Description of the task: Here
- Analytical Solutions.ipynb: Task 1 - Analytical and numerical solutions.
- RL-Based Traffic Flow Optimization - Centralized.ipynb: Task 2, 3 & 4 - The centralized approach for modelling the problem as a RL system.
- RL-Based Traffic Flow Optimization - Multi-Agent.ipynb: Task 2, 3 & 4 - The multi-agent approach for modelling the problem as a RL system.
- Deep RL Based Traffic Optimization.ipynb: Task 5 - Can deep RL approach offer improvements for the system with added complexities?
- Problem Extension - RL-Based Optimization of Driveington.ipynb: Extra - A more realistic scenerio and how can we approach to it.
- Onur Akman - Report.pdf: Report