Cover Image

Optimized Resource Allocation for Cloud-Native 6G Networks: Zero-Touch ML Models in Microservices-based VNF Deployments

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chetty, Swarna Bindu, Nag, Avishek, Al-Tahmeesschi, Ahmed, Wang, Qiao, Canberk, Berk, Marquez-Barja, Johann, Ahmadi, Hamed
Format:	Preprint
Published:	2024
Subjects:	Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Scalable machine learning-based approaches for energy saving in densely deployed Open RAN
by: Liang, Xuanyu, et al.
Published: (2026)

Green O-RAN Operation: a Modern ML-Driven Network Energy Consumption Optimisation
by: Liang, Xuanyu, et al.
Published: (2025)

Enhancing Energy Efficiency in O-RAN Through Intelligent xApps Deployment
by: Liang, Xuanyu, et al.
Published: (2024)

An Explainable AI Framework for Dynamic Resource Management in Vehicular Network Slicing
by: Sun, Haochen, et al.
Published: (2025)

Continuous Transfer Learning for UAV Communication-aware Trajectory Design
by: Sun, Chenrui, et al.
Published: (2024)

Energy Saving in 6G O-RAN Using DQN-based xApp
by: Wang, Qiao, et al.
Published: (2024)

Enhancing Open RAN Digital Twin Through Power Consumption Measurement
by: Al-Tahmeesschi, Ahmed, et al.
Published: (2025)

Sovereign AI for 6G: Towards the Future of AI-Native Networks
by: Chetty, Swarna Bindu, et al.
Published: (2025)

Digital Twin-Assisted Resilient Planning for mmWave IAB Networks via Graph Attention Networks
by: Zhang, Jie, et al.
Published: (2025)

Optimizing 6G Dense Network Deployment for the Metaverse Using Deep Reinforcement Learning
by: Zhang, Jie, et al.
Published: (2025)

Energy Consumption Reduction for UAV Trajectory Training : A Transfer Learning Approach
by: Sun, Chenrui, et al.
Published: (2025)

Towards Sustainability in 6G and beyond: Challenges and Opportunities of Open RAN
by: Ahmadi, Hamed, et al.
Published: (2025)

Analytically-Driven Resource Management for Cloud-Native Microservices
by: Zhang, Yanqi, et al.
Published: (2024)

Multi-Objective Deep Reinforcement Learning for 5G Base Station Placement to Support Localisation for Future Sustainable Traffic
by: Al-Tahmeesschi, Ahmed, et al.
Published: (2024)

AI-Driven Resource Allocation Framework for Microservices in Hybrid Cloud Platforms
by: Barua, Biman, et al.
Published: (2024)

Lightweight Authenticated Task Offloading in 6G-Cloud Vehicular Twin Networks
by: Al-Shareeda, Sarah, et al.
Published: (2025)

AI-Enhanced Adaptive Resource Allocation in Cloud-Native Databases
by: Hemanth Gadde
Published: (2022)

KAYRA: A Microservice Architecture for AI-Assisted Karyotyping with Cloud and On-Premise Deployment
by: Pintér, Attila, et al.
Published: (2026)

Retracted: Deep Reinforcement Learning-Based Algorithm for VNF-SC Deployment
by: Security and Communication Networks
Published: (2024)

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift
by: Beytur, Hasan Burhan, et al.
Published: (2025)

PRZK-Bind: A Physically Rooted Zero-Knowledge Authentication Protocol for Secure Digital Twin Binding in Smart Cities
by: Yigit, Yagmur, et al.
Published: (2025)

Maximising Energy Efficiency in Large-Scale Open RAN: Hybrid xApps and Digital Twin Integration
by: Al-Tahmeesschi, Ahmed, et al.
Published: (2025)

Service-Level Energy Modeling and Experimentation for Cloud-Native Microservices
by: Legler, Julian, et al.
Published: (2025)

Stochastic Multi-Objective Optimization for Resource Allocation in Open RAN
by: Al-Karawi, Yassir, et al.
Published: (2025)

Exploring O-RAN Compression Techniques in Decentralized Distributed MIMO Systems: Reducing Fronthaul Load
by: Rahmani, Mostafa, et al.
Published: (2025)

Artifact for Service-Level Energy Modeling and Experimentation for Cloud-Native Microservices
by: Legler, Julian
Published: (2026)

Enhancing Cloud-Native Resource Allocation with Probabilistic Forecasting Techniques in O-RAN
by: Kasuluru, Vaishnavi, et al.
Published: (2024)

A Digital Twin Platform for QoS Optimization Under DoS Attacks for Next Generation Radio Networks
by: Erturk, Mehmet Ali, et al.
Published: (2025)

Accurate AI-Driven Emergency Vehicle Location Tracking in Healthcare ITS Digital Twin
by: Al-Shareeda, Sarah, et al.
Published: (2025)

Green Resource Allocation in Cloud-Native O-RAN Enabled Small Cell Networks
by: Sohaib, Rana M., et al.
Published: (2024)

Failure-Resilient and Carbon-Efficient Deployment of Microservices over the Cloud-Edge Continuum
by: Ponce, Francisco, et al.
Published: (2026)

Predictive VNF Deployment With Virtual Network Mapping Using SDN / NFV ‐Enabled UAV Swarms
by: Qizhao Zhou, et al.
Published: (2025)

Quantum Microservices Development and Deployment
by: Moguel, Enrique, et al.
Published: (2023)

SuperSONIC: Cloud-Native Infrastructure for ML Inferencing
by: Kondratyev, Dmitry, et al.
Published: (2025)

Q-CSM: Q-Learning-based Cognitive Service Management in Heterogeneous IoT Networks
by: Duran, Kubra, et al.
Published: (2024)

Side-Channel Attack Mitigation in Cloud-Native Application Deployments
by: Safa Mohamed, et al.
Published: (2026)

Streamlining Cloud-Native Application Development and Deployment with Robust Encapsulation
by: Lertpongrujikorn, Pawissanutt, et al.
Published: (2024)

Does Twinning Vehicular Networks Enhance Their Performance in Dense Areas?
by: Al-Shareeda, Sarah, et al.
Published: (2024)

Age and Sex Influence Seed Dispersal of Native and Non‐Native Plants by Lion‐Tailed Macaques
by: Bindu Kempegowda, et al.
Published: (2025)

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security
by: Shakya, Sushil, et al.
Published: (2025)