Imagine you have a crossroad to control. Two traffic light sets are installed perpendicular

to each other.

You can use the penalty term as:

Accident: any car accident penalises the system drastically

Delay: the average time cars need to completely pass the crossroad is a direct penalty

term

Develop a reinforcement learning algorithm.

Define penalty terms

Identify sensors that would be needed

Design an algorithm for the reinforcement system