CS181 Project --- Playing Aircraft Warfare Game with Reinforcement Learning

Requirements

• numpy
• pandas
• pygame
• pytorch
• python-opencv

You can install these packages by the following command.

python3 -m pip install -r ./requirements.txt

Usage

In our project, we implement an AI-agent for playing the Aircraft Warfare with Appriximate Q-learning method and Deep Q-learning method. The difficulty of the game can be adjusted by adjusting the speed. They are placed in ./Qlearning_version/ and ./DQN_Version/ respectively.

You can run the Q-learning version by the following command

cd Qlearning_version
python3 main.py

Or run the DQN version by the following command

cd DQN_version
python3 DQN_torch.py

External resources

External resources we used:

• https://github.com/yangshangqi/The-Python-code-implements-aircraft-warfare.git