Giter Site home page Giter Site logo

plhsu19 / ii2202-project_shortest-path-algorithms-based-path-planning-for-autonomous-vehicles Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 1.74 MB

Implement and benchmark two graph search algorithms (hybrid A* and Dijkstra) for autonomous vehicles when considering vehicles' physical constraints. A research project at KTH University.

R 1.81% Python 98.19%
dijkstra shortest-path-algorithm autonomous-vehicles path-planning astar-algorithm graph-algorithms self-driving-software simulation

ii2202-project_shortest-path-algorithms-based-path-planning-for-autonomous-vehicles's Introduction

II2202 Project: Comparison of Grid Based Search Path Planning Dijkstra and A* Algorithm

The purpose of this project is to implement a state-of-the-art hybrid planning algorithm (hybrid A*) that is widely used in auto-driving applications for path exploration. The performance and efficiency of the algorithm is evaluated and compared with a more traditional planning algorithm (hybrid Dijkstra) experimentally in order to examine the effect of heuristic in the context of hybrid systems for autonomous vehicle simulation.

Disclaimer: The main purpose is to implement and evaluate the core path-planning algorithms for self-driving applications.The simulation environment, e.g., mazes, and the plot modules are provided by the Github repository (https://github.com/cisprague/dubins.git) of course "DD2410 Introduction to Robotics" offered by KTH University.

Run the simulation by executing following commands within hybrid_A*_and_Dijkstra directory:

# run the simulation
>>> python3 main.py

Run the simulation with additional arguments:

# show a plot
python3 main.py -p
# print trajectory information
python3 main.py -v

image image

ii2202-project_shortest-path-algorithms-based-path-planning-for-autonomous-vehicles's People

Contributors

plhsu19 avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.