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path_planner's Introduction

Hybrid A* Path Planner for the KTH Research Concept Vehicle

The code in this repository is the result of my master's thesis which I am currently writing at the Integrated Research Lab (ITRL) at KTH Royal Institute of Technology. The code is documented here (work in progress).

The goal of the thesis and hence this code is to create a real-time path planning algorithm for the nonholonomic Research Concept Vehicle (RCV). The algorithm uses a binary obstacle map as an input, generated using LIDAR mounted on top of the vehicle. The algorithm is being developed using C++ due to real-time requirements in combination with ROS to ensure modularity and portability as well as using RViz as a visualization/simulation environment.

Key Characteristics
  • Sampling in continuous space with 72 different headings per cell (5° discretization)
  • Constrained Heuristic - nonholonomic without obstacles
  • Unconstrained Heuristic - holonomic with obstacles
  • Dubin's Shot
  • C++ real-time implementation (~10 Hz)

Large parts of the implementation are closely related to the hybrid A* algorithm developed by Dmitri Dolgov and Sebastian Thrun (Path Planning for Autonomous Vehicles in Unknown Semi-structured Environments DOI: 10.1177/0278364909359210)

Videos
Images

Reversing in a Maze

Parking

Mitigating a U-shape Obstacle

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