLOBECOM)

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Deep Reinforcement Learning for Network Slicing with Heterogeneous Resource Requirements and Time Varying Traffic Dynamics

Salma Hamzaoui

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Enabling Reinforcement Learning for Network Slice Management in Multi-Agent 5G Networks

Marius C Vochin

IEEE 9th World Forum on Internet of Things, 2023

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Admission Control for 5G Network Slicing based on (Deep) Reinforcement Learning

Oscar Mauricio Caicedo Rendon

2021

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Improvement of 5G Core Network Performance using Network Slicing and Deep Reinforcement Learning

FOREX Publication

FOREX Publication, 2024

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Dynamic Reservation and Deep Reinforcement Learning Based Autonomous Resource Slicing for Virtualized Radio Access Networks

Gordon Owusu Boateng

IEEE Access, 2019

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A Reinforcement Learning Based Approach for 5G Network Slicing Across Multiple Domains

Rafael Pasquini

2019 15th International Conference on Network and Service Management (CNSM), 2019

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Timely Admission Control for Network Slicing in 5G With Machine Learning

Matteo Vincenzi

IEEE Access, 2021

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Deep Reinforcement Learning for Adaptive Network Slicing in 5G for Intelligent Vehicular Systems and Smart Cities

Yasin Yilmaz

IEEE Internet of Things Journal, 2021

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A Deep Contextual Bandit-Based End-to-End Slice Provisioning Approach for Efficient Allocation of 5G Network Resources

Inho Ra

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Intelligent Resource Slicing for eMBB and URLLC Coexistence in 5G and Beyond: A Deep Reinforcement Learning Based Approach

Anupam Bairagi

IEEE Transactions on Wireless Communications

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Reinforcement Learning for Slicing in a 5G Flexible RAN

muhammad raza

Journal of Lightwave Technology, 2019

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Reinforcement Learning Based Resource Management for Network Slicing

TARIQ RAHIM

Applied Sciences, 2019

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Predictive Resource Allocation in 5G Network Slicing: Leveraging SARIMAX Time Series Models with AI

Marius C Vochin

Doctoral Symposium on Electronics, Telecommunications, & Information Technology, 2023

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Analysis of Network Slicing for Management of 5G Networks Using Machine Learning Techniques

Dr. Pankaj Dadheech

Wireless Communications and Mobile Computing

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Deep Reinforcement Learning for Resource Management in Network Slicing

24.Nguyễn Quang Hiếu

IEEE Access, 2018

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Optimization of the implementation of network slicing in 5G RAN

Nazih Salhab

2018 IEEE Middle East and North Africa Communications Conference (MENACOMM)

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Resource Provisioning and Utilization in 5G Network Slicing: A Survey of Recent Advances, Challenges, and Open Issues

Kwame Oteng Gyasi, International Journal of Computer Networks and Applications (IJCNA) - SCOPUS Indexed Journal

International Journal of Computer Networks and Applications (IJCNA), 2023

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Slice Management in Radio Access Network via Deep Reinforcement Learning

Meryem Simsek

2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring), 2020

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Machine Learning Methods for Slice Admission in 5G Networks

muhammad raza

2019 24th OptoElectronics and Communications Conference (OECC) and 2019 International Conference on Photonics in Switching and Computing (PSC), 2019

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Artificial Intelligence for Elastic Management and Orchestration of 5G Networks

andres saavedra

IEEE Wireless Communications, 2019

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Admission Control and Resource Allocation in 5G Network Slicing

Oscar Mauricio Caicedo Rendon

Anais Estendidos do XXXIX Simpósio Brasileiro de Redes de Computadores e Sistemas Distribuídos (SBRC Estendido 2021), 2021

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Survey on Machine Learning-Enabled Network Slicing: Covering the Entire Life Cycle

Antonio Abelem

IEEE Transactions on Network and Service Management

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Machine Learning in Network Slicing - A Survey

hnin phyu

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Integrated Methodology to Cognitive Network Slice Management in Virtualized 5G Networks

Dean Lorenz

ArXiv, 2020

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Value is King: The MECForge Deep Reinforcement Learning Solution for Resource Management in 5G and Beyond

Niranjan Suri

Journal of Network and Systems Management, 2022

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Radio Resource Allocation for 5G Network Using Deep Reinforcement Learning

IJRASET Publication

International Journal for Research in Applied Science & Engineering Technology (IJRASET), 2023

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AI-based Robust Resource Allocation in End-to-End Network Slicing under Demand and CSI Uncertainties

Ali Nouruzi

2022

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AI-Based Resource Provisioning of IoE Services in 6G: A Deep Reinforcement Learning Approach

Hani Sami

IEEE Transactions on Network and Service Management, 2021

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A deep map from performance to resources - intelligent resource allocation for network slicing

Teresa Vazão

2021 IEEE 26th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)

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