Consider applications - odometry example

vanderbiltrobotics / covariance-tracker

A class for computing the covariance matrix in a window of incoming values.

MIT License

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Consider applications - odometry example #3

Open AWatk opened 6 years ago

AWatk commented 6 years ago

Once it is packaged all nice like for importing elsewhere, you're ready to start applying covariance tracking to more specific examples. One huge huge point of data that needs to be refined and as reliable as possible is your odometry.

See Introduction to Autonomous Mobile Robots by Siegwart and Nourbakhsh, Chapter 5, "An Error Model for Odometric Position Estimation" odometry_model.pdf

SwapnilPande commented 6 years ago

Chapter 5.3-5.4 of Probabilistic Robotics also covers Odometry & Velocity based motion models

AWatk commented 6 years ago

Yep! The hardest part about those motion models are the number of robot-specific parameters (alpha 1-6).

I haven't had time to look into it, but possibly the odometric position error model for a differential drive robot can help derive those robot-specific parameters? Or does it appear to be two separate methods of doing the same thing?