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Project Idea: Urban Traffic Simulation with GIS Data

Open PRIYANSHU2026 opened this issue 1 year ago • 10 comments

Project Idea: Urban Traffic Simulation with GIS Data

Project Description: Develop an agent-based model to simulate urban traffic dynamics using GIS data. The model will incorporate real-world geographical information to simulate traffic flow, congestion, and road usage patterns. Agents will represent vehicles that navigate through a city's road network, adhering to traffic rules and reacting to road conditions. The model will help in understanding traffic behavior, identifying bottlenecks, and evaluating the impact of various traffic management strategies.

Key Features:

  1. GeoAgents for Vehicles: Use GeoAgents to represent individual vehicles with geometries that follow the road network.
  2. GIS Data Integration: Import real-world road network data (e.g., from shapefiles or GeoJSON) to create the simulation environment.
  3. Traffic Rules and Signals: Implement traffic rules, signals, and signs that influence agent behavior.
  4. Congestion Analysis: Measure and visualize traffic congestion in different parts of the city.
  5. Scenario Testing: Test various traffic management strategies, such as altering signal timings, implementing one-way streets, or introducing new traffic regulations.
  6. Visualization: Use GIS-based visualization to display traffic flow and congestion patterns.

Explanation:

  1. TrafficGeoSpace: A custom GeoSpace to hold GIS-based agents.
  2. VehicleAgent: Represents individual vehicles, with a simple random movement behavior.
  3. TrafficModel: Initializes the model with a road network and creates vehicle agents.
  4. Step Function: Executes the model's step function to simulate the agents' behavior over time.

This project can be extended by incorporating more realistic vehicle behaviors, advanced traffic rules, and dynamic congestion analysis.

PRIYANSHU2026 avatar Jun 09 '24 07:06 PRIYANSHU2026

Interesting idea!

Also checkout https://github.com/toruseo/UXsim

EwoutH avatar Jun 10 '24 05:06 EwoutH

Assign me sir

PRIYANSHU2026 avatar Jun 10 '24 06:06 PRIYANSHU2026

@EwoutH sir I will do in note book style it willl give better representation but after my Internal exam I will work on.

PRIYANSHU2026 avatar Jun 10 '24 12:06 PRIYANSHU2026

Consider adding it to mesa-examples.

EwoutH avatar Jun 10 '24 14:06 EwoutH

@EwoutH sure sir I will not disappoint you with my work .

PRIYANSHU2026 avatar Jun 10 '24 17:06 PRIYANSHU2026

@wang-boyu thank you sir In few day I will make PR

PRIYANSHU2026 avatar Jun 11 '24 13:06 PRIYANSHU2026

@wang-boyu @EwoutH sir please look into it and any improvement required . Uploading Screenshot 2024-06-12 at 7.19.31 PM.png…

Screenshot 2024-06-12 at 7 24 01 PM

PRIYANSHU2026 avatar Jun 12 '24 13:06 PRIYANSHU2026

Sorry I don't understand your question, what do you want me to look into exactly?

EwoutH avatar Jun 12 '24 17:06 EwoutH

That image of map with our function

PRIYANSHU2026 avatar Jun 12 '24 20:06 PRIYANSHU2026

sir look into it is correct i did taken extct road map

Screenshot 2024-06-12 at 7 19 31 PM

PRIYANSHU2026 avatar Jun 14 '24 05:06 PRIYANSHU2026