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Software used for creating 2D highway traffic scenarios to train deep reinforcement learning models.

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barisalhan/Tactical-Lane-Changing

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Overview

It is a software that creates a traffic simulation environment with model-based traffic agents and with a user-controlled vehicle which we will call the ego vehicle.

Core Features:

  • Software can be connected to the gym environment.
    • The ego vehicle could be trained with reinforcement-learning algorithms to survive in a traffic environment by making intelligent lane change movements.
  • Custom highway environment can be created by adjusting these values:
    • Number of lanes
    • Number of vehicles
    • Agression and politeness factors of traffic agents
    • Initial distances between vehicles
    • Traffic rules => UK rules or USA rules

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