AI Traffic system with Python

Members:

1. Ammar Abul-Feilat
2. Ayat Albqoor
3. Diala Abul-Khail
4. Anas Abu Hamideh
5. Joud Alnsour
6. Ali Muhsen

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Version: 0.1.0

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Problem domain

One of the biggest problems that faces a lot of people everyday is Congestion, Which mostly occurs due to certain factors, one of them is the traffic lights timing system. Traffic congestion can increase fuel consumption, air pollution, it causes an unnecessarily wastage of time & energy, besides, long stopping time causes pavement damage. We can solve this problem by using AI traffic system which will give a dynamic time for the green light based on the traffic volume.

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Overview

In this project we are going to Design a dynamic AI Traffic light system (using AI) instead of fixed time for each traffic light.

Documentation

• YouTubeVideo

• PyGame Docs Techinacl Data

• Machine Learning Model Docs

installation

step 1 Using SSH:

git clone git@github.com:Ammaro173/AI_Traffic_system.git

step 2:

cd AI_Traffic_system

step 3: install the required packages:

pip install -r requirements.txt

step 4:

python main.py

Architecture

This app is written using Python 3.9.5, following best practices.

Libraries used:

1. pygame
2. pandas
3. sklearn
4. numpy
5. matplotlib

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Change Log

version 0.1.0 , initialized in 19-4-2022 , Deployed on 27-4-2022 and Ready To Use

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references

• https://www.ijert.org/research/using-ai-and-machine-learning-techniques-for-traffic-signal-control-management-review-IJERTV6IS110065.pdf

• https://docs.opencv.org/4.x/dc/da5/tutorial_py_drawing_functions.html

• https://github.com/CodeRex7/Traffic-Management-System/blob/afe7449790a06ca29dfa49552d2ec921b353238d/pdlab/test/cos13.py

• https://github.com/Sanillala/AI-Traffic-Control-System

• https://github.com/Sanillala/AI-Traffic-Control-System/blob/master/AI_Traffic_Light.py#L36

• https://www.youtube.com/watch?v=YntoPdPFFkU

• https://amankharwal.medium.com/4-chatbot-projects-with-python-5b32fd84af37

• https://www.youtube.com/watch?v=yIhDWvMrWFo

• https://github.com/suessmann/intelligent_traffic_lights

• https://github.com/CodeRex7/Traffic-Management-System

• https://github.com/mihir-m-gandhi/Basic-Traffic-Intersection-Simulation

• https://developer.here.com/documentation/traffic-api/api-reference.html

• https://www.youtube.com/watch?v=CQu4wFLC79U

• https://neat-python.readthedocs.io/en/latest/

• https://stackoverflow.com/questions/21598872/how-to-create-multiple-class-objects-with-a-loop-in-python

• https://www.youtube.com/watch?v=6g4O5UOH304

• https://www.tensorflow.org/lite/examples/on_device_training/overview

• https://stackoverflow.com/questions/66190989/input-0-of-layer-sequential-is-incompatible-with-the-layer-expected-axis-1-of

• https://insights.blackcoffer.com/how-is-ai-used-to-solve-traffic-management/

• https://stackoverflow.com/questions/51977189/typeerror-tensorshape-object-is-not-callable

• https://github.com/Ammaro173/keras_forked

• https://arxiv.org/pdf/2009.14627.pdf

• https://ops.fhwa.dot.gov/publications/fhwahop08054/sect4.htm

• https://www.google.com/search?q=8+lane+with+4+lane+intersection+PNG&sxsrf=APq-WBvnBidOEo3bTQxr0vo6o-jNC0oZLw:1650491011615&source=lnms&tbm=isch&sa=X&ved=2ahUKEwj62M6TzqP3AhWJh_0HHexOCZMQ_AUoAXoECAEQAw#imgrc=PUQp2XmCKYZFmM&imgdii=Y7bAgO1YBiJJTM

• https://www.simpleimageresizer.com/

• https://stackoverflow.com/questions/56501946/keras-prediction-returns-such-small-values

• http://www.pygame.org/docs/ref/sprite.html#pygame.sprite.Sprite

• https://github.com/tensorflow/docs/blob/master/site/en/guide/intro_to_modules.ipynb

• https://stackoverflow.com/questions/4330111/meaning-of-daemon-property-on-python-threads

• https://stackoverflow.com/questions/42577197/pygame-how-to-correctly-use-get-rect

• https://github.com/mihir-m-gandhi/Traffic-Intersection-Simulation-with-Stats

• https://stackoverflow.com/questions/63341547/how-to-inject-pygame-events-from-pytest