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traffic_light_learning's Introduction

Transfer Learning for Reinforcement Learning Based Traffic Light Control

SUMO

We are using SUMO in Python to simulate traffic at a four way intersection. SUMO can be installed in Linux with apt using

sudo apt-get install sumo sumo-tools sumo-doc

SUMO_HOME

If a program asks for SUMO_HOME environment variable to be set in Ubuntu, it should be /usr/share/sumo/. You can run

export SUMO_HOME=/usr/share/sum/

for every new terminal running sumo or just add that line to the end of your .bashrc.

TensorFlow

To avoid unecessarily implementing our own neural network structure, we will be using TensorFlow for our neural networks. I am using miniconda on my machine, but it can also be installed with pip by simpy replacing conda with pip. tensorflow-gpu offers a gpu implementation that we may or may not use at this point.

sudo conda install tensorflow [tensorflow-gpu]

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