FastSLAM | Python simulation of FastSLAM
kandi X-RAY | FastSLAM Summary
kandi X-RAY | FastSLAM Summary
Python simulation of FastSLAM.
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Top functions reviewed by kandi - BETA
- Update the robot pose
- Pre - computes the data association for the given observation distribution
- Computes the Jacobian for the given landmark
- Multiply a multivariate normal distribution
- Update the landmark distribution
- Run the simulation
- Resample the particles
- Move the robot
- Check if the given coordinates are within the bounds
- Updates the weights for an observation
- Finds the data association between an observation
- Compute the Jacobian
- Updates the landmark
FastSLAM Key Features
FastSLAM Examples and Code Snippets
Community Discussions
Trending Discussions on FastSLAM
QUESTION
I have a grid containing some data in polar coordinates, simulating data obtained from a LIDAR for the SLAM problem. Each row in the grid represents the angle, and each column represents a distance. The values contained in the grid store a weighted probability of the occupancy map for a Cartesian world.
After converting to Cartesian Coordinates, I obtain something like this:
This mapping is intended to work in a FastSLAM application, with at least 10 particles. The performance I am obtaining isn't good enough for a reliable application.
I have tried with nested loops, using the scipy.ndimage.geometric_transform library and accessing directly the grid with pre-computed coordinates.
In those examples, I am working with a 800x800 grid.
Nested loops: aprox 300ms
...ANSWER
Answered 2019-Feb-01 at 08:54I came across a piece of code that seems to behave x10 times faster (8ms):
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install FastSLAM
You can use FastSLAM like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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