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Multiple Rapidly-exploring Random Tree (RRT)

by Gavin

 

15 Sep 2008 (Updated 16 Sep 2008)

No BSD License  

Multiple RRT implementation for mobile robot path planning or C-space manipulator motion planning

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File Information
Description

To Run the code:
unzip attached file, then run RRT(). See /html/index.html for info on files and /html/RRT.html for arguments passed to RRT. Edit obstacles.txt to change the definition of obstacles in the environment.

About RRTs:
RRTs first published in [1] are randomised planners especially adept at solving difficult,high-dimensional path planning problems. However, environments with low-connectivity due to the presence of obstacles can severely affect convergence. Multiple RRTs have been proposed as a means of addressing this issue, however, this approach can adversely affect computational efficiency.

This paper [2] published by the authors of this Matlab code is the implementation of multiple Rapidly-exploring Random Tree (RRT) algorithm work. This paper introduces a new and simple method which takes advantage of the benefits of multiple trees, whilst ensuring the computational burden of maintaining them is minimised. Results indicate that multiple RRTs are able to reduce the logarithmic complexity of the search, most notably in environments with high obstacle densities.

[1] LaValle, S. M., ‘Rapidly-Exploring Random Trees: A New Tool for Path Planning’, TR 98-11, Computer Science Department, Iowa State University, Oct. 1998.
[2] Matthew Clifton, Gavin Paul, Ngai Kwok, Dikai Liu, Da-Long Wang, "Evaluating Performance of Multiple RRTs", IEEE conference on Mechatronic and Embedded Systems and Application, 2008

MATLAB release MATLAB 7.5 (R2007b)
Zip File Content  
Published M Files Function collisionCheck, Function connect, Function displayTree, Function dist2edges, Function initSearch, Function nearestNeighbour, Function newPoint, Function RRT, Function smoothPath, Function tracePath, obstacles_array, PointInQuad, sameSide
HTML Files RRT20080916/html/index.html
Other Files
RRT20080916/collisionCheck.m,
RRT20080916/connect.m,
RRT20080916/displayTree.m,
RRT20080916/dist2edges.m,
RRT20080916/smoothPath.m,
RRT20080916/sameSide.m,
RRT20080916/RRT.m,
RRT20080916/PointInQuad.m,
RRT20080916/obstacles_array.m,
RRT20080916/obstacles.txt,
RRT20080916/newPoint.m,
RRT20080916/nearestNeighbour.m,
RRT20080916/initSearch.m,
RRT20080916/tracePath.m
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Comments and Ratings (1)
18 Sep 2008 Samual Buraka

I've been searching for RRT matlab implementation for quite a while. Thanks for your effort

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Tag Activity for this File
Tag Applied By Date/Time
rrt Gavin 22 Oct 2008 10:19:34
rapidlyexploring random tree Gavin 22 Oct 2008 10:19:34
path planning Gavin 22 Oct 2008 10:19:34
manipulator Gavin 22 Oct 2008 10:19:34
 

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