ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms

17 December 2021

Papers citing "ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms"

24 / 24 papers shown

Title
O-RAN xApps Conflict Management using Graph Convolutional Networks Maryam Al Shami Jun Yan Emmanuel Thepie Fapi GNN 67 1 0 05 Mar 2025
Average Reward Reinforcement Learning for Wireless Radio Resource Management Kun Yang Jing Yang Cong Shen 46 1 0 12 Jan 2025
Adaptive Resource Allocation for Virtualized Base Stations in O-RAN with Online Learning Michail Kalntis Georgios Iosifidis Fernando A. Kuipers 37 5 0 31 Dec 2024
From Hype to Reality: The Road Ahead of Deploying DRL in 6G Networks Haiyuan Li Hari Madhukumar Peizheng Li Yiran Teng Shuangyi Yan Dimitra Simeonidou OffRL AI4CE 28 0 0 30 Oct 2024
xApp Distillation: AI-based Conflict Mitigation in B5G O-RAN Hakan Erdol Xiaoyang Wang Robert Piechocki George Oikonomou Arjun Parekh 38 3 0 03 Jul 2024
Securing O-RAN Open Interfaces Joshua Groen Salvatore D’oro Utku Demir Leonardo Bonati Davide Villa Michele Polese Tommaso Melodia Kaushik R. Chowdhury 20 10 0 23 Apr 2024
System-level Analysis of Adversarial Attacks and Defenses on Intelligence in O-RAN based Cellular Networks Azuka J. Chiejina Brian Kim Kaushik Chowhdury Vijay K. Shah AAML 27 12 0 10 Feb 2024
A Bayesian Framework of Deep Reinforcement Learning for Joint O-RAN/MEC Orchestration Fahri Wisnu Murti Samad Ali Matti Latva-aho 18 0 0 26 Dec 2023
Advancing RAN Slicing with Offline Reinforcement Learning Kun Yang Shu-ping Yeh Menglei Zhang J. Sydir Jing Yang Cong Shen OffRL 20 4 0 16 Dec 2023
Safe and Accelerated Deep Reinforcement Learning-based O-RAN Slicing: A Hybrid Transfer Learning Approach A. M. Nagib H. Abou-zeid Hossam S. Hassanein 30 10 0 13 Sep 2023
Attention-based Open RAN Slice Management using Deep Reinforcement Learning Fatemeh Lotfi Fatemeh Afghah Jonathan D. Ashdown 14 9 0 15 Jun 2023
ns-O-RAN: Simulating O-RAN 5G Systems in ns-3 Andrea Lacava Matteo Bordin Michele Polese R. Sivaraj Tommaso Zugno F. Cuomo Tommaso Melodia 25 25 0 11 May 2023
Implementing and Evaluating Security in O-RAN: Interfaces, Intelligence, and Platforms Joshua Groen Salvatore D’oro Utku Demir Leonardo Bonati Michele Polese Tommaso Melodia Kaushik R. Chowdhury 16 15 0 21 Apr 2023
Sparsity-Aware Intelligent Massive Random Access Control in Open RAN: A Reinforcement Learning Based Approach Xiaorui Tang Sicong Liu Xiaojiang Du M. Guizani 18 0 0 05 Mar 2023
Fairness Guaranteed and Auction-based x-haul and Cloud Resource Allocation in Multi-tenant O-RANs Sourav Mondal Marco Ruffini 13 9 0 02 Jan 2023
Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures Andrea Lacava Michele Polese R. Sivaraj Rahul Soundrarajan Bhawani Shanker Bhati Tarunjeet Singh Tommaso Zugno F. Cuomo Tommaso Melodia 27 80 0 28 Sep 2022
FORLORN: A Framework for Comparing Offline Methods and Reinforcement Learning for Optimization of RAN Parameters Vegard Edvardsen Gard Spreemann J. V. D. Abeele OffRL 17 0 0 08 Sep 2022
Intelligent Closed-loop RAN Control with xApps in OpenRAN Gym Leonardo Bonati Michele Polese Salvatore D’oro S. Basagni Tommaso Melodia 14 15 0 31 Aug 2022
Evolutionary Deep Reinforcement Learning for Dynamic Slice Management in O-RAN Fatemeh Lotfi Omid Semiari Fatemeh Afghah 13 12 0 30 Aug 2022
OpenRAN Gym: AI/ML Development, Data Collection, and Testing for O-RAN on PAWR Platforms Leonardo Bonati Michele Polese Salvatore D’oro S. Basagni Tommaso Melodia 14 49 0 25 Jul 2022
Prototyping Next-Generation O-RAN Research Testbeds with SDRs Pratheek S. Upadhyaya A. S. Abdalla V. Marojevic Jeffrey H. Reed Vijay K. Shah 8 34 0 26 May 2022
OrchestRAN: Network Automation through Orchestrated Intelligence in the Open RAN Salvatore D’oro Leonardo Bonati Michele Polese Tommaso Melodia 11 85 0 14 Jan 2022
Applications of Explainable AI for 6G: Technical Aspects, Use Cases, and Research Challenges Shen Wang M. Qureshi Luis Miralles-Pechuán Thien Huynh-The Thippa Reddy Gadekallu Madhusanka Liyanage 16 22 0 09 Dec 2021
RLOps: Development Life-cycle of Reinforcement Learning Aided Open RAN Peizheng Li Jonathan D. Thomas Xiaoyang Wang Ahmed Khalil A. Ahmad ... S. Kapoor Arjun Parekh A. Doufexi Arman Shojaeifard Robert Piechocki AI4TS 14 37 0 12 Nov 2021