O-RAN with Machine Learning in ns-3

Author:

Garey Wesley1ORCID,Ropitault Tanguy2ORCID,Rouil Richard1ORCID,Black Evan1ORCID,Gao Weichao3ORCID

Affiliation:

1. National Institute of Standards and Technology, USA

2. Prometheus Computing LLC, USA and National Institute of Standards and Technology, USA

3. Dakota Consulting, Inc, USA and National Institute of Standards and Technology, USA

Publisher

ACM

Reference35 articles.

1. [n. d.]. Open Neural Network Exchange Intermediate Representation (ONNX IR) Specification. https://github.com/onnx/onnx/blob/main/docs/IR.md [n. d.]. Open Neural Network Exchange Intermediate Representation (ONNX IR) Specification. https://github.com/onnx/onnx/blob/main/docs/IR.md

2. 2021. MobiSys ’21: Proceedings of the 19th Annual International Conference on Mobile Systems, Applications, and Services (Virtual Event , Wisconsin) . Association for Computing Machinery , New York, NY, USA . 2021. MobiSys ’21: Proceedings of the 19th Annual International Conference on Mobile Systems, Applications, and Services (Virtual Event, Wisconsin). Association for Computing Machinery, New York, NY, USA.

3. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org.

4. ChARM: NextG Spectrum Sharing Through Data-Driven Real-Time O-RAN Dynamic Control

5. OpenRAN Gym: An Open Toolbox for Data Collection and Experimentation with AI in O-RAN

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2. Data Acquisition and Visualization for AI/ML-based Radio Resource Management Optimization in the ns-O-RAN Framework;2024 Fifteenth International Conference on Ubiquitous and Future Networks (ICUFN);2024-07-02

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