MASA-QMIX

Codes for the paper 'Solving job scheduling problems in a resource preemption environment with multi-agent reinforcement learning'

Codes for the multi-agent scheduling architecture (MASA) with QMIX

The essence of these codes is the QMIX MARL algorithm for job scheduling problems.

If this repository is valuable for your research (perhaps), please cite our work as:

@article{wang2022solving, title={Solving job scheduling problems in a resource preemption environment with multi-agent reinforcement learning}, author={Wang, Xiaohan and Zhang, Lin and Lin, Tingyu and Zhao, Chun and Wang, Kunyu and Chen, Zhen}, journal={Robotics and Computer-Integrated Manufacturing}, volume={77}, pages={102324}, year={2022}, publisher={Elsevier} }

Implementation

python main.py

Hyper-paras can be found in './MARL/common/arguments.py'

There is a logic error in the problem program (not running error. The newest version is missed, and the current version suffers this little problem), but it will not affect the application of the algorithm to other scheduling problems.