https://github.com/paulchen2713/v2x-ra-drl

Attempt to reimplement the VTC2023-Spring 'Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications' paper
https://github.com/paulchen2713/v2x-ra-drl

deep-q-networks reinforcement-learning resource-allocation v2x-communication

Last synced: about 1 month ago
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Attempt to reimplement the VTC2023-Spring 'Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications' paper

• Host: GitHub
• URL: https://github.com/paulchen2713/v2x-ra-drl
• Owner: paulchen2713
• Created: 2024-02-21T04:59:11.000Z (11 months ago)
• Default Branch: main
• Last Pushed: 2024-03-06T08:27:59.000Z (10 months ago)
• Last Synced: 2024-03-06T09:32:34.984Z (10 months ago)
• Topics: deep-q-networks, reinforcement-learning, resource-allocation, v2x-communication
• Language: Python
• Homepage:
• Size: 21.4 MB
• Stars: 3
• Watchers: 2
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

        
# **V2X-RA-DRL**

Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications

## **Note**

- This is a recent upload of a project from 16 months ago. The code is somewhat poorly written, lacking in extensibility and likely not maintainable.

- It fails to pass some static analysis and has shown to have 2 potential bugs.

- The original PC that I ran the code on is dead now. I know this sounds dramatic, but shit happens sometimes. So, if the dependency doesn't work, well, there's basically nothing I can do to help.

## **Reference**

- Y. -C. Chung, H. -Y. Chang, R. Y. Chang and W. -H. Chung, "[Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications](https://ieeexplore.ieee.org/document/10200293)," *2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring)*, Florence, Italy, 2023, pp. 1-7.

- If you find this code helpful, we highly recommend that you read and cite this paper.

  ```!

  @inproceedings{chung2023deep,

    title={Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications},

    author={Chung, Yi-Ching and Chang, Hsin-Yuan and Chang, Ronald Y and Chung, Wei-Ho},

    booktitle={2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring)},

    pages={1--7},

    year={2023},

    organization={IEEE}

  }

  ```

  ```!

  @INPROCEEDINGS{10200293,

    author={Chung, Yi-Ching and Chang, Hsin-Yuan and Chang, Ronald Y. and Chung, Wei-Ho},

    booktitle={2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring)}, 

    title={Deep Reinforcement Learning-Based Resource Allocation for Cellular V2X Communications}, 

    year={2023},

    volume={},

    number={},

    pages={1-7},

    keywords={Deep learning;Vehicular and wireless technologies;Simulation;Vehicle-to-infrastructure;Vehicular ad hoc networks;Reinforcement learning;Resource management;Vehicle-to-everything (V2X) communication;deep reinforcement learning (DRL);resource allocation},

    doi={10.1109/VTC2023-Spring57618.2023.10200293}}

  ```